<?xml version="1.0" encoding="utf-8"?>
<raweb xmlns:xlink="http://www.w3.org/1999/xlink" xml:lang="en" year="2015">
  <identification id="sage" isproject="true">
    <shortname>SAGE</shortname>
    <projectName>Simulations and Algorithms on Grids for Environment</projectName>
    <theme-de-recherche>Earth, Environmental and Energy Sciences</theme-de-recherche>
    <domaine-de-recherche>Digital Health, Biology and Earth</domaine-de-recherche>
    <urlTeam>http://www.irisa.fr/sage</urlTeam>
    <structure_exterieure type="Labs">
      <libelle>Institut de recherche en informatique et systèmes aléatoires (IRISA)</libelle>
    </structure_exterieure>
    <structure_exterieure type="Organism">
      <libelle>CNRS</libelle>
    </structure_exterieure>
    <structure_exterieure type="Organism">
      <libelle>Université Rennes 1</libelle>
    </structure_exterieure>
    <header_dates_team>Creation of the Project-Team: 2004 December 06, end of the Project-Team: 2015 December 31</header_dates_team>
    <LeTypeProjet>Project-Team</LeTypeProjet>
    <keywordsSdN>
      <term>6. - Modeling, simulation and control</term>
      <term>6.1. - Mathematical Modeling</term>
      <term>6.2. - Scientific Computing, Numerical Analysis &amp; Optimization</term>
      <term>6.3. - Computation-data interaction</term>
      <term>7. - Fundamental Algorithmics</term>
      <term>7.1. - Parallel and distributed algorithms</term>
      <term>7.12. - Computer arithmetic</term>
    </keywordsSdN>
    <keywordsSecteurs>
      <term>3. - Environment and planet</term>
      <term>3.3. - Geosciences</term>
      <term>3.3.1. - Earth and subsoil</term>
      <term>4. - Energy</term>
      <term>4.1. - Fossile energy production</term>
      <term>4.2. - Renewable energy production</term>
      <term>4.3. - Energy delivery</term>
      <term>9. - Society and Knowledge</term>
      <term>9.7. - Knowledge dissemination</term>
    </keywordsSecteurs>
    <UR name="Rennes"/>
    <moreinfo/>
  </identification>
  <team id="uid1">
    <person key="sage-2014-idp61408">
      <firstname>Jocelyne</firstname>
      <lastname>Erhel</lastname>
      <categoryPro>Chercheur</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>Team leader, Inria, Senior Researcher</moreinfo>
      <hdr>oui</hdr>
    </person>
    <person key="sage-2014-idp62888">
      <firstname>Édouard</firstname>
      <lastname>Canot</lastname>
      <categoryPro>Chercheur</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>CNRS, Researcher</moreinfo>
    </person>
    <person key="sage-2014-idp65592">
      <firstname>Géraldine</firstname>
      <lastname>Pichot</lastname>
      <categoryPro>Chercheur</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>Inria, Researcher, until August 2015</moreinfo>
    </person>
    <person key="sage-2014-idp66848">
      <firstname>Fabienne</firstname>
      <lastname>Cuyollaa</lastname>
      <categoryPro>Assistant</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>Inria</moreinfo>
    </person>
    <person key="sage-2015-idp81896">
      <firstname>Yvan</firstname>
      <lastname>Crenner</lastname>
      <categoryPro>Technique</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>Inria, from October 2015</moreinfo>
    </person>
    <person key="sage-2014-idp70648">
      <firstname>David</firstname>
      <lastname>Imberti</lastname>
      <categoryPro>PostDoc</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>Inria, until May 2015</moreinfo>
    </person>
    <person key="sage-2014-idp73184">
      <firstname>Lionel</firstname>
      <lastname>Lenôtre</lastname>
      <categoryPro>PhD</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>University of Rennes 1, October 2012-December 2015</moreinfo>
    </person>
    <person key="sage-2015-idp85656">
      <firstname>Benjamin</firstname>
      <lastname>Delfino</lastname>
      <categoryPro>PhD</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>Inria, from November 2015</moreinfo>
    </person>
    <person key="sage-2014-idp74440">
      <firstname>Salwa</firstname>
      <lastname>Mansour</lastname>
      <categoryPro>PhD</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>Joint PhD with Lebanese International University and AUB, Lebanon, January 2013-December 2015</moreinfo>
    </person>
    <person key="sage-2014-idp75736">
      <firstname>Jean-Raynald</firstname>
      <lastname>de Dreuzy</lastname>
      <categoryPro>Visiteur</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>CNRS, Senior Researcher, Sage member from October 2013</moreinfo>
      <hdr>oui</hdr>
    </person>
  </team>
  <presentation id="uid2">
    <bodyTitle>Overall Objectives</bodyTitle>
    <subsection id="uid3" level="1">
      <bodyTitle>Main research areas</bodyTitle>
      <p>Numerical models are very useful for environmental applications. Several difficulties must be handled simultaneously, in a multidisciplinary context. For example, in geophysics, media are highly heterogeneous and only few data are available. Stochastic models are thus necessary. Some computational domains are complex 3D geometries, requiring adapted space discretization. Equations modeling flow and transport are transient, requiring also adapted time discretization. Moreover, these equations can be coupled together or with other equations in a global nonlinear system.
These large-scale models are very time and memory consuming. High performance computing is thus required to run these types of scientific simulations. Supercomputers and clusters are quite powerful, provided that the numerical models are written with a parallel paradigm.</p>
      <p>The team SAGE undertakes research on environmental applications and high performance computing and deals with two subjects:</p>
      <orderedlist>
        <li id="uid4">
          <p noindent="true">numerical algorithms, involving parallel and grid computing,</p>
        </li>
        <li id="uid5">
          <p noindent="true">numerical models applied to hydrogeology and physics.</p>
        </li>
      </orderedlist>
      <p>These two subjects are highly interconnected: the first topic aims at
designing numerical algorithms, which lead to high efficiency on
parallel and grid architectures; these algorithms are applied to geophysical models.</p>
      <p>Moreover, the team SAGE, in collaboration with other partners, develops
the software platform H2OLab for groundwater numerical simulations in heterogeneous subsurface.</p>
    </subsection>
  </presentation>
  <fondements id="uid6">
    <bodyTitle>Research Program</bodyTitle>
    <subsection id="uid7" level="1">
      <bodyTitle>Numerical algorithms and high performance computing</bodyTitle>
      <p>Linear algebra is at the kernel of most scientific applications, in particular in physical or chemical engineering.
For example, steady-state flow simulations in porous media are discretized in space and lead to a large sparse linear system.
The target size is <formula type="inline"><math xmlns="http://www.w3.org/1998/Math/MathML" overflow="scroll"><msup><mn>10</mn><mn>7</mn></msup></math></formula> in 2D and <formula type="inline"><math xmlns="http://www.w3.org/1998/Math/MathML" overflow="scroll"><msup><mn>10</mn><mn>10</mn></msup></math></formula> in 3D. For transient models such as diffusion,
the objective is to solve about <formula type="inline"><math xmlns="http://www.w3.org/1998/Math/MathML" overflow="scroll"><msup><mn>10</mn><mn>4</mn></msup></math></formula> linear systems for each simulation.
Memory requirements are of the order of Giga-bytes in 2D and Tera-bytes in 3D.
CPU times are of the order of several hours to several days.
Several methods and solvers exist for large sparse linear systems.
They can be divided into three classes: direct, iterative or semi-iterative.
Direct methods are highly efficient but require a large memory space and a rapidly increasing computational time.
Iterative methods of Krylov type require less memory but need a scalable preconditioner to remain competitive.
Iterative methods of multigrid type are efficient and scalable, used by themselves or as preconditioners,
with a linear complexity for elliptic or parabolic problems but they are not so efficient for hyperbolic problems.
Semi-iterative methods such as subdomain methods are hybrid direct/iterative methods which can be good tradeoffs.
The convergence of iterative and semi-iterative methods and the accuracy of the results depend on the condition number
which can blow up at large scale. The objectives are to analyze the complexity of these different methods,
to accelerate convergence of iterative methods, to measure and improve the efficiency on parallel architectures,
to define criteria of choice.</p>
      <p>In geophysics, a main concern is to solve inverse problems in order to fit the measured data with the model.
Generally, this amounts to solve a linear or nonlinear least-squares problem.
Complex models are in general coupled multi-physics models.
For example, reactive transport couples advection-diffusion with chemistry.
Here, the mathematical model is a set of nonlinear Partial Differential Algebraic Equations.
At each timestep of an implicit scheme, a large nonlinear system of equations arise.
The challenge is to solve efficiently and accurately these large nonlinear systems.</p>
      <p>Approximation in Krylov subspace is in the core of the team activity since it provides efficient iterative solvers
for linear systems and eigenvalue problems as well.
The later are encountered in many fields and they include the singular value problem which is especially useful
when solving ill posed inverse problems.</p>
    </subsection>
    <subsection id="uid8" level="1">
      <bodyTitle>Numerical models applied to hydrogeology and physics</bodyTitle>
      <p>The team Sage is strongly involved in numerical models for hydrogeology and physics.
There are many scientific challenges in the area of groundwater simulations.
This interdisciplinary research is very fruitful with cross-fertilizing subjects.
For example, high performance simulations were very helpful for finding out the asymptotic
behaviour of the plume of solute transported by advection-dispersion.
Numerical models are necessary to understand flow transfer in fractured media.</p>
      <p>The team develops stochastic models for groundware simulations.
Numerical models must then include Uncertainty Quantification methods, spatial and time discretization.
Then, the discrete problems must be solved with efficient algorithms. The team develops
parallel algorithms for complex numerical simulations and conducts performance analysis.
Another challenge is to run multiparametric simulations. They can be multiple samples of a non intrusive
Uncertainty Quantification method, or multiple samples of a stochastic method for inverse problems,
or multiple samples for studying the sensitivity to a given model parameter.
Thus these simulations are more or less independent and are well-suited to grid computing
but each simulation requires powerful CPU and memory resources.</p>
      <p>A strong commitment of the team is to develop the scientific software platform H2OLab
for numerical simulations in heterogeneous hydrogeology.</p>
    </subsection>
  </fondements>
  <domaine id="uid9">
    <bodyTitle>Application Domains</bodyTitle>
    <subsection id="uid10" level="1">
      <bodyTitle>Geophysics</bodyTitle>
      <p>The team has chosen a particular domain of application, which is geophysics.
In this domain, many problems require solving large scale systems of equations, arising from the discretization of coupled models.
Emphasis is put on hydrogeology, but the team also investigates geodesy, heat and mass transfer in soil, and granular materials.
One of the objectives is to use high performance computing in order to tackle 3D large scale computational domains with complex physical models.</p>
    </subsection>
    <subsection id="uid11" level="1">
      <bodyTitle>Hydrogeology</bodyTitle>
      <p>This is joint work with Geosciences Rennes at OSUR, Pprime at University of Poitiers and CDCSP at University of Lyon.
It is also done in the context of the group Momas and Andra grants.</p>
      <p>Many environmental studies rely on modelling geo-chemical and hydrodynamic processes.
Some issues concern water resources, aquifer contamination, underground waste disposal, clean-up of former waste deposits, acid mine drainage remediation.
Other issues, also related to energy, concern geothermy, unconventional gas, enhanced oil recovery, underground storage of CO2, underground storage of nuclear waste.</p>
      <p>Simulation of contaminant transport in groundwater is a highly complex problem,
governed by coupled linear or nonlinear PDAEs. Moreover, due to the lack of experimental data, stochastic models are used for dealing with heterogeneity.
The main objective of the team is to design and to implement efficient and robust numerical models, including Uncertainty Quantification methods.</p>
      <p>Recent research showed that rock solid masses are in general fractured and that fluids can percolate through networks of inter-connected fractures. Fractured media are by nature very heterogeneous and multi-scale, so that homogenisation approaches are not relevant. The team develops a numerical model for fluid flow and contaminant transport in three-dimensional porous fractured media.</p>
      <p>An important output is the parallel scientific platform H2OLab, running on clusters, grids and machines available in supercomputing centers.</p>
    </subsection>
  </domaine>
  <highlights id="uid12">
    <bodyTitle>Highlights of the Year</bodyTitle>
    <subsection id="uid13" level="1">
      <bodyTitle>Highlights of the Year</bodyTitle>
      <p>The team SAGE ended in December 2015.</p>
      <p>N. Nassif, J. Erhel and B. Philippe published a book entitled "introduction to computational linear algebra" <ref xlink:href="#sage-2015-bid0" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>.
