Adding the repository for GPC'2011 conference.

diff --git a/gpc2011/biblio.bib b/gpc2011/biblio.bib
new file mode 100644 (file)
index 0000000..3fc3e74
--- /dev/null
+++ b/gpc2011/biblio.bib
@@ -0,0 +1,390 @@
+@Article{OW85,
+       author =                         {D. P. O'Leary and R. E. White},
+       title =                          {Multi-splittings of matrices and parallel solution of linear systems},
+       journal =                {Journal on Algebraic and Discrete Mathematic},
+       year =                           {1985},
+       volume =         {6},
+       pages =                  {630-640},
+}
+
+@ARTICLE{Frommer1989,
+  author = {A. Frommer},
+  year = 1989,
+  title = {Parallel Nonlinear Multisplitting Methods},
+  journal = {Numerische Mathematik},
+  volume = 56,
+  pages = {269-282}
+}
+
+
+
+
+
+@Article{VBH96,
+  author =      {J.G. Verwer, J.G. Blom and W. Hundsdorfer},
+  title =       {An implicit-explicit approach for atmospheric transport-chemistry problems},
+  journal = {Applied Numerical Mathematics: Transactions of IMACS},
+  pages =       {191-209},
+  year =        {1996},
+  editor =      {},
+  volume =      {20},
+  number =      {1-2},
+}
+
+@book{Bertsekas89,
+   author    = {D. P. Bertsekas and J. N. Tsitsiklis},
+   title     = {Parallel and Distributed Computation: Numerical
+       Methods},
+   year      = {1989},
+   publisher = {Prentice Hall},
+   address   = {Englewood Cliffs NJ},
+   pages     = {715},
+  
+}
+
+
+@Article{dfv83,
+  author =      {E. W. Dijkstra and W. H. J. Feijen and A. J. M. VanGasteren},
+  title =       {Derivation of a termination detection algorithm for distributed computations},
+  journal =     {Information Processing Letters},
+  year =        {1983},
+  OPTkey =      {},
+  volume =      {16},
+  number =      {5},
+  pages =       {217-219},
+  OPTmonth =    {},
+  OPTnote =     {},
+  OPTannote =   {}
+}
+
+@Article{SuperCo05,
+  author =       {Bahi, J.M. and Contassot-Vivier, S. and Couturier, R.},
+  title =        {Performance comparison of parallel programming environments for implementing {AIAC} algorithms},
+  journal =      {Journal of Supercomputing. Special Issue on Performance Modelling and Evaluation of Parallel and Distributed Systems},
+  year =         {2006},
+  volume =    {35},
+  number =    {3},
+  pages =     {227-244},
+}
+
+
+@PhdThesis{pv2006,
+  author =      {Philippe Vuillemin},
+  title =       {Calcul itératif asynchrone sur infrastructure pair-à-pair : la plate-forme JaceP2P},
+  school =      {Université de Franche-Comté},
+  year =        {2006},
+  OPTkey =      {},
+  OPTtype =     {},
+  OPTaddress =          {},
+  OPTmonth =    {},
+  OPTnote =     {},
+  OPTannote =   {}
+}
+
+@Book{bookbcc,
+  author =      {J. M. Bahi and S. Contassot-Vivier and R. Couturier},
+  title =       {Parallel Iterative Algorithms; From Sequential to Grid Computing},
+  publisher =   {Chapman and Hall/CRC},
+  year =        {2007},
+}
+
+
+
+@Article{cfhl:00,
+  author =      {B. Carpenter and G. Fox and S. H. Ko and S. Lim},
+  title =       {Object serialization for marshaling data in a Java interface to MPI},
+  journal =     {Concurrency: Practice and Experience},
+  year =        {2000},
+  OPTkey =      {},
+  volume =      {12},
+  number =      {18},
+  pages =       {539-553},
+  OPTmonth =    {},
+  OPTnote =     {},
+  OPTannote =   {}
+}
+
+@InProceedings{bdm06:ip,
+      AUTHOR = {J. M. Bahi and S. Domas and K. Mazouzi},
+      TITLE = {More on JACE: New functionalities, New experiments},
+      YEAR = {2006},
+      MONTH = {April},
+      BOOKTITLE = {IPDPS 2006},
+      PAGES = {231--239},
+      PUBLISHER = {IEEE Computer Society Press}
+} 
+
+@InProceedings{bclm07,
+      AUTHOR = {J. M. Bahi and R. Couturier and D. Laiymani and K. Mazouzi},
+      TITLE ={Java and asynchronous iterative applications: large scale experiments},
+      YEAR = {2007},
+     MONTH = {March},
+      BOOKTITLE = {IPDPS 2007},
+    PAGES = {195--203},
+      PUBLISHER = {IEEE Computer Society Press}
+} 
+
+@InProceedings{bcl08,
+      AUTHOR = {J. M. Bahi and R. Couturier and D. Laiymani},