E. Gallopoulos, B. Philippe and A. Sameh published a book entitled "Parallelism in Matrix Computations".</p>
    </subsection>
  </highlights>
  <logiciels id="uid14">
    <bodyTitle>New Software and Platforms</bodyTitle>
    <subsection id="uid15" level="1">
      <bodyTitle>GENFIELD</bodyTitle>
      <p>
        <span class="smallcap" align="left">Functional Description</span>
      </p>
      <p>GENFIELD allows the generation of log-normal correlated fields. It is based on a spectral method and uses the FFTW library. Parallelism is implemented using MPI communications. GENFIELD is used in hydrogeology to model natural fields, like hydraulic conductivity or porosity fields.</p>
      <simplelist>
        <li id="uid16">
          <p noindent="true">Authors: Grégoire Lecourt, Jocelyne Erhel, Jean-Raynald De Dreuzy and Géraldine Pichot</p>
        </li>
        <li id="uid17">
          <p noindent="true">Contact: Jocelyne Erhel</p>
        </li>
      </simplelist>
    </subsection>
    <subsection id="uid18" level="1">
      <bodyTitle>GLiMuH</bodyTitle>
      <p>Grains with Liquid Meniscus under Heating</p>
      <p noindent="true">
        <span class="smallcap" align="left">Functional Description</span>
      </p>
      <p>The GLiMuH code is devoted to the understanding of how heat diffuses in an assembly of solid grains separated by air and water. In the pendular regime, the quantity of water is very small, leading to liquid bridges between the grains. In the current approximation, the grains are spherical in shape, and the numerical simulation is done in a 3D axisymmetric coordinate system. The shape of the liquid/gas interface is computed by integrating a differential algebraic system of equations, with a given quantity of water per unit volume of the porous medium, and under the constraint of a given contact angle between the liquid/gas interface and the solid boundaries. The numerical results allow us to estimate the effective thermal conductivity of a real wet granular medium, which is required to establish more realistic models for the HeMaTiS code.</p>
      <simplelist>
        <li id="uid19">
          <p noindent="true">Authors: Édouard Canot, Salwa Mansour and Renaud Delannay</p>
        </li>
        <li id="uid20">
          <p noindent="true">Contact: Édouard Canot</p>
        </li>
      </simplelist>
    </subsection>
    <subsection id="uid21" level="1">
      <bodyTitle>GRT3D</bodyTitle>
      <p><span class="smallcap" align="left">Keywords:</span> Advection - Simulation - Scientific calculation - Dispersion - Geochemistry</p>
      <p noindent="true">APP: version 2.0, April 2014, registered</p>
      <p>Programming language: C</p>
      <p>Current work: refactoring</p>
      <p>
        <span class="smallcap" align="left">Functional Description</span>
      </p>
      <p>Reactive transport modeling has become an essential tool for understanding complex environmental problems. It is an important issue for MoMaS and C2S@EXA partners, in particular Andra. We have developed a method coupling transport and chemistry, based on a method of lines such that spatial discretization leads to a semi-discrete system of algebraic differential equations (DAE system). The main advantage is to use a complex DAE solver, which controls simultaneously the timestep and the convergence of Newton algorithm. The approach SIA uses a fixed-point method to solve the nonlinear system at each timestep, whereas the approach SNIA uses an explicit scheme.</p>
      <simplelist>
        <li id="uid22">
          <p noindent="true">Authors: Yvan Crenner, Caroline De Dieuleveult, Jocelyne Erhel, Souhila Sabit, Nadir Soualem</p>
        </li>
        <li id="uid23">
          <p noindent="true">Partner: ANDRA</p>
        </li>
        <li id="uid24">
          <p noindent="true">Contact: Jocelyne Erhel</p>
        </li>
      </simplelist>
    </subsection>
    <subsection id="uid25" level="1">
      <bodyTitle>HeMaTiS</bodyTitle>
      <p>Heat and Mass Transfer in Soils</p>
      <p noindent="true">
        <span class="smallcap" align="left">Functional Description</span>
      </p>
      <p>HeMaTiS is a set of Finite Volume programs (variants concern different geometrical configurations: 1D, 1D-radial, 2D, 3D-axisymmetric) for computing the transient heat diffusion in soils when there is a phase change of water. Currently, the soil is modelled by a heterogeneous porous medium having constant thermo-physical properties, and the porous medium is saturated with water. The phase change is treated by means of the Apparent Heat Capacity method. In the near future, we plan to use an unsaturated model (but limited to small water content), and an effective thermal conductivity which depends on the local humidity (this latter law may reveal hysteresis behaviour). The software is written in Fortran 95 and is based on the Muesli library. A Computer Algebra System (Maple or Maxima) is used to compute the Jacobian matrix.</p>
      <simplelist>
        <li id="uid26">
          <p noindent="true">Authors: Édouard Canot, Mohamad Muhieddine, Salwa Mansour and Renaud Delannay</p>
        </li>
        <li id="uid27">
          <p noindent="true">Contact: Édouard Canot</p>
        </li>
      </simplelist>
    </subsection>
    <subsection id="uid28" level="1">
      <bodyTitle>PALMTREE</bodyTitle>
      <p><span class="smallcap" align="left">Functional Description</span>
PALMTREE is an easy-to-use library for the parallelization of Lagrangian methods for partial differential equations and general Monte Carlo methods. The code aims at satisfying three properties:</p>
      <orderedlist>
        <li id="uid29">
          <p noindent="true">Reduction of computation time by using parallel architecture,</p>
        </li>
        <li id="uid30">
          <p noindent="true">Simplicity as the user just has to add the algorithm governing the behaviour of the particles,</p>
        </li>
        <li id="uid31">
          <p noindent="true">Portability since one has the possibility to use the package with any compiler and OS,</p>
        </li>
        <li id="uid32">
          <p noindent="true">Action-Replay which provides the ability of the package to replay a selected batch of particles.</p>
        </li>
      </orderedlist>
      <p>The software also now possesses a beta version which allows to run in parallel hybrid solvers, that is solvers which use both deterministic methods (FEM, FDM, etc...) and probabilistic methods. Moreover, the engineering being this software was published in MCQMC 2014 <ref xlink:href="#sage-2015-bid1" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>.</p>
      <simplelist>
        <li id="uid33">
          <p noindent="true">Authors: Lionel Lenôtre, Géraldine Pichot.</p>
        </li>
        <li id="uid34">
          <p noindent="true">Contact: Lionel Lenôtre.</p>
        </li>
        <li id="uid35">
          <p noindent="true">URL: <ref xlink:href="http://people.irisa.fr/Lionel.Lenotre/software.html" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://<allowbreak/>people.<allowbreak/>irisa.<allowbreak/>fr/<allowbreak/>Lionel.<allowbreak/>Lenotre/<allowbreak/>software.<allowbreak/>html</ref></p>
        </li>
      </simplelist>
    </subsection>
    <subsection id="uid36" level="1">
      <bodyTitle>SBM</bodyTitle>
      <p>Skew Brownian Motion</p>
      <p noindent="true">
        <span class="smallcap" align="left">Functional Description</span>
      </p>
      <p>SBM is a code allowing exact or approximated simulations of the Skew Brownian Motion. This code is used for the simulation, with a Monte-Carlo approach, of a 1D diffusion process with a discontinuous diffusion coefficient. Several benchmark tests are also implemented.</p>
      <simplelist>
        <li id="uid37">
          <p noindent="true">Authors: Antoine Lejay and Géraldine Pichot</p>
        </li>
        <li id="uid38">
          <p noindent="true">Contact: Géraldine Pichot</p>
        </li>
      </simplelist>
    </subsection>
    <subsection id="uid39" level="1">
      <bodyTitle>TPIP</bodyTitle>
      <p>Thermal Properties by Inverse Problem</p>
      <p noindent="true">
        <span class="smallcap" align="left">Functional Description</span>
      </p>
      <p>TPIP is a program which aims at estimating the thermo-physical of a saturated porous medium after a strong heating which leads to the phase change of the water contained in the pores, knowing the experimental heating curves history at few selected points. The least-square criterion is used, in which sensitivity coefficients are the solution of a huge, complex PDE system in order to take into account the phase change of water. These equations for the sensitivity coefficients are therefore obtained via a Computer Algebra System (Maple or Maxima). In many aspects, the forward problem is similar to the HeMaTiS code, and like it, is based on Muesli. Two different minimization algorithms may be used, Damped Gauss-Newton or Levenberg-Marquardt. A special procedure has been applied in order to obtain a robust convergence, by changing some parameters of the forward problem during the iterations.</p>
      <simplelist>
        <li id="uid40">
          <p noindent="true">Authors: Édouard Canot, Mohamad Muhieddine, Salwa Mansour and Renaud Delannay</p>
        </li>
        <li id="uid41">
          <p noindent="true">Contact: Édouard Canot</p>
        </li>
      </simplelist>
    </subsection>
    <subsection id="uid42" level="1">
      <bodyTitle>Zohour</bodyTitle>
      <p>
        <span class="smallcap" align="left">Functional Description</span>
      </p>
      <p>Zohour is a node-based adaptive 2D mesh algorithm, written in Fortran 2003. A basic rectangular, regular set of nodes is recursively refined. Then the cells come from the Voronoi tessellation. While the domain is currently limited to a rectangular shape, its strength is three-fold:first, computing the flux via a Finite Element or Finite Volume method is both simple and accurate because each cell-side of cells is the bisection of two nodes,</p>
      <p>second, the transition between zones of different levels of refinement is more progressive than other methods, leading to a smaller number of nodes for the whole mesh,</p>
      <p>third, during successive refinements when dealing with a transient problem, interpolation is needed only by the new nodes, limiting the numerical errors.</p>
      <simplelist>
        <li id="uid43">
          <p noindent="true">Author: Édouard Canot</p>
        </li>
        <li id="uid44">
          <p noindent="true">Contact: Édouard Canot</p>
        </li>
        <li id="uid45">
          <p noindent="true">URL: <ref xlink:href="http://people.irisa.fr/Edouard.Canot/zohour/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://<allowbreak/>people.<allowbreak/>irisa.<allowbreak/>fr/<allowbreak/>Edouard.<allowbreak/>Canot/<allowbreak/>zohour/</ref></p>
        </li>
      </simplelist>
    </subsection>
  </logiciels>
  <resultats id="uid46">
    <bodyTitle>New Results</bodyTitle>
    <subsection id="uid47" level="1">
      <bodyTitle>Numerical algorithms</bodyTitle>
      <subsection id="uid48" level="2">
        <bodyTitle>Introduction to computational linear algebra</bodyTitle>
        <participants>
          <person key="sage-2014-idp61408">
            <firstname>Jocelyne</firstname>
            <lastname>Erhel</lastname>
          </person>
        </participants>
        <p>Publications: <ref xlink:href="#sage-2015-bid0" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Abstract: The book "Introduction to Computational Linear Algebra" presents classroom-tested material on computational linear algebra and its application to numerical solutions of partial and ordinary differential equations. The book is designed for senior undergraduate students in mathematics and engineering as well as first-year graduate students in engineering and computational science.</p>
        <p>The text first introduces BLAS operations of types 1, 2, and 3 adapted to a scientific computer environment, specifically MATLAB. It next covers the basic mathematical tools needed in numerical linear algebra and discusses classical material on Gauss decompositions as well as LU and Cholesky’s factorizations of matrices. The text then shows how to solve linear least squares problems, provides a detailed numerical treatment of the algebraic eigenvalue problem, and discusses (indirect) iterative methods to solve a system of linear equations. The final chapter illustrates how to solve discretized sparse systems of linear equations. Each chapter ends with exercises and computer projects.</p>
      </subsection>
      <subsection id="uid49" level="2">
        <bodyTitle>Hybrid algebraic sparse linear solvers</bodyTitle>
        <participants>
          <person key="sage-2014-idp61408">
            <firstname>Jocelyne</firstname>
            <lastname>Erhel</lastname>
          </person>
          <person key="sage-2014-idp70648">
            <firstname>David</firstname>
            <lastname>Imberti</lastname>
          </person>
        </participants>
        <p>Grants and projects: EXA2CT <ref xlink:href="#uid77" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>, EoCoE <ref xlink:href="#uid94" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>, C2S@EXA <ref xlink:href="#uid73" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Publications: in preparation.</p>
        <p>Abstract:
Sparse linear systems arise in computational science and engineering. The goal is to reduce the memory requirements and the computational cost, by means of high performance computing algorithms. Krylov methods combined with Domain Decomposition are very efficient for both fast convergence and fast computations.</p>
      </subsection>
      <subsection id="uid50" level="2">
        <bodyTitle>Hastings-Metropolis Algorithm on Markov Chains for Small-Probability Estimation</bodyTitle>
        <participants>
          <person key="sage-2014-idp73184">
            <firstname>Lionel</firstname>
            <lastname>Lenôtre</lastname>
          </person>
        </participants>
        <p>Grants: H2MNO4 <ref xlink:href="#uid72" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Publications: <ref xlink:href="#sage-2015-bid2" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Abstract: Shielding studies in neutron transport, with Monte Carlo codes, yield challenging problems
of small-probability estimation. The particularity of these studies is that the small probability to
estimate is formulated in terms of the distribution of a Markov chain, instead of that of a random
vector in more classical cases. Thus, it is not straightforward to adapt classical statistical methods,
for estimating small probabilities involving random vectors, to these neutron-transport problems. A
recent interacting-particle method for small-probability estimation, relying on the Hastings-Metropolis
algorithm, is presented. It is shown how to adapt the Hastings-Metropolis algorithm when dealing
with Markov chains. A convergence result is also shown. Then, the practical implementation of the
resulting method for small-probability estimation is treated in details, for a Monte Carlo shielding
study. Finally, it is shown, for this study, that the proposed interacting-particle method considerably
outperforms a simple Monte Carlo method, when the probability to estimate is small.</p>
      </subsection>
      <subsection id="uid51" level="2">
        <bodyTitle>A Strategy for the Parallel Implementations of Stochastic Lagrangian Methods</bodyTitle>
        <participants>
          <person key="sage-2014-idp73184">
            <firstname>Lionel</firstname>
            <lastname>Lenôtre</lastname>
          </person>
        </participants>
        <p>Grants and projects: H2MNO4 <ref xlink:href="#uid72" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Software: PALMTREE <ref xlink:href="#uid28" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Publications: <ref xlink:href="#sage-2015-bid1" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Abstract:
We present some investigations on the parallelization of a stochastic Lagrangian simulation. For the self sufficiency of this work, we start by recalling the stochastic methods used to solve Parabolic Partial Differential Equations with a few physical remarks. Then, we exhibit different object-oriented ideas for such methods. In order to clearly illustrate these ideas, we give an overview of the library PALMTREE that we developed. After these considerations, we discuss the importance of the management of random numbers and argue for the choice of a particular strategy. To support our point, we show some numerical experiments of this approach, and display a speedup curve of PALMTREE. Then, we discuss the problem in managing the parallelization scheme. Finally, we analyze the parallelization of hybrid simulation for a system of Partial Differential Equations. We use some works done in hydrogeology to demonstrate the power of such a concept to avoid numerical diffusion in the solution of Fokker-Planck Equations and investigate the problem of parallelizing scheme under the constraint entailed by domain decomposition. We conclude with a presentation of the latest design that was created for PALMTREE and give a sketch of the possible work to get a powerful parallelized scheme.</p>
      </subsection>
      <subsection id="uid52" level="2">
        <bodyTitle>About a generation of a log-normal correlated field</bodyTitle>
        <participants>
          <person key="sage-2014-idp61408">
            <firstname>Jocelyne</firstname>
            <lastname>Erhel</lastname>
          </person>
          <person key="sage-2014-idp65592">
            <firstname>Géraldine</firstname>
            <lastname>Pichot</lastname>
          </person>
        </participants>
        <p>Grants: HYDRINV <ref xlink:href="#uid118" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>, H2MN04 <ref xlink:href="#uid72" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Software: GENFIELD <ref xlink:href="#uid15" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Publications: <ref xlink:href="#sage-2015-bid3" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>.</p>
        <p>Abstract:
Uncertainty quantification often requires the generation of large realizations of
stationary Gaussian random field over a regular grid.</p>
        <p>We compare the classical methods used to simulate the field defined by its covariance function,
namely the Discrete Spectral method, the Circulant Embedding approach,
and the Discrete Karhunen-Loève approximation.
We design and implement a parallel algorithm related to the Discrete Spectral method.</p>
      </subsection>
    </subsection>
    <subsection id="uid53" level="1">
      <bodyTitle>Numerical models and simulations applied to heat transfer</bodyTitle>
      <subsection id="uid54" level="2">
        <bodyTitle>Small scale modeling of porous media</bodyTitle>
        <participants>
          <person key="sage-2014-idp62888">
            <firstname>Édouard</firstname>
            <lastname>Canot</lastname>
          </person>
          <person key="sage-2014-idp74440">
            <firstname>Salwa</firstname>
            <lastname>Mansour</lastname>
          </person>
        </participants>
        <p>Grants: ECOS Sud Chili (ARPHYMAT project) <ref xlink:href="#uid111" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Software: GLiMuH <ref xlink:href="#uid18" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Publications: <ref xlink:href="#sage-2015-bid4" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Conferences: <ref xlink:href="#sage-2015-bid5" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Abstract: This study is devoted to the heat transfer between two spherical
grains separated by a small gap; dry air is located around the grains and
a liquid water meniscus is supposed to be present between them. This
problem can be seen as a micro-scale cell of an assembly of solid grains,
for which we are looking for the effective thermal conductivity. For a
fixed contact angle and according to the volume of the liquid meniscus,
two different shapes are possible for the meniscus, giving a “contacting”
state (when the liquid makes a true bridge between the two spheres) and a
“non-contacting” one (when the liquid is split in two different drops,
separated by a thin air layer); the transition between these two states
occurs at different times when increasing or decreasing the liquid volume,
thus leading to a hysteresis behavior when computing the thermal flux across
the domain.
We consider also another process where humidity varies, for example during
an evaporation or condensation process; in this situation, the shape of the
menisci changes a lot, because some liquid bridges may break, and this can
strongly affect the effective thermal conductivity. Then, the reorganization
of the liquid menisci is predicted, especially their surface area variation; it is an important parameter for a global model of the evaporation phenomenon
in wet porous media.</p>
      </subsection>
      <subsection id="uid55" level="2">
        <bodyTitle>Inverse problem for determining the thermo-physical properties of a porous media</bodyTitle>
        <participants>
          <person key="sage-2014-idp62888">
            <firstname>Édouard</firstname>
            <lastname>Canot</lastname>
          </person>
          <person key="sage-2014-idp74440">
            <firstname>Salwa</firstname>
            <lastname>Mansour</lastname>
          </person>
        </participants>
        <p>Grants: HYDRINV <ref xlink:href="#uid118" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Software: TPIP (<ref xlink:href="#uid39" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>)</p>
        <p>Publications: <ref xlink:href="#sage-2015-bid6" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>, <ref xlink:href="#sage-2015-bid7" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Conferences: <ref xlink:href="#sage-2015-bid8" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Abstract: This study concerns the inverse problem which consists of the
estimation of thermophysical properties of the soil knowing the temperature
at few selected points of the domain. In order to solve this inverse problem,
we used the least square criterion where we try to minimize the error function
between real measures and simulated ones. The coupled system composed of the
energy equation together with the three sensitivity boundary initial problems
resulting from differentiating the basic energy equation with respect to the
soil properties must be solved. To overcome the stiffness of our problem (due
to the use of Apparent Heat Capacity method), the high nonlinearity of the
coupled system and the problem of large residuals we used the Damped Gauss
Newton and Levenberg-Marquardt methods.
To take into account uncertainties of the position of the sensors, some
constraints have been added to the least square problem. Results are good
when the number of sensors is sufficiently large.</p>
      </subsection>
      <subsection id="uid56" level="2">
        <bodyTitle>Evaporation/Condensation in a wet granular medium: the EWGM model</bodyTitle>
        <participants>
          <person key="sage-2014-idp62888">
            <firstname>Édouard</firstname>
            <lastname>Canot</lastname>
          </person>
          <person key="sage-2014-idp74440">
            <firstname>Salwa</firstname>
            <lastname>Mansour</lastname>
          </person>
        </participants>
        <p>Grants: ECOS Sud Chili (ARPHYMAT project) <ref xlink:href="#uid111" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Software: HeMaTis (<ref xlink:href="#uid25" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>)</p>
        <p>Publications: <ref xlink:href="#sage-2015-bid9" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>, <ref xlink:href="#sage-2015-bid10" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Abstract: The physical model of the HeMaTiS code (<ref xlink:href="#uid25" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>) has been
completed by a new variant dedicated to the unsaturated case. The pendular
regime concerns the special case where a very few quantity of liquid water
is contained in a granular medium. The new model involves seven variables and
can be considered as a two-phase two-component one; it contains both air and
water, this latter component being liquid or gas. Generally, the diffusive
transport of humidity in soils is extremely slow, we numerically show that
humidity is convected quickly when the medium is subjected to a strong
temperature gradient. The key feature of the thermal process is the
simultaneous evaporation and condensation of water near a discontinuity of
the liquid layout.</p>
      </subsection>
    </subsection>
    <subsection id="uid57" level="1">
      <bodyTitle>Models and simulations for skew diffusion</bodyTitle>
      <subsection id="uid58" level="2">
        <bodyTitle>Simulating Diffusion Processes in Discontinuous Media: Benchmark Tests</bodyTitle>
        <participants>
          <person key="sage-2014-idp65592">
            <firstname>Géraldine</firstname>
            <lastname>Pichot</lastname>
          </person>
        </participants>
        <p>Grants: H2MN04 <ref xlink:href="#uid72" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Software: SBM <ref xlink:href="#uid36" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Publications: submitted.</p>
        <p>Abstract: We present several benchmark tests for Monte Carlo methods
for simulating diffusion in one-dimensional discontinuous
media, such as the ones arising the geophysics and many other
domains. These benchmarks tests are developed according
to their physical, statistical, analytic and numerical
relevance. We then perform a systematic study on four
numerical methods.</p>
      </subsection>
      <subsection id="uid59" level="2">
        <bodyTitle>One-dimensional skew diffusions: explicit expressions of densities and resolvent kernel</bodyTitle>
        <participants>
          <person key="sage-2014-idp73184">
            <firstname>Lionel</firstname>
            <lastname>Lenôtre</lastname>
          </person>
          <person key="sage-2014-idp65592">
            <firstname>Géraldine</firstname>
            <lastname>Pichot</lastname>
          </person>
        </participants>
        <p>Grants: H2MN04 <ref xlink:href="#uid72" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Publications: <ref xlink:href="#sage-2015-bid11" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Abstract: The study of skew diffusion is of primary concern for their implication
in the modeling and simulation of diffusion phenomenons in media with
interfaces. First, we provide results on one-dimensional
processes with discontinuous coefficients and their connections
with the Feller theory of generators as well as the one
of stochastic differential equations involving local time.
Second, in view of developing new simulation techniques,
we give a method to compute the density and the resolvent kernel of skew diffusions.
Explicit closed-form are given for some particular cases.</p>
      </subsection>
      <subsection id="uid60" level="2">
        <bodyTitle>Algorithms for the simulation of Feller processes</bodyTitle>
        <participants>
          <person key="sage-2014-idp73184">
            <firstname>Lionel</firstname>
            <lastname>Lenôtre</lastname>
          </person>
        </participants>
        <p>Grants and projects: H2MNO4 <ref xlink:href="#uid72" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>.</p>
        <p>Publications: <ref xlink:href="#sage-2015-bid12" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>.</p>
        <p>Abstract: Two new numerical schemes are created for Skew Diffusions processes. Both algorithms rely on a more generic numerical scheme that can be used for any kind of Feller processes. The proof of convergence for this generic numerical scheme is performed.</p>
      </subsection>
      <subsection id="uid61" level="2">
        <bodyTitle>Theoretical results on multidimensional Skew Diffusions</bodyTitle>
        <participants>
          <person key="sage-2014-idp73184">
            <firstname>Lionel</firstname>
            <lastname>Lenôtre</lastname>
          </person>
        </participants>
        <p>Grants and projects: H2MNO4 <ref xlink:href="#uid72" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>.</p>
        <p>Publications: <ref xlink:href="#sage-2015-bid13" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>.</p>
        <p>Abstract: Some significant results on the distribution of the marginal processes of multidimensional Skew Diffusions are found together with new formula. In addition, totally analytical proofs of some results and algorithms given by A. Lejay are given.</p>
      </subsection>
    </subsection>
    <subsection id="uid62" level="1">
      <bodyTitle>Models and simulations for flow and transport in porous fractured media</bodyTitle>
      <subsection id="uid63" level="2">
        <bodyTitle>An adaptive sparse grid method for elliptic PDEs with stochastic coefficients</bodyTitle>
        <participants>
          <person key="sage-2014-idp61408">
            <firstname>Jocelyne</firstname>
            <lastname>Erhel</lastname>
          </person>
        </participants>
        <p>Grants and projects: HYDRINV <ref xlink:href="#uid118" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>, H2MN04 <ref xlink:href="#uid72" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Publications: <ref xlink:href="#sage-2015-bid14" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>.</p>
        <p>Abstract:
The stochastic collocation method based on the anisotropic sparse grid has become a significant tool to solve partial differential equations with stochastic inputs. The aim is to seek a vector of weights
and a convenient level of interpolation for the method. The classical approach uses an a
posteriori approach on the solution, which causes an additional prohibitive cost.</p>
        <p>In this work, we discuss an adaptive approach of this method to calculate the statistics of the solution. It is based on an adaptive approximation of the <i>inverse</i> diffusion parameter. We construct an efficient error indicator which is an upper bound of the error on the solution. In the case of unbounded variables, we use an appropriate error estimation to compute suitable weights for the method. Numerical examples are presented to confirm the efficiency of the approach, and to show that the cost is considerably reduced without loss of accuracy.</p>
      </subsection>
      <subsection id="uid64" level="2">
        <bodyTitle>A global reactive transport model applied to the MoMaS benchmark</bodyTitle>
        <participants>
          <person key="sage-2014-idp61408">
            <firstname>Jocelyne</firstname>
            <lastname>Erhel</lastname>
          </person>
        </participants>
        <p>Grants and projects: H2MN04 <ref xlink:href="#uid72" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Software: GRT3D <ref xlink:href="#uid21" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Publications: <ref xlink:href="#sage-2015-bid15" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>.</p>
        <p>Abstract: Reactive transport models are very useful for groundwater studies such as water quality, safety analysis of waste disposal, remediation, and so on.
The MoMaS group defined a benchmark with several test cases. We present results obtained with a global method and show through these results the efficiency
of our numerical model.</p>
      </subsection>
      <subsection id="uid65" level="2">
        <bodyTitle>About some numerical models for geochemistry</bodyTitle>
        <participants>
          <person key="sage-2014-idp61408">
            <firstname>Jocelyne</firstname>
            <lastname>Erhel</lastname>
          </person>
        </participants>
        <p>Grants and projects: H2MN04 <ref xlink:href="#uid72" location="intern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        <p>Publications: <ref xlink:href="#sage-2015-bid16" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>, <ref xlink:href="#sage-2015-bid17" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>.</p>
        <p>Abstract: Reactive transport models are very useful to study the fate of contaminants in grounwater.
These models couple transport equations with geochemistry equations.
In this talk, we focus on precipitation and dissolution chemical reactions,
because they induce numerical difficulties.</p>
        <p>We consider a set of solute species and minerals, with precipitation occuring when a saturation
threshold is reached. A challenge is to detect which minerals are dissolved and which minerals are precipitated.
This depends on the total quantities of chemical species.
We propose an analytical approach to build a phase diagram, which provides the interfaces between the different possible cases.
We illustrate our method with three examples arising from brine media and acid mine drainage.</p>
      </subsection>
      <subsection id="uid66" level="2">
        <bodyTitle>Power-averaging method to characterize and upscale permeability in DFNs</bodyTitle>
        <participants>
          <person key="sage-2014-idp75736">
            <firstname>Jean-Raynald</firstname>
            <lastname>de Dreuzy</lastname>
          </person>
          <person key="sage-2014-idp65592">
            <firstname>Géraldine</firstname>
            <lastname>Pichot</lastname>
          </person>
        </participants>
        <p>Publications: <ref xlink:href="#sage-2015-bid18" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>.</p>
        <p>Abstract:
In a lot of geological environments, permeability is dominated by the existence of fractures and by their degree of interconnections. Flow properties depend mainly on the statistical properties of the fracture population (length, apertures, orientation), on the network topology, as well as on some detailed properties within fracture planes.
Based on an extensive analysis of 2D and 3D DFNs as well as on reference connectivity structures, we investigate the relation between the local fracture structures and the effective permeability.
Defined as the relative weight between the two extreme harmonic and arithmetic means, the power-law averaging exponent gives a compact way to compare fracture network hydraulics. It may further lead to some comprehensive upscaling rules.