+      TITLE ={Comparison of Conjugate Gradient and Multisplitting algorithms of NAS benchmark with the Jace environment},
+      YEAR = {2008},
+     MONTH = {April},
+      BOOKTITLE = {IPDPS 2008},
+      PUBLISHER = {IEEE Computer Society Press}
+} 
+
+@ARTICLE{FM92,
+  author = {A. Frommer and G. Mayer},
+  year = 1992,
+  title = {On the Theory and Practice of Multisplitting Mehods in Parallel
+          Computation},
+  journal = {Computing},
+  volume = 49,
+  pages = {63-74}
+}
+
+@ARTICLE{FM89,
+  author = {A. Frommer and G. Mayer},
+  year = 1989,
+  title = {Convergence of Relaxed Parallel Multisplitting Methods},
+  journal = {Linear Algebra Appl.},
+  volume = 119,
+  pages = {141-152}
+}
+@Manual{nio,
+  title =       {New I/O API},
+  note =        {http://java.sun.com/j2se/1.4.2/
+                 docs/guide/nio}
+}
+
+@article{ptree,
+  author    = {A. V. Gerbessiotis},
+  title     = {Architecture independent parallel binomial tree option price
+               valuations.},
+  journal   = {Parallel Computing},
+  volume    = {30},
+  number    = {2},
+  year      = {2004},
+  pages     = {301-316},
+  ee        = {http://dx.doi.org/10.1016/j.parco.2003.09.003},
+  bibsource = {DBLP, http://dblp.uni-trier.de}
+
+}
+
+@InProceedings{zhang05,
+  author =      {Zhang, Y.and  Tipparaju, V. and Nieplocha, J. and Hariri, S.},
+  title =       {Parallelization of the NAS Conjugate Gradient benchmark using the global arrays shared memory programming model},
+  booktitle = {Proc. of 19th International Parallel and Distributed Processing Symposium},
+  year =        {2005},
+  month =       {April},
+  publisher = {IEEE Computer Society Press},
+}
+
+@TechReport{NPB2002,
+  author =      {R.F. Van der Wijngaart},
+  title =       {NAS Parallel Benchmarks Version 2.4},
+  institution =  {NASA Advanced Supercomputing Division},
+  year =        {2002},
+}
+
+@manual{MTJ,
+   title     = {{MTJ : Matrix Toolkit for Java.}},
+   note      = {http://mtj.dev.java.net/}
+}
+
+
+@ARTICLE{NieuwpoortSCPE05,
+  author = {R. V. van Nieuwpoort and J. Maassen and T. Kielmann and H. E. Bal},
+  title = {Satin: Simple and Efficient {J}ava-based Grid Programming},
+  journal = {Scalable Computing: Practice and Experience},
+  volume = 6,
+  number = 3,
+  pages = {19-32},
+  month = {September},
+  year = {2005},
+}
+
+
+
+@Manual{npb,
+  title =       {NAS Parallel Benchmarks},
+  note =        {Available on-line from: http://science.nas.nasa.gov/Software/NPB}
+}
+
+@Manual{grid5000,
+  title =       {Grid'5000},
+  note =        {http://www.grid5000.fr}
+}
+
+@Manual{vd2006,
+  author = {A. Van Der Stee and J. Dongara},
+  title =       {Overview of recent supercomputers},
+  note =        {http://www.top500.org/orsc/2006},
+}
+
+
+
+@Book{par99,
+  author =      {B. Parhami},
+  title =       {Introduction to parallel processing: algorithms and architectures},
+  publisher =   {Springer},
+  year =        {1999},
+  series =      {Plenum Series in Computer Science},
+}
+
+@InProceedings{pugh03mpjava,
+Author = {B. Pugh and J. Spaccol},
+title = {{MPJava: High Performance Message Passing in Java using Java.nio}},
+booktitle = {Proceedings of the  Workshop on Languages and Compilers for Parallel Computing},
+month = oct,
+year = 2003,
+address = {College Station, Texas, USA}
+}
+
+@ARTICLE{JS96,
+  author = {M. Jones and D. B. Szyld},
+  year = 1996,
+  title = {Two-Stage Multisplitting Methods with Overlapping Blocks},
+  journal = {Numer. Linear Algebra Appl.},
+  volume = 3,
+  pages = {113-124}
+}
+
+ @InProceedings{huet04high,
+author = {F. Huet and D. Caromel and H. E. Bal},
+title = {{A High Performance Java Middleware with a Real Application}},
+booktitle = {Proceedings of the Supercomputing Conference},
+month = nov,
+year = 2004,
+address = {Pittsburgh, Pensylvania, USA}
+}
+
+@article{bcvc06:ij,
+author = {Bahi, J. M. and Contassot-Vivier, S. and Couturier, R.},
+title = {Performance comparison of parallel programming environments for implementing {AIAC} algorithms},
+journal = {Journal of Supercomputing},
+pages = {227--244},
+volume = 35,
+number = 3,
+year = 2006,
+
+}
+
+
+@ARTICLE{BMR97,
+  author = {J. Bahi and J.-C. Miellou and K. Rhofir},
+  year = 1997,