</p>
      </subsection>
    </subsection>
  </resultats>
  <contrats id="uid67">
    <bodyTitle>Bilateral Contracts and Grants with Industry</bodyTitle>
    <subsection id="uid68" level="1">
      <bodyTitle>Bilateral Contracts with Industry</bodyTitle>
      <subsection id="uid69" level="2">
        <bodyTitle>ANDRA project</bodyTitle>
        <participants>
          <person key="sage-2015-idp81896">
            <firstname>Yvan</firstname>
            <lastname>Crenner</lastname>
          </person>
          <person key="sage-2015-idp85656">
            <firstname>Benjamin</firstname>
            <lastname>Delfino</lastname>
          </person>
          <person key="sage-2014-idp75736">
            <firstname>Jean-Raynald</firstname>
            <lastname>de Dreuzy</lastname>
          </person>
          <person key="sage-2014-idp61408">
            <firstname>Jocelyne</firstname>
            <lastname>Erhel</lastname>
          </person>
        </participants>
        <p>Contract with ANDRA (National Agency for Nuclear Waste)</p>
        <p noindent="true">Duration: three years from November 2015.</p>
        <p noindent="true">Title: reactive transport in fractured porous media</p>
        <p noindent="true">Coordination: Jocelyne Erhel.</p>
        <p noindent="true">Partners: Geosciences Rennes.</p>
        <p noindent="true">Web page: <ref xlink:href="http://www.irisa.fr/sage/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://<allowbreak/>www.<allowbreak/>irisa.<allowbreak/>fr/<allowbreak/>sage/</ref></p>
        <p noindent="true">Abstract:
Even in small numbers, fractures must be carefully considered for the geological disposal of radioactive
wastes. They critically enhance diffusivity, speed up solute transport, extend mixing fronts and, in turn,
modify the physicochemical conditions of reactivity around possible storage sites.
Numerous studies in various fields have shown that fractures cannot be simply integrated within an equivalent po-
rous medium with a simple enhancement of its petro-physical properties (porosity and permeability).
We propose a combined numerical and experimental
approach to determine the influence on reactivity of typical fracture patterns found in some
radioactive waste applications.
</p>
      </subsection>
    </subsection>
  </contrats>
  <partenariat id="uid70">
    <bodyTitle>Partnerships and Cooperations</bodyTitle>
    <subsection id="uid71" level="1">
      <bodyTitle>National Initiatives</bodyTitle>
      <subsection id="uid72" level="2">
        <bodyTitle>ANR-MN: H2MNO4 project</bodyTitle>
        <participants>
          <person key="sage-2015-idp81896">
            <firstname>Yvan</firstname>
            <lastname>Crenner</lastname>
          </person>
          <person key="sage-2015-idp85656">
            <firstname>Benjamin</firstname>
            <lastname>Delfino</lastname>
          </person>
          <person key="sage-2014-idp75736">
            <firstname>Jean-Raynald</firstname>
            <lastname>de Dreuzy</lastname>
          </person>
          <person key="sage-2014-idp61408">
            <firstname>Jocelyne</firstname>
            <lastname>Erhel</lastname>
          </person>
          <person key="sage-2014-idp73184">
            <firstname>Lionel</firstname>
            <lastname>Lenôtre</lastname>
          </person>
          <person key="sage-2014-idp65592">
            <firstname>Géraldine</firstname>
            <lastname>Pichot</lastname>
          </person>
        </participants>
        <p>Contract with ANR, program Modèles Numériques</p>
        <p noindent="true">Duration: four years from November 2012.</p>
        <p noindent="true">Title: Original Optimized Object Oriented Numerical Model for Heterogeneous Hydrogeology.</p>
        <p noindent="true">Coordination: Jocelyne Erhel and Géraldine Pichot, with Fabienne Cuyollaa.</p>
        <p noindent="true">Partners: Geosciences Rennes, University of Poitiers, University of Lyon 1, Andra, Itasca.</p>
        <p noindent="true">International collaborations: University of San Diego (USA), UPC, Barcelona (Spain)</p>
        <p noindent="true">Web page: <ref xlink:href="http://h2mno4.inria.fr/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://<allowbreak/>h2mno4.<allowbreak/>inria.<allowbreak/>fr/</ref></p>
        <p noindent="true">Abstract: The project H2MNO4 develops numerical models for reactive transport in heterogeneous media. It defines six mathematical and computational challenges and three applications for environmental problems with societal impact. We organized a project meeting in February.</p>
      </subsection>
      <subsection id="uid73" level="2">
        <bodyTitle>Inria Project Lab: C2S@EXA project</bodyTitle>
        <participants>
          <person key="sage-2014-idp62888">
            <firstname>Édouard</firstname>
            <lastname>Canot</lastname>
          </person>
          <person key="sage-2015-idp81896">
            <firstname>Yvan</firstname>
            <lastname>Crenner</lastname>
          </person>
          <person key="sage-2014-idp61408">
            <firstname>Jocelyne</firstname>
            <lastname>Erhel</lastname>
          </person>
          <person key="sage-2014-idp65592">
            <firstname>Géraldine</firstname>
            <lastname>Pichot</lastname>
          </person>
        </participants>
        <p>Title: C2S@EXA - Computer and Computational Scienecs at Exascale</p>
        <p noindent="true">Duration: from January 2012.</p>
        <p noindent="true">Coordination: S. Lanteri, Nachos team.</p>
        <p noindent="true">Partners: Inria teams working on HPC; external partners: ANDRA and CEA.</p>
        <p noindent="true">Webpage: <ref xlink:href="http://www-sop.inria.fr/c2s_at_exa/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://<allowbreak/>www-sop.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>c2s_at_exa/</ref></p>
        <p noindent="true">Abstract:
The C2S@Exa Inria Project Lab is concerned with the development of numerical modeling methodologies that fully exploit the processing capabilities of modern massively parallel architectures in the context of a number of selected applications related to important scientific and technological challenges for the quality and the security of life in our society.
The team participated in several workshops.</p>
      </subsection>
      <subsection id="uid74" level="2">
        <bodyTitle>GENCI: project on advanced linear solvers</bodyTitle>
        <participants>
          <person key="sage-2015-idp81896">
            <firstname>Yvan</firstname>
            <lastname>Crenner</lastname>
          </person>
          <person key="sage-2014-idp61408">
            <firstname>Jocelyne</firstname>
            <lastname>Erhel</lastname>
          </person>
          <person key="sage-2014-idp70648">
            <firstname>David</firstname>
            <lastname>Imberti</lastname>
          </person>
          <person key="sage-2014-idp73184">
            <firstname>Lionel</firstname>
            <lastname>Lenôtre</lastname>
          </person>
          <person key="sage-2014-idp65592">
            <firstname>Géraldine</firstname>
            <lastname>Pichot</lastname>
          </person>
        </participants>
        <p>Title: Numerical models for hydrogeology</p>
        <p noindent="true">Duration: 2015</p>
        <p noindent="true">Coordination: J. Erhel and G. Pichot.</p>
        <p noindent="true">Webpage: <ref xlink:href="http://www.genci.fr/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://<allowbreak/>www.<allowbreak/>genci.<allowbreak/>fr/</ref></p>
        <p noindent="true">Abstract:
To run large scale simulations, we defined a project, based on the platform H2OLab and on a new GMRES solver.
We obtained and used computing time on machines located at GENCI supercomputing centers.</p>
      </subsection>
      <subsection id="uid75" level="2">
        <bodyTitle>GDR MOMAS: projects on multiphase flow and reactive transport</bodyTitle>
        <participants>
          <person key="sage-2015-idp85656">
            <firstname>Benjamin</firstname>
            <lastname>Delfino</lastname>
          </person>
          <person key="sage-2014-idp61408">
            <firstname>Jocelyne</firstname>
            <lastname>Erhel</lastname>
          </person>
        </participants>
        <p>Title: Workshops on multiphase flow and reactive transport</p>
        <p noindent="true">Duration: 2015</p>
        <p noindent="true">Coordination: J. Erhel</p>
        <p noindent="true">Partner: IFPEN</p>
        <p noindent="true">Webpage: <ref xlink:href="http://www.irisa.fr/sage/RTworkshop" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://<allowbreak/>www.<allowbreak/>irisa.<allowbreak/>fr/<allowbreak/>sage/<allowbreak/>RTworkshop</ref> and <ref xlink:href="https://www.ljll.math.upmc.fr/cances/gdrmomas/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>www.<allowbreak/>ljll.<allowbreak/>math.<allowbreak/>upmc.<allowbreak/>fr/<allowbreak/>cances/<allowbreak/>gdrmomas/</ref></p>
        <p noindent="true">Abstract:
The working group MOMAS includes many partners from CNRS, Inria, universities, CEA, ANDRA, EDF and BRGM. It covers many subjects related to mathematical modeling and numerical simulations for nuclear waste disposal problems.
The team participated in a workshop on multiphase flow and organized an international workshop on reactive transport, in Paris, with IFPEN.</p>
      </subsection>
    </subsection>
    <subsection id="uid76" level="1">
      <bodyTitle>European Initiatives</bodyTitle>
      <subsection id="uid77" level="2">
        <bodyTitle>FP7 &amp; H2020 Projects: EXA2CT project</bodyTitle>
        <participants>
          <person key="sage-2014-idp61408">
            <firstname>Jocelyne</firstname>
            <lastname>Erhel</lastname>
          </person>
          <person key="sage-2014-idp70648">
            <firstname>David</firstname>
            <lastname>Imberti</lastname>
          </person>
        </participants>
        <sanspuceslist>
          <li id="uid78">
            <p noindent="true">Title: EXascale Algorithms and Advanced Computational Techniques</p>
          </li>
          <li id="uid79">
            <p noindent="true">Programm: FP7</p>
          </li>
          <li id="uid80">
            <p noindent="true">Duration: September 2013 - August 2016</p>
          </li>
          <li id="uid81">
            <p noindent="true">Coordinator: S. Ashby, IMEC, Belgium</p>
          </li>
          <li id="uid82">
            <p noindent="true">Partners:</p>
            <sanspuceslist>
              <li id="uid83">
                <p noindent="true">Fraunhofer-Gesellschaft Zur Foerderung Der Angewandten Forschung E.V (Germany)</p>
              </li>
              <li id="uid84">
                <p noindent="true">Interuniversitair Micro-Electronica Centrum Vzw (Belgium)</p>
              </li>
              <li id="uid85">
                <p noindent="true">Intel Corporations (France)</p>
              </li>
              <li id="uid86">
                <p noindent="true">Numerical Algorithms Group Ltd (United Kingdom)</p>
              </li>
              <li id="uid87">
                <p noindent="true">Systems Solutions for Research (Germany)</p>
              </li>
              <li id="uid88">
                <p noindent="true">Universiteit Antwerpen (Belgium)</p>
              </li>
              <li id="uid89">
                <p noindent="true">Universita della Svizzera italiana (Switzerland)</p>
              </li>
              <li id="uid90">
                <p noindent="true">Universite de Versailles Saint-Quentin-En-Yvelines. (France)</p>
              </li>
              <li id="uid91">
                <p noindent="true">Vysoka Skola Banska - Technicka Univerzita Ostrava (Czech Republic)</p>
              </li>
            </sanspuceslist>
          </li>
          <li id="uid92">
            <p noindent="true">Inria contact: Luc Giraud</p>
          </li>
          <li id="uid93">
            <p noindent="true">Abstract:
Numerical simulation is a crucial part of science and industry in Europe. The advancement of simulation as a discipline relies on increasingly compute intensive models that require more computational resources to run. This is the driver for the evolution to exascale. Due to limits in the increase in single processor performance, exascale machines will rely on massive parallelism on and off chip, with a complex hierarchy of resources. The large number of components and the machine complexity introduce severe problems for reliability and programmability. The former of these will require novel fault-aware algorithms and support software. In addition, the scale of the numerical models exacerbates the difficulties by making the use of more complex simulation algorithms necessary, for numerical stability reasons. A key example of this is increased reliance on solvers. Such solvers require global communication, which impacts scalability, and are often used with preconditioners, increasing complexity again. Unless there is a major rethink of the design of solver algorithms, their components and software structure, a large class of important numerical simulations will not scale beyond petascale. This in turn will hold back the development of European science and industry which will fail to reap the benefits from exascale.
The EXA2CT project brings together experts at the cutting edge of the development of solvers, related algorithmic techniques, and HPC software architects for programming models and communication. It will take a revolutionary approach to exascale solvers and programming models, rather than the incremental approach of other projects. We will produce modular open source proto-applications that demonstrate the algorithms and programming techniques developed in the project, to help boot-strap the creation of genuine exascale codes.</p>
          </li>
        </sanspuceslist>
      </subsection>
      <subsection id="uid94" level="2">
        <bodyTitle>FP7 &amp; H2020 Projects: EOCOE project</bodyTitle>
        <participants>
          <person key="sage-2014-idp61408">
            <firstname>Jocelyne</firstname>
            <lastname>Erhel</lastname>
          </person>
        </participants>
        <sanspuceslist>
          <li id="uid95">
            <p noindent="true">Program: EINFRA-5-2015</p>
          </li>
          <li id="uid96">
            <p noindent="true">Project acronym: EoCoE</p>
          </li>
          <li id="uid97">
            <p noindent="true">Project title: Energy oriented Center of Excellence for computer applications</p>
          </li>
          <li id="uid98">
            <p noindent="true">Duration: 36 months</p>
          </li>
          <li id="uid99">
            <p noindent="true">Coordinator: CEA</p>
          </li>
          <li id="uid100">
            <p noindent="true">Other partners: organisme, labo (pays) : 12 other partners</p>
          </li>
          <li id="uid101">
            <p noindent="true">Abstract: the EoCoE objectives aims at firstly, to design, test and spread new methodological and organisational paradigms (Objectives 1, 3, and 4) driven by the users communities and, secondly, to contribute to mathematical and computer sciences challenges on the whole HPC tool chain (Objective 2).</p>
          </li>
        </sanspuceslist>
      </subsection>
    </subsection>
    <subsection id="uid102" level="1">
      <bodyTitle>International Initiatives</bodyTitle>
      <subsection id="uid103" level="2">
        <bodyTitle>Inria International Labs: LIRIMA Afrique, EPIC team (Tunisia)</bodyTitle>
        <participants>
          <person key="sage-2014-idp62888">
            <firstname>Édouard</firstname>
            <lastname>Canot</lastname>
          </person>
          <person key="sage-2014-idp61408">
            <firstname>Jocelyne</firstname>
            <lastname>Erhel</lastname>
          </person>
        </participants>
        <sanspuceslist>
          <li id="uid104">
            <p noindent="true">Program: Laboratoire International de Recherche en Informatique et Mathématiques Appliquées</p>
          </li>
          <li id="uid105">
            <p noindent="true">Title: Problèmes Inverses et Contrôle</p>
          </li>
          <li id="uid106">
            <p noindent="true">Inria principal investigator: Houssem Haddar, Defi team</p>
          </li>
          <li id="uid107">
            <p noindent="true">International Partner (Institution - Laboratory - Researcher):
ENIT, University of Tunis, Tunisia - LAMSIN - Amel ben Abda</p>
          </li>
          <li id="uid108">
            <p noindent="true">Duration: 2011-2015</p>
          </li>
          <li id="uid109">
            <p noindent="true">See also: <ref xlink:href="http://www.lirima.uninet.cm/index.php/recherche/equipes-de-recherche/epic" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://<allowbreak/>www.<allowbreak/>lirima.<allowbreak/>uninet.<allowbreak/>cm/<allowbreak/>index.<allowbreak/>php/<allowbreak/>recherche/<allowbreak/>equipes-de-recherche/<allowbreak/>epic</ref></p>
          </li>
          <li id="uid110">
            <p noindent="true">Abstract: The team deals with nonlinear and inverse problems.</p>
          </li>
        </sanspuceslist>
      </subsection>
      <subsection id="uid111" level="2">
        <bodyTitle>International Program ECOS Sud (Chili): ARPHYMAT project</bodyTitle>
        <participants>
          <person key="sage-2014-idp62888">
            <firstname>Édouard</firstname>
            <lastname>Canot</lastname>
          </person>
        </participants>
        <sanspuceslist>
          <li id="uid112">
            <p noindent="true">Program: CONICYT</p>
          </li>
          <li id="uid113">
            <p noindent="true">Title: Processus de formation et transformation de structures de combustion archéologique : un regard interdisciplinaire</p>
          </li>
          <li id="uid114">
            <p noindent="true">Inria principal investigator: Édouard CANOT</p>
          </li>
          <li id="uid115">
            <p noindent="true">International Partner (Institution - Laboratory - Researcher): Universidad de Tarapaca (Chili)</p>
          </li>
          <li id="uid116">
            <p noindent="true">Duration: Jan 2014 - Dec 2016</p>
          </li>
          <li id="uid117">
            <p noindent="true">Abstract: Multidisciplinary study of prehistoric fire traces in South America, by means of different approaches: taphonomy of the soil, physical
processes involved during the heat transfer, modeling and numerical simulations.</p>
          </li>
        </sanspuceslist>
      </subsection>
      <subsection id="uid118" level="2">
        <bodyTitle>Inria Euromediterranean: HYDRINV project</bodyTitle>
        <participants>
          <person key="sage-2014-idp62888">
            <firstname>Édouard</firstname>
            <lastname>Canot</lastname>
          </person>
          <person key="sage-2014-idp61408">
            <firstname>Jocelyne</firstname>
            <lastname>Erhel</lastname>
          </person>
        </participants>
        <sanspuceslist>
          <li id="uid119">
            <p noindent="true">Program: <ref xlink:href="http://www.inria.fr/en/institute/international-relations/international-calls-for-projects/euromediterranean-3-3" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">Euromediterranean 3+3</ref></p>
          </li>
          <li id="uid120">
            <p noindent="true">Title: Direct and inverse problems in subsurface flow and transport</p>
          </li>
          <li id="uid121">
            <p noindent="true">Coordination: H. ben Ameur, ENIT, Tunisia and J. Jaffré, Inria, Paris</p>
          </li>
          <li id="uid122">
            <p noindent="true">Inria-Rennes principal investigator: Jocelyne Erhel</p>
          </li>
          <li id="uid123">
            <p noindent="true">Duration: Jan 2012 - Dec 2015</p>
          </li>
          <li id="uid124">
            <p noindent="true">International Partners (Institution - Laboratory - Researcher):</p>
            <sanspuceslist>
              <li id="uid125">
                <p noindent="true">Université Ibn Tofail - Faculté des Sciences de Kénitra (Morocco)
- Laboratoire Interdisciplinaire en Ressources Naturelles et en Environnement - Zoubida Mghazli</p>
              </li>
              <li id="uid126">
                <p noindent="true">Ecole Nationale d'Ingénieurs de Tunis (Tunisia)
- Laboratoire de Modélisation en Hydraulique et Environnement - Rachida Bouhlila</p>
              </li>
              <li id="uid127">
                <p noindent="true">Universidad de Sevilla (Spain)
- Department Ecuaciones Diferenciales y Anålisis Numérico - Tomas Chacon Rebollo</p>
              </li>
              <li id="uid128">
                <p noindent="true">Universitat Politècnica de Catalunya (Spain)
- Department of Geotechnical Engineering and Geo-Sciences - Xavier Sànchez Vila</p>
              </li>
              <li id="uid129">
                <p noindent="true">University Centre of KHEMIS MILIANA (Algeria)
- Laboratoire de l'Energie et des Systèmes Intelligents - Mohammed Hachama</p>
              </li>
              <li id="uid130">
                <p noindent="true">Ecole Mohammadia d'Ingénieurs (Morocco)
- LERMA - Rajae Aboulaich</p>
              </li>
              <li id="uid131">
                <p noindent="true">Ecole Nationale d'Ingénieurs de Tunis (Tunisia)
- Laboratoire de Modélisation Mathématique et Numérique dans les Sciences de l'Ingénieur - Hend Ben Ameur</p>
              </li>
            </sanspuceslist>
          </li>
          <li id="uid132">
            <p noindent="true">The management of water resources is a problem of great importance in all countries, and is particularly acute around the Mediterranean sea. The goal is to find a reasonable balance between these resources and demand while preserving the quality of water. Towards this goal it is essential to understand and simulate flow and transport in the subsurface. The science corresponding to this topic is hydrogeology. Since models become more and more complicated and quantitative answers must be given, numerical modeling become more and more sophisticated and mathematicians must also be involved. This project brings together hydrogeologists and mathematicians from France, Spain, Algeria, Morocco and Tunisia in order to develop, analyze, and validate numerical methods for several problems arising from modeling flow and transport in the subsurface. The emphasis is put on direct nonlinear problems (air-water flow, density driven flow related to salinization, transport with chemistry) and on inverse problems.</p>
          </li>
        </sanspuceslist>
      </subsection>
    </subsection>
    <subsection id="uid133" level="1">
      <bodyTitle>International Research Visitors</bodyTitle>
      <subsection id="uid134" level="2">
        <bodyTitle>Visits of International Scientists</bodyTitle>
        <simplelist>
          <li id="uid135">
            <p noindent="true">Nabil Nassif, American University of Beirut, Lebanon, April, 1 week</p>
          </li>
          <li id="uid136">
            <p noindent="true">Lamia Guellouz, ENIT, Tunisia, May, 1 week</p>
          </li>
        </simplelist>
      </subsection>
      <subsection id="uid137" level="2">
        <bodyTitle>Internships (Joint supervision of Ph-D students)</bodyTitle>
        <simplelist>
          <li id="uid138">
            <p noindent="true">Marwen ben Refifa, University of Tunis, 5 months, April-July 2015</p>
          </li>
          <li id="uid139">
            <p noindent="true">Salwa Mansour, Lebanese University, 8 months, Feb-Sep 2015</p>
          </li>
        </simplelist>
      </subsection>
      <subsection id="uid140" level="2">
        <bodyTitle>Visits to International Teams</bodyTitle>
        <simplelist>
          <li id="uid141">
            <p noindent="true">Lionel Lenôtre visited Pr. Dr. Sylvie Roelly and her students at Potsdam University, Potsdam, Germany, one week, December 2015.</p>
          </li>
        </simplelist>
      </subsection>
    </subsection>
  </partenariat>
  <diffusion id="uid142">
    <bodyTitle>Dissemination</bodyTitle>
    <subsection id="uid143" level="1">
      <bodyTitle>Promoting Scientific Activities</bodyTitle>
      <subsection id="uid144" level="2">
        <bodyTitle>Scientific events organization</bodyTitle>
        <simplelist>
          <li id="uid145">
            <p noindent="true">J. Erhel organized with T. Faney and A. Michel, from IFPEN, an international MoMaS workshop on reactive transport (Paris, France, November 2015).</p>
          </li>
        </simplelist>
      </subsection>
      <subsection id="uid146" level="2">
        <bodyTitle>Scientific events selection</bodyTitle>
        <simplelist>
          <li id="uid147">
            <p noindent="true">J. Erhel is a member of the international advisory committee of the parallel CFD conferences (Trondheim, Norway, May 2014).</p>
          </li>
          <li id="uid148">
            <p noindent="true">J. Erhel was a member of the scientific committee of the international conference MAMERN 2015 (Pau, France, June 2015).</p>
          </li>
          <li id="uid149">
            <p noindent="true">J. Erhel was a member of the program committee of the workshop Visualization in Environmental Sciences 2015 (co-event of EuroVis 2015, Cagliari, Italy, May 2015)</p>
          </li>
        </simplelist>
      </subsection>
      <subsection id="uid150" level="2">
        <bodyTitle>journals: editorial Boards</bodyTitle>
        <simplelist>
          <li id="uid151">
            <p noindent="true">J. Erhel is member of the editorial board of ETNA.</p>
          </li>
          <li id="uid152">
            <p noindent="true">J. Erhel is member of the editorial board of ESAIM:Proceedings and Surveys.</p>
          </li>
          <li id="uid153">
            <p noindent="true">J. Erhel is the scientific coordinator of the website Interstices (since June 2012).</p>
            <p noindent="true">See <ref xlink:href="https://www.interstices.info" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>www.<allowbreak/>interstices.<allowbreak/>info</ref>.</p>
          </li>
        </simplelist>
      </subsection>
      <subsection id="uid154" level="2">
        <bodyTitle>Journals: Reviewing</bodyTitle>
        <simplelist>
          <li id="uid155">
            <p noindent="true">J. Erhel was reviewer for the journals ADWR, CONHYD, GMDD, LAA.</p>
          </li>
          <li id="uid156">
            <p noindent="true">L. Lenôtre was reviewer for the journal ETNA.</p>
          </li>
          <li id="uid157">
            <p noindent="true">M. Oumouni was reviewer for the journal JOMP.</p>
          </li>
          <li id="uid158">
            <p noindent="true">G. Pichot was reviewer for the journal Computers&amp; Geosciences.</p>
          </li>
        </simplelist>
      </subsection>
      <subsection id="uid159" level="2">
        <bodyTitle>Review of proposals</bodyTitle>
        <simplelist>
          <li id="uid160">
            <p noindent="true">J. Erhel was reviewer for a proposal submitted to ICT15, Vienna Science and Technology fund.</p>
          </li>
        </simplelist>
      </subsection>
      <subsection id="uid161" level="2">
        <bodyTitle>Research administration</bodyTitle>
        <simplelist>
          <li id="uid162">
            <p noindent="true">É. Canot is member of the CLHSCT (Commité Local Hygiène Sécurité Conditions de Travail), of Inria-Rennes, from September 2010.</p>
          </li>
          <li id="uid163">
            <p noindent="true">J. Erhel is the correspondant of Maison de la Simulation for Inria Rennes.</p>
          </li>
          <li id="uid164">
            <p noindent="true">J. Erhel is the AMIES correspondant for Inria Rennes, from September 2015.</p>
          </li>
          <li id="uid165">
            <p noindent="true">J. Erhel was a member of the Inria local committee Post-Doc 2015.</p>
          </li>
          <li id="uid166">
            <p noindent="true">G. Pichot is responsible for the domain "environment" at IRISA, from June 2013 until August 2015.</p>
          </li>
          <li id="uid167">
            <p noindent="true">G. Pichot is member of the Conseil de département MAM of Polytech Lyon.</p>
          </li>
          <li id="uid168">
            <p noindent="true">G. Pichot was a member of the Inria local committee CORDI-S 2015.</p>
          </li>
        </simplelist>
      </subsection>
    </subsection>
    <subsection id="uid169" level="1">
      <bodyTitle>Teaching - Supervision - Juries</bodyTitle>
      <subsection id="uid170" level="2">
        <bodyTitle>Teaching</bodyTitle>
        <sanspuceslist>
          <li id="uid171">
            <p noindent="true">J. Erhel: Master M2; title: Cours de modélisation et calcul scientifique; 12 hours; INSA, Rennes, France.</p>
          </li>
          <li id="uid172">
            <p noindent="true">É. Canot: Master M2; title: TP de modélisation et calcul scientifique; 12 hours; INSA, Rennes, France.</p>
          </li>
        </sanspuceslist>
      </subsection>
      <subsection id="uid173" level="2">
        <bodyTitle>Supervision</bodyTitle>
        <sanspuceslist>
          <li id="uid174">
            <p noindent="true">PhD: L. Lenôtre, University of Rennes 1, November 2015, co-advisors A. Lejay (Inria Nancy) and G. Pichot,
with J. Erhel.</p>
          </li>
          <li id="uid175">
            <p noindent="true">PhD: S. Mansour, University of Rennes 1 with LIU and AUB (Beiruth, Lebanon), December 2015, co-advisors É. Canot, M. Muhieddine and N. Nassif.</p>
          </li>
          <li id="uid176">
            <p noindent="true">PhD in progress: B. Delfino, University of Rennes 1, November 2015, co-advisors J.-R. de Dreuzy and J. Erhel.</p>
          </li>
          <li id="uid177">
            <p noindent="true">PhD in progress: P.-M. Gibert, University of Lyon, October 2015, co-advisors D. Tromeur-Dervout and J. Erhel.</p>
          </li>
          <li id="uid178">
            <p noindent="true">PhD in progress: M. ben Refifa, University of Tunis, October 2013, advisors R. Bouhlila and É. Canot.</p>
          </li>
        </sanspuceslist>
      </subsection>
      <subsection id="uid179" level="2">
        <bodyTitle>Juries</bodyTitle>
        <simplelist>
          <li id="uid180">
            <p noindent="true">PhD: A. Abeduwia, University of Littoral Côte d'Opale (Calais), Mathematics, December 2015. Reviewer J. Erhel.</p>
          </li>
          <li id="uid181">
            <p noindent="true">PhD: C. Robinson, University of Rennes 1, Mathematics, December 2015. Committee member J. Erhel.</p>
          </li>
          <li id="uid182">
            <p noindent="true">HdR: A. Beaudoin, University of Poitiers, Geosciences, December 2015. Committee member J. Erhel.</p>
          </li>
        </simplelist>
      </subsection>
    </subsection>
    <subsection id="uid183" level="1">
      <bodyTitle>Popularization</bodyTitle>
      <simplelist>
        <li id="uid184">
          <p noindent="true">J. Erhel is co-author of two documents published in Intersitces, about modelling ice sheet evolution and
estimating the contribution of Antartica and Greenland to sea-level rise. <ref xlink:href="#sage-2015-bid19" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>, <ref xlink:href="#sage-2015-bid20" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        </li>
        <li id="uid185">
          <p noindent="true">J. Erhel was one of the coordinators of the Interstices publications devoted to climate change and COP21.