+  title = {Asynchronous Multisplitting Methods for Nonlinear Fixed Point
+          Problems},
+  journal = {Numerical Algorithms},
+  volume = 15,
+  pages = {315-345}
+}
+
+
+@ARTICLE{FS97,
+  author = {A. Frommer and H. Schwandt},
+  year = 1997,
+  title = {A Unified Representation and Theory of Algebraic Additive {S}chwarz
+          and Multisplitting Methods},
+  journal = {SIAM Journal on Matrix Analysis and Applications},
+  volume = 18
+}
+
+@ARTICLE{AMP1999,
+  author = {J. Arnal and V. Migallon and J. Penad{\`e}s},
+  year = 1999,
+  title = {Non-Stationary Parallel {N}ewton Iterative Methods for Nonlinear
+          Problems},
+  journal = {Lecture Notes in Comput. Sci.},
+  volume = 1573,
+  pages = {142-155}
+}
+
+@Book{Gro94,
+  author =       "W. Gropp and E. Lusk and A. Skjellum",
+  title =        "Using MPI : portable parallel programming with the
+                  message passing interface",
+  publisher =    "MIT Press",
+  year =         "1994",
+}
+
+@manual{MTJ,
+   title     = {{MTJ : Matrix Toolkit for Java.}},
+   note      = {http://ressim.berlios.de/}
+}
+
+
+
+
+
+@article{Neurad,
+  author = {Bahi,J. M. and Contassot-Vivier,S. and Makovicka,L. and Martin,E. and Sauget,M.},
+  title = {{N}eurad},
+  journal = {Agence pour la Protection des Programmes. No:~IDDN.FR.001.130035.000.S.P.2006.000.10000},
+  year = 2006
+}
+
+@article{AES2009,
+  author = {Bahi,J. M. and Contassot-Vivier,S. and Sauget,M.},
+  title = {An Incremental Learning Algorithm for Functional Approximation},
+  journal = {Advances in Engineering Software},
+  year = {2009},
+  optkey = {},
+  volume = {40},
+  number = {8},
+  pages = {725-730},
+  optmonth = {},
+  note = {doi:10.1016/j.advengsoft.2008.12.018},
+  optannote = {}
+}
+
+@article{ RADIO09,
+       author = "Makovicka, L. and Vasseur, A. and Sauget, M. and Martin, E. and Gschwind, R. and Henriet, J. and Salomon, M.",
+       title = "Avenir des nouveaux concepts des calculs dosim\'etriques bas\'es sur les m\'ethodes
+de {M}onte {C}arlo",
+       DOI= "10.1051/radiopro/2008055",
+       url= "http://dx.doi.org/10.1051/radiopro/2008055",
+       journal = "Radioprotection",
+       year = 2009,
+       volume = 44,
+       number = 1,
+       pages = "77-88",
+       month = "jan",
+}
+
+@article{NIMB2008,
+  author = {Vasseur,A. and Makovicka,L. and Martin,E. and Sauget,M. and Contassot-Vivier,S. and Bahi,J. M.},
+  title = {Dose calculations using artificial neural networks: a feasibility study for photon beams},
+  journal = {Nucl. Instr. and Meth. in Phys. Res. B},
+  year = {2008},
+  volume = {266},
+  number = {7},
+  pages = {1085-1093}
+}
+
+
+@inproceedings{ICANN10,
+  editor    = {Konstantinos Diamantaras and Wlodek Duch and Lazaros
+S. Iliadis},
+  booktitle = {Artificial Neural Networks -- ICANN 2010},
+  publisher = {Springer},
+  location  = {Heidelberg},
+  series    = {Lecture Notes in Computer Science},
+  volume    = 6352,
+  year      = 2010,
+  isbn      = {978-3-642-15818-6},
+  author    = {M. Sauget and R. Laurent and J. Henriet
+and M. Salomon and R. Gschwind and S. Contassot-Vivier and L. Makovicka and C. Soussen},
+  title     = {Efficient Domain Decomposition for a Neural Network
+Learning Algorithm, Used for the Dose Evaluation in External
+Radiotherapy},
+  pages     = {261--266}
+}
+
+
+@Misc{BEAM,
+  author =    {BEAM-nrc},
+  title =     {{NRC} of {C}anada},
+  howpublished = { \\ {\tt http://www.irs.inms.nrc.ca/BEAM/beamhome.html}}
+}

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+pagefooter
+showpage
+%%Trailer
+%EOF

diff --git a/gpc2011/figures/neurad_gridif.fig b/gpc2011/figures/neurad_gridif.fig
new file mode 100644 (file)
index 0000000..6bce9e6
--- /dev/null
+++ b/gpc2011/figures/neurad_gridif.fig
@@ -0,0 +1,251 @@
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+  closepath stroke grestore} def
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+  /ColR ColR Fillden mul Fillden sub 1 add def
+  /ColG ColG Fillden mul Fillden sub 1 add def
+  /ColB ColB Fillden mul Fillden sub 1 add def
+  ColR ColG ColB setrgbcolor} def
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+%
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+%