She is co-author of the quiz on this subject. <ref xlink:href="#sage-2015-bid21" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        </li>
        <li id="uid186">
          <p noindent="true">J. Erhel gave a talk at the show "solutions COP21", held in Grand Palais, Paris, December 2015.</p>
        </li>
        <li id="uid187">
          <p noindent="true">J. Erhel contributed to the new version of the spelling book for computer science (l'informatique de A à Z),
published in November 2015.
She was one of the coordinators of the project and she wrote several cards.</p>
        </li>
        <li id="uid188">
          <p noindent="true">J. Erhel gave a talk in 180 seconds entitled "Enjeux pour les Eaux souterraines: Energie et Environnement",
during the Inria scientific days, Nancy, June 2015.</p>
        </li>
        <li id="uid189">
          <p noindent="true">J. Erhel presented the challenges for groundwater at the meeting between Inria and Sénat, January 2015.</p>
        </li>
        <li id="uid190">
          <p noindent="true">L. Lenôtre gave a talk at "Lycée René Descartes de Rennes" on the diffusion phenomena and their underlying stochastic processes, February 2015.</p>
        </li>
        <li id="uid191">
          <p noindent="true">L. Lenôtre participated in the "Fête de la science de Rennes" at Inria stand.</p>
        </li>
      </simplelist>
    </subsection>
  </diffusion>
  <biblio id="bibliography" html="bibliography" numero="10" titre="Bibliography">
    
    <biblStruct id="sage-2015-bid24" type="article" rend="refer" n="refercite:burr98a">
      <analytic>
        <title level="a">On the performance of various adaptive preconditioned GMRES</title>
        <author>
          <persName>
            <foreName>K.</foreName>
            <surname>Burrage</surname>
            <initial>K.</initial>
          </persName>
          <persName key="sage-2014-idp61408">
            <foreName>Jocelyne</foreName>
            <surname>Erhel</surname>
            <initial>J.</initial>
          </persName>
        </author>
      </analytic>
      <monogr>
        <title level="j">Numerical Linear Algebra with Applications</title>
        <imprint>
          <biblScope type="volume">5</biblScope>
          <dateStruct>
            <year>1998</year>
          </dateStruct>
          <biblScope type="pages">101-121</biblScope>
        </imprint>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid25" type="article" rend="refer" n="refercite:dieul10b">
      <analytic>
        <title level="a">Comparison of numerical methods for simulating strongly non-linear and heterogeneous reactive transport problems. The MoMaS benchmark case</title>
        <author>
          <persName>
            <foreName>Jérôme</foreName>
            <surname>Carrayrou</surname>
            <initial>J.</initial>
          </persName>
          <persName>
            <foreName>Joachim</foreName>
            <surname>Hoffmann</surname>
            <initial>J.</initial>
          </persName>
          <persName>
            <foreName>Peter</foreName>
            <surname>Knabner</surname>
            <initial>P.</initial>
          </persName>
          <persName>
            <foreName>Serge</foreName>
            <surname>Kräutle</surname>
            <initial>S.</initial>
          </persName>
          <persName>
            <foreName>Caroline</foreName>
            <surname>De Dieuleveult</surname>
            <initial>C.</initial>
          </persName>
          <persName key="sage-2014-idp61408">
            <foreName>Jocelyne</foreName>
            <surname>Erhel</surname>
            <initial>J.</initial>
          </persName>
          <persName>
            <foreName>Jan</foreName>
            <surname>Van der Lee</surname>
            <initial>J.</initial>
          </persName>
          <persName>
            <foreName>V.</foreName>
            <surname>Lagneau</surname>
            <initial>V.</initial>
          </persName>
          <persName>
            <foreName>K.U.</foreName>
            <surname>Mayer</surname>
            <initial>K.</initial>
          </persName>
          <persName>
            <foreName>K.T.B.</foreName>
            <surname>MacQuarrie</surname>
            <initial>K.</initial>
          </persName>
        </author>
      </analytic>
      <monogr>
        <title level="j">Computational Geosciences</title>
        <imprint>
          <biblScope type="volume">14</biblScope>
          <biblScope type="number">3</biblScope>
          <dateStruct>
            <year>2010</year>
          </dateStruct>
          <biblScope type="pages">483-502</biblScope>
        </imprint>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid26" type="article" rend="refer" n="refercite:char93b">
      <analytic>
        <title level="a">A Parallel Shooting Technique for Solving Dissipative ODE's, Part 1: Theoretical Analysis; Part 2: Numerical Implementation</title>
        <author>
          <persName key="ipso-2014-idm29120">
            <foreName>P.</foreName>
            <surname>Chartier</surname>
            <initial>P.</initial>
          </persName>
          <persName key="sage-2014-idp64128">
            <foreName>Bernard</foreName>
            <surname>Philippe</surname>
            <initial>B.</initial>
          </persName>
        </author>
      </analytic>
      <monogr>
        <title level="j">Computing</title>
        <imprint>
          <biblScope type="volume">51</biblScope>
          <biblScope type="number">3-4</biblScope>
          <dateStruct>
            <year>1993</year>
          </dateStruct>
          <biblScope type="pages">209-236</biblScope>
        </imprint>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid27" type="article" rend="refer" n="refercite:choq96a">
      <analytic>
        <title level="a">Newton-GMRES algorithm applied to compressible flows</title>
        <author>
          <persName>
            <foreName>R.</foreName>
            <surname>Choquet</surname>
            <initial>R.</initial>
          </persName>
          <persName key="sage-2014-idp61408">
            <foreName>Jocelyne</foreName>
            <surname>Erhel</surname>
            <initial>J.</initial>
          </persName>
        </author>
      </analytic>
      <monogr>
        <title level="j">International Journal for Numerical Methods in Fluids</title>
        <imprint>
          <biblScope type="volume">23</biblScope>
          <dateStruct>
            <year>1996</year>
          </dateStruct>
          <biblScope type="pages">177-190</biblScope>
        </imprint>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid28" type="article" rend="refer" n="refercite:Crou94a">
      <analytic>
        <title level="a">The Davidson Method</title>
        <author>
          <persName>
            <foreName>M.</foreName>
            <surname>Crouzeix</surname>
            <initial>M.</initial>
          </persName>
          <persName key="sage-2014-idp64128">
            <foreName>Bernard</foreName>
            <surname>Philippe</surname>
            <initial>B.</initial>
          </persName>
          <persName>
            <foreName>M.</foreName>
            <surname>Sadkane</surname>
            <initial>M.</initial>
          </persName>
        </author>
      </analytic>
      <monogr>
        <title level="j">SIAM, Journal on Scientific and Statistical Computing</title>
        <imprint>
          <biblScope type="volume">15:1</biblScope>
          <dateStruct>
            <year>1994</year>
          </dateStruct>
          <biblScope type="pages">62-76</biblScope>
        </imprint>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid30" type="article" rend="refer" n="refercite:erhe00a">
      <analytic>
        <title level="a">Algorithme parallèle pour le calcul d'orbites : Parallélisation à travers le temps</title>
        <author>
          <persName key="sage-2014-idp61408">
            <foreName>Jocelyne</foreName>
            <surname>Erhel</surname>
            <initial>J.</initial>
          </persName>
          <persName>
            <foreName>S.</foreName>
            <surname>Rault</surname>
            <initial>S.</initial>
          </persName>
        </author>
      </analytic>
      <monogr>
        <title level="j">Technique et science informatiques</title>
        <imprint>
          <biblScope type="volume">19</biblScope>
          <biblScope type="number">5</biblScope>
          <dateStruct>
            <year>2000</year>
          </dateStruct>
        </imprint>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid31" type="article" rend="refer" n="refercite:hote02b">
      <analytic>
        <title level="a">Numerical Reliability for Mixed Methods Applied to Flow Problems in Porous Media</title>
        <author>
          <persName>
            <foreName>H.</foreName>
            <surname>Hoteit</surname>
            <initial>H.</initial>
          </persName>
          <persName key="sage-2014-idp61408">
            <foreName>Jocelyne</foreName>
            <surname>Erhel</surname>
            <initial>J.</initial>
          </persName>
          <persName>
            <foreName>R.</foreName>
            <surname>Mosé</surname>
            <initial>R.</initial>
          </persName>
          <persName key="sage-2014-idp64128">
            <foreName>Bernard</foreName>
            <surname>Philippe</surname>
            <initial>B.</initial>
          </persName>
          <persName>
            <foreName>P.</foreName>
            <surname>Ackerer</surname>
            <initial>P.</initial>
          </persName>
        </author>
      </analytic>
      <monogr>
        <title level="j">Computational Geosciences</title>
        <imprint>
          <biblScope type="volume">6</biblScope>
          <dateStruct>
            <year>2002</year>
          </dateStruct>
          <biblScope type="pages">161-194</biblScope>
        </imprint>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid32" type="article" rend="refer" n="refercite:muhi11a">
      <identifiant type="doi" value="10.1002/nme.3022"/>
      <analytic>
        <title level="a">Coupling heat conduction and water-steam flow in a saturated porous medium</title>
        <author>
          <persName>
            <foreName>Mohamad</foreName>
            <surname>Muhieddine</surname>
            <initial>M.</initial>
          </persName>
          <persName key="sage-2014-idp62888">
            <foreName>Édouard</foreName>
            <surname>Canot</surname>
            <initial>É.</initial>
          </persName>
          <persName>
            <foreName>Ramiro</foreName>
            <surname>March</surname>
            <initial>R.</initial>
          </persName>
          <persName>
            <foreName>Renaud</foreName>
            <surname>Delannay</surname>
            <initial>R.</initial>
          </persName>
        </author>
      </analytic>
      <monogr x-editorial-board="yes" x-international-audience="yes">
        <title level="j">International Journal for Numerical Methods in Engineering</title>
        <imprint>
          <biblScope type="volume">85</biblScope>
          <biblScope type="number">11</biblScope>
          <dateStruct>
            <year>2011</year>
          </dateStruct>
          <biblScope type="pages">1390-1414</biblScope>
        </imprint>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid33" type="article" rend="refer" n="refercite:erhe00b">
      <analytic>
        <title level="a">A deflated version of the Conjugate Gradient Algorithm</title>
        <author>
          <persName>
            <foreName>Y.</foreName>
            <surname>Saad</surname>
            <initial>Y.</initial>
          </persName>
          <persName key="titane-2015-idp87544">
            <foreName>M.</foreName>
            <surname>Yeung</surname>
            <initial>M.</initial>
          </persName>
          <persName key="sage-2014-idp61408">
            <foreName>Jocelyne</foreName>
            <surname>Erhel</surname>
            <initial>J.</initial>
          </persName>
          <persName>
            <foreName>F.</foreName>
            <surname>Guyomarc'h</surname>
            <initial>F.</initial>
          </persName>
        </author>
      </analytic>
      <monogr>
        <title level="j">SIAM Journal on Scientific Computing</title>
        <imprint>
          <biblScope type="volume">21</biblScope>
          <biblScope type="number">5</biblScope>
          <dateStruct>
            <year>2000</year>
          </dateStruct>
          <biblScope type="pages">1909-1926</biblScope>
        </imprint>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid29" type="article" rend="refer" n="refercite:erhe07a">
      <analytic>
        <title level="a">Asymptotic dispersion in 2D heterogeneous porous media determined by parallel numerical simulations</title>
        <author>
          <persName>
            <foreName>Jean-Raynald</foreName>
            <surname>De Dreuzy</surname>
            <initial>J.-R.</initial>
          </persName>
          <persName>
            <foreName>Anthony</foreName>
            <surname>Beaudoin</surname>
            <initial>A.</initial>
          </persName>
          <persName key="sage-2014-idp61408">
            <foreName>Jocelyne</foreName>
            <surname>Erhel</surname>
            <initial>J.</initial>
          </persName>
        </author>
      </analytic>
      <monogr>
        <title level="j">Water Resource Research</title>
        <imprint>
          <biblScope type="volume">43</biblScope>
          <biblScope type="number">W10439, doi:10.1029/2006WR005394</biblScope>
          <dateStruct>
            <year>2007</year>
          </dateStruct>
        </imprint>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid0" type="book" rend="year" n="cite:nassif:hal-01196689">
      <identifiant type="hal" value="hal-01196689"/>
      <monogr x-scientific-popularization="no" x-international-audience="yes">
        <title level="m">introduction to computational linear algebra</title>
        <author>
          <persName>
            <foreName>Nabil</foreName>
            <surname>Nassif</surname>
            <initial>N.</initial>
          </persName>
          <persName key="sage-2014-idp61408">
            <foreName>Jocelyne</foreName>
            <surname>Erhel</surname>
            <initial>J.</initial>
          </persName>
          <persName key="sage-2014-idp64128">
            <foreName>Bernard</foreName>
            <surname>Philippe</surname>
            <initial>B.</initial>
          </persName>
        </author>
        <imprint>
          <publisher>
            <orgName>taylor and francis group</orgName>
          </publisher>
          <dateStruct>
            <year>2015</year>
          </dateStruct>
          <ref xlink:href="https://hal.inria.fr/hal-01196689" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>hal-01196689</ref>
        </imprint>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid23" type="book" rend="year" n="cite:philippe:hal-01257695">
      <identifiant type="doi" value="10.1007/978-94-017-7188-7"/>
      <identifiant type="hal" value="hal-01257695"/>
      <monogr x-scientific-popularization="no" x-international-audience="yes">
        <title level="m">Parallelism in Matrix Computations</title>
        <author>
          <persName key="sage-2014-idp64128">
            <foreName>Bernard</foreName>
            <surname>Philippe</surname>
            <initial>B.</initial>
          </persName>
          <persName>
            <foreName>Ahmed</foreName>
            <surname>Sameh</surname>
            <initial>A.</initial>
          </persName>
          <persName>
            <foreName>Efstratios</foreName>
            <surname>Gallopoulos</surname>
            <initial>E.</initial>
          </persName>
        </author>
        <imprint>
          <publisher>
            <orgName>springer</orgName>
          </publisher>
          <dateStruct>
            <year>2016</year>
          </dateStruct>
          <ref xlink:href="https://hal.inria.fr/hal-01257695" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>hal-01257695</ref>
        </imprint>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid22" type="phdthesis" rend="year" n="cite:lenotre:tel-01247310">
      <identifiant type="hal" value="tel-01247310"/>
      <monogr>
        <title level="m">Study and Simulation of Skew Diffusion Processes</title>
        <author>
          <persName key="sage-2014-idp73184">
            <foreName>Lionel</foreName>
            <surname>Lenôtre</surname>
            <initial>L.</initial>
          </persName>
        </author>
        <imprint>
          <publisher>
            <orgName type="school">Université Rennes 1</orgName>
          </publisher>
          <dateStruct>
            <month>November</month>
            <year>2015</year>
          </dateStruct>
          <ref xlink:href="https://hal.inria.fr/tel-01247310" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>tel-01247310</ref>
        </imprint>
      </monogr>
      <note type="typdoc">Theses</note>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid2" type="article" rend="year" n="cite:bachoc:hal-01058939">
      <identifiant type="doi" value="10.1051/proc/201448013"/>
      <identifiant type="hal" value="hal-01058939"/>
      <analytic>
        <title level="a">Hastings-Metropolis algorithm on Markov chains for small-probability estimation</title>
        <author>
          <persName>
            <foreName>François</foreName>
            <surname>Bachoc</surname>
            <initial>F.</initial>
          </persName>
          <persName>
            <foreName>Achref</foreName>
            <surname>Bachouch</surname>
            <initial>A.</initial>
          </persName>
          <persName key="sage-2014-idp73184">
            <foreName>Lionel</foreName>
            <surname>Lenôtre</surname>
            <initial>L.</initial>
          </persName>
        </author>
      </analytic>
      <monogr x-scientific-popularization="no" x-editorial-board="yes" x-international-audience="yes" id="rid00494">
        <idno type="issn">1270-900X</idno>
        <title level="j">ESAIM: Proceedings</title>
        <imprint>
          <biblScope type="volume">48</biblScope>
          <dateStruct>
            <month>January</month>
            <year>2015</year>
          </dateStruct>
          <biblScope type="pages">33</biblScope>
          <ref xlink:href="https://hal.inria.fr/hal-01058939" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>hal-01058939</ref>
        </imprint>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid4" type="article" rend="year" n="cite:canot:hal-01245690">
      <identifiant type="hal" value="hal-01245690"/>
      <analytic>
        <title level="a">Effective thermal conductivity of a wet porous medium – Presence of hysteresis when modeling the spatial water distribution for the pendular regimé</title>
        <author>
          <persName key="sage-2014-idp62888">
            <foreName>Edouard</foreName>
            <surname>Canot</surname>
            <initial>E.</initial>
          </persName>
          <persName>
            <foreName>Renaud</foreName>
            <surname>Delannay</surname>
            <initial>R.</initial>
          </persName>
          <persName key="sage-2014-idp74440">
            <foreName>Salwa</foreName>
            <surname>Mansour</surname>
            <initial>S.</initial>
          </persName>
          <persName>
            <foreName>Mohamad</foreName>
            <surname>Muhieddine</surname>
            <initial>M.</initial>
          </persName>
          <persName>
            <foreName>Ramiro</foreName>
            <surname>March</surname>
            <initial>R.</initial>
          </persName>
        </author>
      </analytic>
      <monogr x-scientific-popularization="no" x-editorial-board="yes" x-international-audience="yes" id="rid02948">
        <idno type="issn">0022-1481</idno>
        <title level="j">ASME, Journal of Heat Transfert,</title>
        <imprint>
          <dateStruct>
            <year>2015</year>
          </dateStruct>
          <ref xlink:href="https://hal.inria.fr/hal-01245690" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>hal-01245690</ref>
        </imprint>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid21" type="article" rend="year" n="cite:erhel:hal-01247312">
      <identifiant type="hal" value="hal-01247312"/>
      <analytic>
        <title level="a">10 questions à propos de la COP21</title>
        <author>
          <persName key="sage-2014-idp61408">
            <foreName>Jocelyne</foreName>
            <surname>Erhel</surname>
            <initial>J.</initial>
          </persName>
          <persName>
            <foreName>Christine</foreName>
            <surname>Leininger</surname>
            <initial>C.</initial>
          </persName>
          <persName key="moise-2014-idp92432">
            <foreName>Antoine</foreName>
            <surname>Rousseau</surname>
            <initial>A.</initial>
          </persName>
        </author>
      </analytic>
      <monogr x-scientific-popularization="yes" x-editorial-board="yes" x-international-audience="yes" id="rid01010">
        <title level="j">Interstices</title>
        <imprint>
          <dateStruct>
            <year>2015</year>
          </dateStruct>
          <ref xlink:href="https://hal.inria.fr/hal-01247312" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>hal-01247312</ref>
        </imprint>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid14" type="article" rend="year" n="cite:erhel:hal-01199183">
      <identifiant type="hal" value="hal-01199183"/>
      <analytic>
        <title level="a">An adaptive sparse grid method for elliptic PDE with stochastic coefficients</title>
        <author>
          <persName key="sage-2014-idp61408">
            <foreName>Jocelyne</foreName>
            <surname>Erhel</surname>
            <initial>J.</initial>
          </persName>
          <persName>
            <foreName>Zoubida</foreName>
            <surname>Mghazli</surname>
            <initial>Z.</initial>
          </persName>
          <persName key="sage-2014-idp69368">
            <foreName>Mestapha</foreName>
            <surname>Oumouni</surname>
            <initial>M.</initial>
          </persName>
        </author>
      </analytic>
      <monogr x-scientific-popularization="no" x-editorial-board="yes" x-international-audience="yes" id="rid00397">
        <idno type="issn">0045-7825</idno>
        <title level="j">Computer Methods in Applied Mechanics and Engineering</title>
        <imprint>
          <dateStruct>
            <year>2015</year>
          </dateStruct>
          <biblScope type="pages">27</biblScope>
          <ref xlink:href="https://hal.inria.fr/hal-01199183" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>hal-01199183</ref>
        </imprint>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid6" type="article" rend="year" n="cite:mansour:hal-01096787">
      <identifiant type="hal" value="hal-01096787"/>
      <analytic>
        <title level="a">Identification of the Thermophysical Properties of the Soil by Inverse Problem</title>
        <author>
          <persName key="sage-2014-idp74440">
            <foreName>Salwa</foreName>
            <surname>Mansour</surname>
            <initial>S.</initial>
          </persName>
          <persName key="sage-2014-idp62888">
            <foreName>Édouard</foreName>
            <surname>Canot</surname>
            <initial>É.</initial>
          </persName>
          <persName>
            <foreName>Mohamad</foreName>
            <surname>Muhieddine</surname>
            <initial>M.</initial>
          </persName>
        </author>
      </analytic>
      <monogr x-scientific-popularization="no" x-editorial-board="yes" x-international-audience="yes" id="rid02948">
        <idno type="issn">0022-1481</idno>
        <title level="j">ASME, Journal of Heat Transfert,</title>
        <imprint>
          <dateStruct>
            <year>2015</year>
          </dateStruct>
          <biblScope type="pages">9</biblScope>
          <ref xlink:href="https://hal.inria.fr/hal-01096787" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>hal-01096787</ref>
        </imprint>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid20" type="article" rend="year" n="cite:nodet:hal-01247302">
      <identifiant type="hal" value="hal-01247302"/>
      <analytic>
        <title level="a">Des outils mathématiques pour prévoir la fonte des calottes polaires</title>
        <author>
          <persName key="moise-2014-idp72728">
            <foreName>Maëlle</foreName>
            <surname>Nodet</surname>
            <initial>M.</initial>
          </persName>
          <persName key="sage-2014-idp61408">
            <foreName>Jocelyne</foreName>
            <surname>Erhel</surname>
            <initial>J.</initial>
          </persName>
        </author>
      </analytic>
      <monogr x-scientific-popularization="yes" x-editorial-board="yes" x-international-audience="yes" id="rid01010">
        <title level="j">Interstices</title>
        <imprint>
          <dateStruct>
            <year>2015</year>
          </dateStruct>
          <ref xlink:href="https://hal.inria.fr/hal-01247302" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>hal-01247302</ref>
        </imprint>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid19" type="article" rend="year" n="cite:nodet:hal-01247299">
      <identifiant type="hal" value="hal-01247299"/>
      <analytic>
        <title level="a">Modéliser et simuler la fonte des calottes polaires</title>
        <author>
          <persName key="moise-2014-idp72728">
            <foreName>Maëlle</foreName>
            <surname>Nodet</surname>
            <initial>M.</initial>
          </persName>
          <persName key="sage-2014-idp61408">
            <foreName>Jocelyne</foreName>
            <surname>Erhel</surname>
            <initial>J.</initial>
          </persName>
        </author>
      </analytic>
      <monogr x-scientific-popularization="yes" x-editorial-board="yes" x-international-audience="yes" id="rid01010">
        <title level="j">Interstices</title>
        <imprint>
          <dateStruct>
            <year>2015</year>
          </dateStruct>
          <ref xlink:href="https://hal.inria.fr/hal-01247299" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>hal-01247299</ref>
        </imprint>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid5" type="inproceedings" rend="year" n="cite:canot:hal-01245726">
      <identifiant type="hal" value="hal-01245726"/>
      <analytic>
        <title level="a">Reorganization of liquid menisci between solid grains during evaporation/condensation of water in a wet porous medium</title>
        <author>
          <persName key="sage-2014-idp62888">
            <foreName>Edouard</foreName>
            <surname>Canot</surname>
            <initial>E.</initial>
          </persName>
          <persName>
            <foreName>Renaud</foreName>
            <surname>Delannay</surname>
            <initial>R.</initial>
          </persName>
          <persName key="sage-2014-idp74440">
            <foreName>Salwa</foreName>
            <surname>Mansour</surname>
            <initial>S.</initial>
          </persName>
        </author>
      </analytic>
      <monogr x-scientific-popularization="no" x-international-audience="yes" x-proceedings="no" x-invited-conference="no" x-editorial-board="yes">
        <title level="m">InterPore 7th Conference on Porous Media</title>
        <loc>Padua, Italy</loc>
        <imprint>
          <dateStruct>
            <month>May</month>
            <year>2015</year>
          </dateStruct>
          <ref xlink:href="https://hal.inria.fr/hal-01245726" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>hal-01245726</ref>
        </imprint>
        <meeting id="cid625090">
          <title>Conference on Porous Media</title>
          <num>7</num>
          <abbr type="sigle">InterPore</abbr>
        </meeting>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid18" type="inproceedings" rend="year" n="cite:dreuzy:insu-01241866">
      <identifiant type="hal" value="insu-01241866"/>
      <analytic>
        <title level="a">Power-averaging method to characterize and upscale permeability in DFNs</title>
        <author>
          <persName>
            <foreName>Jean-Raynald de</foreName>
            <surname>Dreuzy</surname>
            <initial>J.-R. d.</initial>
          </persName>
          <persName>
            <foreName>Julien</foreName>
            <surname>Maillot</surname>
            <initial>J.</initial>
          </persName>
          <persName>
            <foreName>Caroline</foreName>
            <surname>DARCEL</surname>
            <initial>C.</initial>
          </persName>
          <persName>
            <foreName>Philippe</foreName>
            <surname>Davy</surname>
            <initial>P.</initial>
          </persName>
          <persName>
            <foreName>Yves</foreName>
            <surname>Méheust</surname>
            <initial>Y.</initial>
          </persName>
          <persName key="sage-2014-idp65592">
            <foreName>Géraldine</foreName>
            <surname>Pichot</surname>
            <initial>G.</initial>
          </persName>
        </author>
      </analytic>
      <monogr x-scientific-popularization="no" x-international-audience="yes" x-proceedings="no" x-invited-conference="no" x-editorial-board="yes">
        <title level="m">AGU Fall Meeting 2015</title>
        <loc>San Francisco, United States</loc>
        <imprint>
          <publisher>
            <orgName type="organisation">American Geophysical Union</orgName>
          </publisher>
          <dateStruct>
            <month>December</month>
            <year>2015</year>
          </dateStruct>
          <biblScope type="pages">H53I-03</biblScope>
          <ref xlink:href="https://hal-insu.archives-ouvertes.fr/insu-01241866" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal-insu.<allowbreak/>archives-ouvertes.<allowbreak/>fr/<allowbreak/>insu-01241866</ref>
        </imprint>
        <meeting id="cid72526">
          <title>Fall Meeting of the American Geophysical Union</title>
          <num>2015</num>
          <abbr type="sigle">AGU</abbr>
        </meeting>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid16" type="inproceedings" rend="year" n="cite:erhel:hal-01197268">
      <identifiant type="hal" value="hal-01197268"/>
      <analytic>
        <title level="a">About some numerical models for geochemistry</title>
        <author>
          <persName key="sage-2014-idp61408">
            <foreName>Jocelyne</foreName>
            <surname>Erhel</surname>
            <initial>J.</initial>
          </persName>
          <persName>
            <foreName>Tangi</foreName>
            <surname>Migot</surname>
            <initial>T.</initial>
          </persName>
        </author>
      </analytic>
      <monogr x-scientific-popularization="no" x-international-audience="yes" x-proceedings="no" x-invited-conference="yes" x-editorial-board="yes">
        <title level="m">6th International Conference on High Performance Scientific Computing</title>
        <loc>Hanoi, Vietnam</loc>
        <imprint>
          <dateStruct>
            <year>2015</year>
          </dateStruct>
          <ref xlink:href="https://hal.inria.fr/hal-01197268" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>hal-01197268</ref>
        </imprint>