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+       {/InterpretLevel1 Level1 def}
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+%
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+%
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+} def
+%
+%
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+%
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+%
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+/Pattern6 {0.625 Density} bind def
+/Pattern7 {0.875 Density} bind def
+} def
+%
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diff --git a/gpc2011/figures/testC.pdf b/gpc2011/figures/testC.pdf
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diff --git a/gpc2011/gpc2011.tex b/gpc2011/gpc2011.tex
new file mode 100644 (file)
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--- /dev/null
+++ b/gpc2011/gpc2011.tex
@@ -0,0 +1,257 @@
+\documentclass{llncs} 
+%\usepackage{latex8}
+%\usepackage{times}
+%\documentclass[a4paper,11pt]{article}
+%\usepackage{fullpage}
+\usepackage[T1]{fontenc}
+\usepackage[utf8]{inputenc}
+\usepackage{graphicx,subfigure,graphics}
+\usepackage{epsfig}
+%\usepackage[usenames]{color}
+%\usepackage{latexsym,stmaryrd}
+%\usepackage{amsfonts,amssymb}
+\usepackage{verbatim,theorem,moreverb}
+%\usepackage{float,floatflt}
+\usepackage{boxedminipage}
+\usepackage{url}
+%\usepackage{psfig}
+\usepackage{amsmath}
+\usepackage{amsfonts}
+\usepackage{amssymb}
+\usepackage{algorithm}
+\usepackage{algorithmic}
+%\usepackage{floatfig}
+%\usepackage{picins}
+
+
+\def\sfixme#1{\fbox{\textbf{FIXME: }#1}}
+ 
+\newcommand{\fixme}[1]{%
+  \begin{center}
+    \begin{boxedminipage}{.8\linewidth}
+      \textsl{{\bf #1}}
+    \end{boxedminipage}
+  \end{center}
+}
+\newcommand{\FIXME}[1]{\marginpar[\null\hspace{2cm} FIXME]{FIXME} \fixme{#1}}
+
+%\psfigurepath{.:fig:IMAGES}  
+\graphicspath{{.}{fig/}{IMAGES/}}
+
+%\initfloatingfigs
+
+\begin{document}
+
+\title{Gridification of a Radiotherapy Dose Computation Application with the XtremWeb-CH Environment}
+
+\author{Nabil Abdennhader\inst{1} \and Raphaël Couturier\inst{1}  \and
+  Julien  Henriet\inst{2} \and  David Laiymani\inst{1}  \and Sébastien  Miquée\inst{1}
+  \and Marc Sauget\inst{2}}
+
+\institute{Laboratoire d'Informatique de l'universit\'{e}
+  de Franche-Comt\'{e} \\
+  IUT Belfort-Montbéliard, Rue Engel Gros, 90016 Belfort - France \\
+\email{raphael.couturier, david.laiymani, sebastien.miquee@univ-fcomte.fr}
+\and
+ FEMTO-ST, ENISYS/IRMA, F-25210 Montb\'{e}liard , FRANCE\\
+}
+%\email{\texttt{[delfabbro,laiymani,nicod,philippe]@lifc.univ-fcomte.fr}}}
+
+
+\maketitle
+
+\begin{abstract} 
+  
+\end{abstract}
+
+%-------------INTRODUCTION--------------------
+\section{Introduction}
+
+The use of distributed architectures for solving large scientific problems seems
+to  become  mandatory  in  a  lot  of  cases. For  example,  in  the  domain  of
+radiotherapy dose computation the problem  is crucial. The main goal of external
+beam  radiotherapy is  the treatment  of  tumours while  minimizing exposure  to
+healthy tissue. Dosimetric  planning has to be carried out  in order to optimize
+the dose distribution within the patient is necessary. Thus, for determining the
+most accurate dose distribution during  treatment planning, a compromise must be
+found between  the precision and  the speed of calculation.  Current techniques,
+using   analytic   methods,  models   and   databases,   are   rapid  but   lack
+precision. Enhanced precision can be  achieved by using calculation codes based,
+for example, on Monte Carlo methods. In [] the authors proposed a novel approach
+based on the use of neural  networks. The approach is based on the collaboration
+of  computation  codes  and   multi-layer  neural  networks  used  as  universal
+approximators. It provides a fast  and accurate evaluation of radiation doses in
+any given environment for given  irradiation parameters. As the learning step is
+often very time consumming, in \cite{bcvsv08:ip} the authors proposed a parallel
+algorithm  that enable  to decompose  the learning  domain into  subdomains. The
+decomposition has  the advantage to  significantly reduce the complexity  of the
+target functions to approximate.
+
+Now,  as  there  exist  several classes  of  distributed/parallel  architectures
+(supercomputers,  clusters, global  computing...)  we have  to  choose the  best
+suited  one  for  the  parallel  Neurad application.  The  Global  or  Volunteer
+computing model seems  to be an interesting approach.  Here, the computing power
+is obtained  by agregating unused  (or volunteer) public resources  connected to
+the Internet.  For our  case, we  can imagine for  example, that  a part  of the
+architecture  will  be  composed of  some  of  the  different computers  of  the
+hospital. This approach present the advantage  to be clearly cheaper than a more
+dedicated approach like the use of supercomputer or clusters.
+
+The aim of this  paper is to propose and evaluate a  gridification of the Neurad
+application (more precisely, of the most time consuming part, the learning step)
+using  a  Global computing  approach.  For this,  we  focus  on the  XtremWeb-CH
+environnement []. We choose this  environnent because it tackles the centralized
+aspect of other global computing environments such as XTremWeb [] or Seti []. It
+tends  to  a  peer-to-peer  approach  by distributing  some  components  of  the
+architecture.  For  instance,  the  computing  nodes  are  allowed  to  directly
+communicate.   Experimentations  were  conducted  on  a  real  Global  Computing
+testbed. The results are very  encouraging. They exhibit an interesting speed-up
+and show that the overhead induced by the use of XTremWeb-CH is very acceptable.
+
+The  paper  is  organized  as  follows.  In section  2  we  present  the  Neurad
+application  and particularly  it most  time  consuming part  i.e. the  learning
+step.  Section 3 details  the XtremWeb-CH  environnement while  in section  4 we
+expose  the gridification of  the Neurad  application. Experimental  results are
+presented in section  5 and we end  in section 6 by some  concluding remarks and
+perspectives.
+
+\section{The Neurad application}
+
+\begin{figure}[h]
+  \centering
+  \includegraphics[width=0.5\columnwidth]{figures/overlap.pdf}
+  \caption{Overlapping for a sub-network  in a two-dimensional domain with ratio
+    $\alpha$.}
+  \label{fig:overlap}
+\end{figure}
+
+The \emph{Neurad}~\cite{Neurad} project presented in this paper takes place in a
+multi-disciplinary   project  ,  involving   medical  physicists   and  computer
+scientists whose goal  is to enhance the treatment  planning of cancerous tumors
+by         external        radiotherapy.          In         our        previous
+works~\cite{RADIO09,ICANN10,NIMB2008}, we have  proposed an original approach to
+solve scientific problems whose  accurate modeling and/or analytical description
+are difficult.  That method is based on the collaboration of computational codes
+and neural networks  used as universal interpolator. Thanks  to that method, the
+\emph{Neurad}  software provides  a fast  and accurate  evaluation  of radiation
+doses in  any given environment  (possibly inhomogeneous) for  given irradiation
+parameters. We  have shown in a  previous work (\cite{AES2009})  the interest to
+use a distributed algorithm for the  neural network learning. 
+
+%We use a classical
+%RPROP algorithm with a HPU topology to do the training of our neural network.
+
+In  addition  to the  possibility  to design  a  simple  and efficient  parallel
+algorithm, the domain decomposition  presents another important advantage in the
+context  of neural  learning. It  significantly  reduces the  complexity of  the
+target functions  to approximate.   Indeed, it is  much easier to  approximate a
+function on  a small  interval than on  a large  one, especially if  it contains
+sharp  variations.  Thus,  a  better  accuracy  can even  be  expected  on  each
+sub-domain.
+
+However, performing the learnings on sub-domains constituting a partition of the
+initial domain is  not satisfying according to the quality  of the results. This
+comes from the fact that the accuracy of the approximation performed by a neural
+network is not  constant over the learned domain.  Thus, it  is necessary to use
+an  overlapping  of the  sub-domains.   The  overall  principle is  depicted  in
+Figure~\ref{fig:overlap}.   In this  way, each  sub-network has  an exploitation
+domain  smaller than its  training domain  and the  differences observed  at the
+borders  are  no  longer  relevant.   Nonetheless,  in  order  to  preserve  the
+performances of  the parallel  algorithm, it is  important to carefully  set the
+overlapping  ratio $\alpha$.   It must  be large  enough to  avoid  the border's
+errors, and as small as possible to limit the size increase of the data subsets.
+
+
+
+%% Je ne pense que cette partie soit nécessaire. Il faudrait essayer de %détailler la partie apprentissage d'un point de vue données en entrée et %données en sorties. Puis décomposition de ces données pour la parallélisation.