        <meeting id="cid625089">
          <title>International Conference on High Performance Scientific Computing</title>
          <num>6</num>
          <abbr type="sigle">HPSC</abbr>
        </meeting>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid17" type="inproceedings" rend="year" n="cite:erhel:hal-01247287">
      <identifiant type="hal" value="hal-01247287"/>
      <analytic>
        <title level="a">About some numerical models for geochemistry</title>
        <author>
          <persName key="sage-2014-idp61408">
            <foreName>Jocelyne</foreName>
            <surname>Erhel</surname>
            <initial>J.</initial>
          </persName>
          <persName>
            <foreName>Tangi</foreName>
            <surname>Migot</surname>
            <initial>T.</initial>
          </persName>
        </author>
      </analytic>
      <monogr x-scientific-popularization="no" x-international-audience="yes" x-proceedings="no" x-invited-conference="yes" x-editorial-board="yes">
        <title level="m">Workshop MoMaS on reactive transport</title>
        <loc>Paris, France</loc>
        <imprint>
          <dateStruct>
            <month>November</month>
            <year>2015</year>
          </dateStruct>
          <ref xlink:href="https://hal.inria.fr/hal-01247287" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>hal-01247287</ref>
        </imprint>
        <meeting id="cid625092">
          <title>Workshop MoMaS on reactive transport</title>
          <num>2015</num>
          <abbr type="sigle"/>
        </meeting>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid3" type="inproceedings" rend="year" n="cite:erhel:hal-01247286">
      <identifiant type="hal" value="hal-01247286"/>
      <analytic>
        <title level="a">Generation of a stationary Gaussian random field</title>
        <author>
          <persName key="sage-2014-idp61408">
            <foreName>Jocelyne</foreName>
            <surname>Erhel</surname>
            <initial>J.</initial>
          </persName>
          <persName key="sage-2014-idp69368">
            <foreName>Mestapha</foreName>
            <surname>Oumouni</surname>
            <initial>M.</initial>
          </persName>
          <persName key="sage-2014-idp65592">
            <foreName>Géraldine</foreName>
            <surname>Pichot</surname>
            <initial>G.</initial>
          </persName>
        </author>
      </analytic>
      <monogr x-scientific-popularization="no" x-international-audience="yes" x-proceedings="no" x-invited-conference="yes" x-editorial-board="yes">
        <title level="m">Momas workshop on multiphase flow</title>
        <loc>Nice, France</loc>
        <imprint>
          <dateStruct>
            <month>October</month>
            <year>2015</year>
          </dateStruct>
          <ref xlink:href="https://hal.inria.fr/hal-01247286" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>hal-01247286</ref>
        </imprint>
        <meeting id="cid625091">
          <title>Journées MOMAS Multiphasiques</title>
          <num>2015</num>
          <abbr type="sigle"/>
        </meeting>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid15" type="inproceedings" rend="year" n="cite:erhel:hal-01196695">
      <identifiant type="hal" value="hal-01196695"/>
      <analytic>
        <title level="a">A global reactive transport model applied to the MoMaS benchmark</title>
        <author>
          <persName key="sage-2014-idp61408">
            <foreName>Jocelyne</foreName>
            <surname>Erhel</surname>
            <initial>J.</initial>
          </persName>
          <persName>
            <foreName>Souhila</foreName>
            <surname>Sabit</surname>
            <initial>S.</initial>
          </persName>
        </author>
      </analytic>
      <monogr x-scientific-popularization="no" x-international-audience="yes" x-proceedings="yes" x-invited-conference="yes" x-editorial-board="yes">
        <editor role="editor">
          <persName>
            <foreName>B.</foreName>
            <surname>Amaziane</surname>
            <initial>B.</initial>
          </persName>
          <persName>
            <foreName>E.</foreName>
            <surname>Ahusborde</surname>
            <initial>E.</initial>
          </persName>
          <persName>
            <foreName>D.</foreName>
            <surname>Barrera</surname>
            <initial>D.</initial>
          </persName>
          <persName>
            <foreName>J.</foreName>
            <surname>Ibañez-Pérez</surname>
            <initial>J.</initial>
          </persName>
          <persName>
            <foreName>R.</foreName>
            <surname>Romero-Zaliz</surname>
            <initial>R.</initial>
          </persName>
          <persName>
            <foreName>D.</foreName>
            <surname>Sbibih</surname>
            <initial>D.</initial>
          </persName>
        </editor>
        <title level="m">MAMERN'15</title>
        <loc>Pau, France</loc>
        <title level="s">Proceedings of the 6th International Conference on Approximation Methods and Numerical Modelling in Environment and Natural Resources</title>
        <imprint>
          <publisher>
            <orgName>EUG</orgName>
          </publisher>
          <dateStruct>
            <month>June</month>
            <year>2015</year>
          </dateStruct>
          <biblScope type="pages">303-326</biblScope>
          <ref xlink:href="https://hal.inria.fr/hal-01196695" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>hal-01196695</ref>
        </imprint>
        <meeting id="cid111533">
          <title>International Conference on Approximation Methods and Numerical Modelling in Environment and Natural Resources</title>
          <num>6</num>
          <abbr type="sigle">MAMERN</abbr>
        </meeting>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid8" type="inproceedings" rend="year" n="cite:mansour:hal-01245719">
      <identifiant type="hal" value="hal-01245719"/>
      <analytic>
        <title level="a">Estimation of the Thermophysical Properties of the Soil by Inverse Problem, using Experimental Data during Liquid/Vapour Phase Change</title>
        <author>
          <persName key="sage-2014-idp74440">
            <foreName>S</foreName>
            <surname>Mansour</surname>
            <initial>S.</initial>
          </persName>
          <persName key="sage-2014-idp62888">
            <foreName>Édouard</foreName>
            <surname>Canot</surname>
            <initial>É.</initial>
          </persName>
          <persName>
            <foreName>M</foreName>
            <surname>Muhieddine</surname>
            <initial>M.</initial>
          </persName>
          <persName>
            <foreName>R</foreName>
            <surname>March</surname>
            <initial>R.</initial>
          </persName>
          <persName>
            <foreName>José Agustin</foreName>
            <surname>Cordero</surname>
            <initial>J. A.</initial>
          </persName>
        </author>
      </analytic>
      <monogr x-scientific-popularization="no" x-international-audience="yes" x-proceedings="no" x-invited-conference="no" x-editorial-board="yes">
        <title level="m">InterPore 7th Conference on Porous Media</title>
        <loc>Padua, Italy</loc>
        <imprint>
          <dateStruct>
            <month>May</month>
            <year>2015</year>
          </dateStruct>
          <ref xlink:href="https://hal.inria.fr/hal-01245719" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>hal-01245719</ref>
        </imprint>
        <meeting id="cid625090">
          <title>Conference on Porous Media</title>
          <num>7</num>
          <abbr type="sigle">InterPore</abbr>
        </meeting>
      </monogr>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid10" type="techreport" rend="year" n="cite:canot:hal-01245769">
      <identifiant type="hal" value="hal-01245769"/>
      <monogr>
        <title level="m">Le modèle EWGM : Implémentation numérique 1-D des variantes A et B</title>
        <author>
          <persName key="sage-2014-idp62888">
            <foreName>Édouard</foreName>
            <surname>Canot</surname>
            <initial>É.</initial>
          </persName>
        </author>
        <imprint>
          <publisher>
            <orgName type="institution">IRISA, Équipe SAGE</orgName>
          </publisher>
          <dateStruct>
            <year>2015</year>
          </dateStruct>
          <biblScope type="pages">11</biblScope>
          <ref xlink:href="https://hal.inria.fr/hal-01245769" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>hal-01245769</ref>
        </imprint>
      </monogr>
      <note type="typdoc">Technical Report</note>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid9" type="techreport" rend="year" n="cite:canot:hal-01245758">
      <identifiant type="hal" value="hal-01245758"/>
      <monogr>
        <title level="m">Evaporation/Condensation of water in a granular medium, restricted to the pendular regime: the EWGM model</title>
        <author>
          <persName key="sage-2014-idp62888">
            <foreName>Édouard</foreName>
            <surname>Canot</surname>
            <initial>É.</initial>
          </persName>
          <persName key="sage-2014-idp74440">
            <foreName>Salwa</foreName>
            <surname>Mansour</surname>
            <initial>S.</initial>
          </persName>
          <persName>
            <foreName>Renaud</foreName>
            <surname>Delannay</surname>
            <initial>R.</initial>
          </persName>
        </author>
        <imprint>
          <publisher>
            <orgName type="institution">IRISA, équipe SAGE</orgName>
          </publisher>
          <dateStruct>
            <year>2015</year>
          </dateStruct>
          <biblScope type="pages">18</biblScope>
          <ref xlink:href="https://hal.inria.fr/hal-01245758" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>hal-01245758</ref>
        </imprint>
      </monogr>
      <note type="typdoc">Research Report</note>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid7" type="techreport" rend="year" n="cite:mansour:hal-01147992">
      <identifiant type="hal" value="hal-01147992"/>
      <monogr>
        <title level="m">Estimation of the Thermophysical Properties of the Soil together with Sensors' Positions by Inverse Problem</title>
        <author>
          <persName key="sage-2014-idp74440">
            <foreName>Salwa</foreName>
            <surname>Mansour</surname>
            <initial>S.</initial>
          </persName>
          <persName key="sage-2014-idp62888">
            <foreName>Edouard</foreName>
            <surname>Canot</surname>
            <initial>E.</initial>
          </persName>
          <persName>
            <foreName>Renaud</foreName>
            <surname>Delannay</surname>
            <initial>R.</initial>
          </persName>
          <persName>
            <foreName>Ramiro J.</foreName>
            <surname>March</surname>
            <initial>R. J.</initial>
          </persName>
          <persName>
            <foreName>José Agustin</foreName>
            <surname>Cordero</surname>
            <initial>J. A.</initial>
          </persName>
          <persName>
            <foreName>Juan</foreName>
            <surname>Carlos Ferreri</surname>
            <initial>J.</initial>
          </persName>
        </author>
        <imprint>
          <publisher>
            <orgName type="institution">Inria Rennes, équipe SAGE ; Universite de Rennes 1 ; CNRS</orgName>
          </publisher>
          <dateStruct>
            <month>May</month>
            <year>2015</year>
          </dateStruct>
          <ref xlink:href="https://hal.inria.fr/hal-01147992" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>hal-01147992</ref>
        </imprint>
      </monogr>
      <note type="typdoc">Research Report</note>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid11" type="unpublished" rend="year" n="cite:lejay:hal-01194187">
      <identifiant type="hal" value="hal-01194187"/>
      <monogr>
        <title level="m">One-dimensional skew diffusions: explicit expressions of densities and resolvent kernels</title>
        <author>
          <persName key="tosca-2014-idp69352">
            <foreName>Antoine</foreName>
            <surname>Lejay</surname>
            <initial>A.</initial>
          </persName>
          <persName key="sage-2014-idp73184">
            <foreName>Lionel</foreName>
            <surname>Lenôtre</surname>
            <initial>L.</initial>
          </persName>
          <persName key="sage-2014-idp65592">
            <foreName>Géraldine</foreName>
            <surname>Pichot</surname>
            <initial>G.</initial>
          </persName>
        </author>
        <imprint>
          <dateStruct>
            <month>December</month>
            <year>2015</year>
          </dateStruct>
          <ref xlink:href="https://hal.inria.fr/hal-01194187" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>hal-01194187</ref>
        </imprint>
      </monogr>
      <note type="bnote">working paper or preprint</note>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid1" type="unpublished" rend="year" n="cite:lenotre:hal-01066410">
      <identifiant type="hal" value="hal-01066410"/>
      <monogr>
        <title level="m">A Strategy for Parallel Implementations of Stochastic Lagrangian Simulation</title>
        <author>
          <persName key="sage-2014-idp73184">
            <foreName>Lionel</foreName>
            <surname>Lenôtre</surname>
            <initial>L.</initial>
          </persName>
        </author>
        <imprint>
          <dateStruct>
            <month>November</month>
            <year>2015</year>
          </dateStruct>
          <ref xlink:href="https://hal.inria.fr/hal-01066410" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>hal-01066410</ref>
        </imprint>
      </monogr>
      <note type="bnote">working paper or preprint</note>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid13" type="unpublished" rend="year" n="cite:lenotre:hal-01212628">
      <identifiant type="hal" value="hal-01212628"/>
      <monogr>
        <title level="m">Some functionals of n-dimensional skew diffusions</title>
        <author>
          <persName key="sage-2014-idp73184">
            <foreName>Lionel</foreName>
            <surname>Lenôtre</surname>
            <initial>L.</initial>
          </persName>
        </author>
        <imprint>
          <dateStruct>
            <month>October</month>
            <year>2015</year>
          </dateStruct>
          <ref xlink:href="https://hal.inria.fr/hal-01212628" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>hal-01212628</ref>
        </imprint>
      </monogr>
      <note type="bnote">working paper or preprint</note>
    </biblStruct>
    
    <biblStruct id="sage-2015-bid12" type="unpublished" rend="year" n="cite:lenotre:hal-01206968">
      <identifiant type="hal" value="hal-01206968"/>
      <monogr>
        <title level="m">Two numerical schemes for the simulation of skew diffusions using their resolvent kernel</title>
        <author>
          <persName key="sage-2014-idp73184">
            <foreName>Lionel</foreName>
            <surname>Lenôtre</surname>
            <initial>L.</initial>
          </persName>
        </author>
        <imprint>
          <dateStruct>
            <month>October</month>
            <year>2015</year>
          </dateStruct>
          <ref xlink:href="https://hal.inria.fr/hal-01206968" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>hal.<allowbreak/>inria.<allowbreak/>fr/<allowbreak/>hal-01206968</ref>
        </imprint>
      </monogr>
      <note type="bnote">working paper or preprint</note>
    </biblStruct>
  </biblio>
</raweb>