+\subsection{Data description}
+
+
+In the context of external radiotherapy,  an essential parameter is the width of
+the beam.  The radiation result is directly dependant of this parameter. Indeed,
+if the beam has  a small width, it cannot reach the  electronic balance and does
+not present a tray as large as could be seen in Figure~\ref{f_tray} representing
+the classical behavior for a deposit curve.
+
+\begin{figure}[http]
+  \centering
+  \includegraphics[width=0.7\columnwidth]{figures/testC.pdf}
+  \caption{Dose deposit by a photon beam  of 24 mm of width in water (Normalised value). }
+  \label{f_tray}
+\end{figure}
+
+The evolution  of the behaviour of  the energy deposit during  an irradiation is
+shown in  Figure~\ref{f_beam} which represents  the energy deposit  at different
+depths for different widths of beam.  The main characteristics of a dose deposit
+curve are  the regularity of the central  part followed by the  sharpness of the
+beam  sides.  The  main  constraint in  the scope  of  our work  is the  limited
+tolerance about the final learning error.
+
+\begin{figure}[http]
+  \centering
+  \includegraphics[width=0.45\columnwidth]{figures/eau_02_to_24.pdf}
+  \includegraphics[width=0.45\columnwidth]{figures/ta6v4_02_to_24.pdf}
+  \caption{Dose deposits  at the depth  of 60 mm  in water phantom and  in ta6v4
+    (titanium) (Normalised value)}
+  \label{f_beam}
+\end{figure}
+
+Indeed, the neural network described here  represents one tool in a very complex
+chain of  treatment for  the global  evaluation of the  dose deposit  in complex
+environments.  The use  of the neural network is central  in our overall project
+and a too large  error at this stage could imply that  our final solution may be
+out of the medical error tolerance.
+
+
+
+\section{The XtremWeb-CH environment}
+
+
+
+\section{Neurad gridification with XTremWeb-CH}
+
+%The Neurad application can be divided into three parts. The first one
+%aims at dividing data representing dose distribution on an area. This
+%area contains various parameters, like the density of the medium and
+%its nature. Multiple ``views'' can be superposed in order to obtain a
+%more accurate learning.
+
+As exposed before, we only focus in these works on the most time consuming part of Neurad i.e. the neural learning part. 
+These computations fit well with the model of the middleware -- all learning tasks execute in
+parallel independently with their own local data part, with no
+communication, following the fork-join model. 
+
+As described on Figure
+\ref{fig:neurad_grid}, we first send the learning application and data
+to the middleware (more precisely on warehouses (DW)) and create the
+computation module. When a worker (W) is ready to compute, it requests
+a task to execute to the coordinator (Coord.). This latter assigns it
+a task. The worker retrieves the application and its assigned data,
+and can start the computation. At the end of the learning process, it
+sends the result, a weighted neural network which will be used in a
+dose distribution process, to a warehouse. The last step of the
+application is to retrieve these results and exploit them.
+
+
+\begin{figure}[ht]
+  \centering
+  \includegraphics[width=7cm]{figures/neurad_gridif}
+  \caption{Neurad gridification}
+  \label{fig:neurad_grid}
+\end{figure}
+
+
+\section{Experimental results}
+
+
+
+\section{Conclusion and future works}
+
+
+
+\bibliographystyle{plain}
+\bibliography{biblio}
+
+
+
+\end{document}

diff --git a/gpc2011/llncs.cls b/gpc2011/llncs.cls
new file mode 100644 (file)
index 0000000..23fd1c6
--- /dev/null
+++ b/gpc2011/llncs.cls
@@ -0,0 +1,1190 @@
+% LLNCS DOCUMENT CLASS -- version 2.14 (17-Aug-2004)\r
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+%\r
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+\let\if@openbib\iffalse\r
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+%\r
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+ \def\ackname{Danksagung.}%\r
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+ \def\solutionname{L\"osung}%\r
+ \def\subclassname{{\it Subject Classifications\/}:}\r
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+   \@setfontsize\small\@ixpt{11}%\r
+   \abovedisplayskip 8.5\p@ \@plus3\p@ \@minus4\p@\r
+   \abovedisplayshortskip \z@ \@plus2\p@\r
+   \belowdisplayshortskip 4\p@ \@plus2\p@ \@minus2\p@\r
+   \def\@listi{\leftmargin\leftmargini\r
+               \parsep 0\p@ \@plus1\p@ \@minus\p@\r
+               \topsep 8\p@ \@plus2\p@ \@minus4\p@\r
+               \itemsep0\p@}%\r
+   \belowdisplayskip \abovedisplayskip\r
+}\r
+\r
+\frenchspacing\r
+\widowpenalty=10000\r
+\clubpenalty=10000\r
+\r
+\setlength\oddsidemargin   {63\p@}\r
+\setlength\evensidemargin  {63\p@}\r
+\setlength\marginparwidth  {90\p@}\r
+\r
+\setlength\headsep   {16\p@}\r
+\r
+\setlength\footnotesep{7.7\p@}\r
+\setlength\textfloatsep{8mm\@plus 2\p@ \@minus 4\p@}\r
+\setlength\intextsep   {8mm\@plus 2\p@ \@minus 2\p@}\r
+\r
+\setcounter{secnumdepth}{2}\r
+\r
+\newcounter {chapter}\r
+\renewcommand\thechapter      {\@arabic\c@chapter}\r
+\r
+\newif\if@mainmatter \@mainmattertrue\r
+\newcommand\frontmatter{\cleardoublepage\r
+            \@mainmatterfalse\pagenumbering{Roman}}\r
+\newcommand\mainmatter{\cleardoublepage\r
+       \@mainmattertrue\pagenumbering{arabic}}\r
+\newcommand\backmatter{\if@openright\cleardoublepage\else\clearpage\fi\r
+      \@mainmatterfalse}\r
+\r
+\renewcommand\part{\cleardoublepage\r
+                 \thispagestyle{empty}%\r
+                 \if@twocolumn\r
+                     \onecolumn\r
+                     \@tempswatrue\r
+                   \else\r
+                     \@tempswafalse\r
+                 \fi\r
+                 \null\vfil\r
+                 \secdef\@part\@spart}\r
+\r
+\def\@part[#1]#2{%\r
+    \ifnum \c@secnumdepth >-2\relax\r
+      \refstepcounter{part}%\r
+      \addcontentsline{toc}{part}{\thepart\hspace{1em}#1}%\r
+    \else\r
+      \addcontentsline{toc}{part}{#1}%\r
+    \fi\r
+    \markboth{}{}%\r
+    {\centering\r
+     \interlinepenalty \@M\r
+     \normalfont\r
+     \ifnum \c@secnumdepth >-2\relax\r
+       \huge\bfseries \partname~\thepart\r
+       \par\r
+       \vskip 20\p@\r
+     \fi\r
+     \Huge \bfseries #2\par}%\r
+    \@endpart}\r
+\def\@spart#1{%\r
+    {\centering\r
+     \interlinepenalty \@M\r
+     \normalfont\r
+     \Huge \bfseries #1\par}%\r
+    \@endpart}\r
+\def\@endpart{\vfil\newpage\r
+              \if@twoside\r
+                \null\r
+                \thispagestyle{empty}%\r
+                \newpage\r
+              \fi\r
+              \if@tempswa\r
+                \twocolumn\r
+              \fi}\r
+\r
+\newcommand\chapter{\clearpage\r
+                    \thispagestyle{empty}%\r
+                    \global\@topnum\z@\r
+                    \@afterindentfalse\r
+                    \secdef\@chapter\@schapter}\r
+\def\@chapter[#1]#2{\ifnum \c@secnumdepth >\m@ne\r
+                       \if@mainmatter\r
+                         \refstepcounter{chapter}%\r
+                         \typeout{\@chapapp\space\thechapter.}%\r
+                         \addcontentsline{toc}{chapter}%\r
+                                  {\protect\numberline{\thechapter}#1}%\r
+                       \else\r
+                         \addcontentsline{toc}{chapter}{#1}%\r
+                       \fi\r
+                    \else\r
+                      \addcontentsline{toc}{chapter}{#1}%\r
+                    \fi\r
+                    \chaptermark{#1}%\r
+                    \addtocontents{lof}{\protect\addvspace{10\p@}}%\r
+                    \addtocontents{lot}{\protect\addvspace{10\p@}}%\r
+                    \if@twocolumn\r
+                      \@topnewpage[\@makechapterhead{#2}]%\r
+                    \else\r
+                      \@makechapterhead{#2}%\r
+                      \@afterheading\r
+                    \fi}\r
+\def\@makechapterhead#1{%\r
+% \vspace*{50\p@}%\r
+  {\centering\r
+    \ifnum \c@secnumdepth >\m@ne\r
+      \if@mainmatter\r
+        \large\bfseries \@chapapp{} \thechapter\r
+        \par\nobreak\r
+        \vskip 20\p@\r
+      \fi\r
+    \fi\r
+    \interlinepenalty\@M\r
+    \Large \bfseries #1\par\nobreak\r
+    \vskip 40\p@\r
+  }}\r
+\def\@schapter#1{\if@twocolumn\r
+                   \@topnewpage[\@makeschapterhead{#1}]%\r
+                 \else\r
+                   \@makeschapterhead{#1}%\r
+                   \@afterheading\r
+                 \fi}\r
+\def\@makeschapterhead#1{%\r
+% \vspace*{50\p@}%\r
+  {\centering\r
+    \normalfont\r
+    \interlinepenalty\@M\r
+    \Large \bfseries  #1\par\nobreak\r
+    \vskip 40\p@\r
+  }}\r
+\r
+\renewcommand\section{\@startsection{section}{1}{\z@}%\r
+                       {-18\p@ \@plus -4\p@ \@minus -4\p@}%\r
+                       {12\p@ \@plus 4\p@ \@minus 4\p@}%\r
+                       {\normalfont\large\bfseries\boldmath\r
+                        \rightskip=\z@ \@plus 8em\pretolerance=10000 }}\r
+\renewcommand\subsection{\@startsection{subsection}{2}{\z@}%\r
+                       {-18\p@ \@plus -4\p@ \@minus -4\p@}%\r
+                       {8\p@ \@plus 4\p@ \@minus 4\p@}%\r
+                       {\normalfont\normalsize\bfseries\boldmath\r
+                        \rightskip=\z@ \@plus 8em\pretolerance=10000 }}\r
+\renewcommand\subsubsection{\@startsection{subsubsection}{3}{\z@}%\r
+                       {-18\p@ \@plus -4\p@ \@minus -4\p@}%\r
+                       {-0.5em \@plus -0.22em \@minus -0.1em}%\r
+                       {\normalfont\normalsize\bfseries\boldmath}}\r
+\renewcommand\paragraph{\@startsection{paragraph}{4}{\z@}%\r
+                       {-12\p@ \@plus -4\p@ \@minus -4\p@}%\r
+                       {-0.5em \@plus -0.22em \@minus -0.1em}%\r
+                       {\normalfont\normalsize\itshape}}\r
+\renewcommand\subparagraph[1]{\typeout{LLNCS warning: You should not use\r
+                  \string\subparagraph\space with this class}\vskip0.5cm\r
+You should not use \verb|\subparagraph| with this class.\vskip0.5cm}\r
+\r
+\DeclareMathSymbol{\Gamma}{\mathalpha}{letters}{"00}\r
+\DeclareMathSymbol{\Delta}{\mathalpha}{letters}{"01}\r
+\DeclareMathSymbol{\Theta}{\mathalpha}{letters}{"02}\r
+\DeclareMathSymbol{\Lambda}{\mathalpha}{letters}{"03}\r
+\DeclareMathSymbol{\Xi}{\mathalpha}{letters}{"04}\r
+\DeclareMathSymbol{\Pi}{\mathalpha}{letters}{"05}\r
+\DeclareMathSymbol{\Sigma}{\mathalpha}{letters}{"06}\r
+\DeclareMathSymbol{\Upsilon}{\mathalpha}{letters}{"07}\r
+\DeclareMathSymbol{\Phi}{\mathalpha}{letters}{"08}\r
+\DeclareMathSymbol{\Psi}{\mathalpha}{letters}{"09}\r
+\DeclareMathSymbol{\Omega}{\mathalpha}{letters}{"0A}\r
+\r
+\let\footnotesize\small\r
+\r
+\if@custvec\r
+\def\vec#1{\mathchoice{\mbox{\boldmath$\displaystyle#1$}}\r
+{\mbox{\boldmath$\textstyle#1$}}\r
+{\mbox{\boldmath$\scriptstyle#1$}}\r
+{\mbox{\boldmath$\scriptscriptstyle#1$}}}\r
+\fi\r
+\r
+\def\squareforqed{\hbox{\rlap{$\sqcap$}$\sqcup$}}\r
+\def\qed{\ifmmode\squareforqed\else{\unskip\nobreak\hfil\r
+\penalty50\hskip1em\null\nobreak\hfil\squareforqed\r
+\parfillskip=0pt\finalhyphendemerits=0\endgraf}\fi}\r
+\r
+\def\getsto{\mathrel{\mathchoice {\vcenter{\offinterlineskip\r
+\halign{\hfil\r
+$\displaystyle##$\hfil\cr\gets\cr\to\cr}}}\r
+{\vcenter{\offinterlineskip\halign{\hfil$\textstyle##$\hfil\cr\gets\r
+\cr\to\cr}}}\r
+{\vcenter{\offinterlineskip\halign{\hfil$\scriptstyle##$\hfil\cr\gets\r
+\cr\to\cr}}}\r
+{\vcenter{\offinterlineskip\halign{\hfil$\scriptscriptstyle##$\hfil\cr\r
+\gets\cr\to\cr}}}}}\r
+\def\lid{\mathrel{\mathchoice {\vcenter{\offinterlineskip\halign{\hfil\r
+$\displaystyle##$\hfil\cr<\cr\noalign{\vskip1.2pt}=\cr}}}\r
+{\vcenter{\offinterlineskip\halign{\hfil$\textstyle##$\hfil\cr<\cr\r
+\noalign{\vskip1.2pt}=\cr}}}\r
+{\vcenter{\offinterlineskip\halign{\hfil$\scriptstyle##$\hfil\cr<\cr\r
+\noalign{\vskip1pt}=\cr}}}\r
+{\vcenter{\offinterlineskip\halign{\hfil$\scriptscriptstyle##$\hfil\cr\r
+<\cr\r
+\noalign{\vskip0.9pt}=\cr}}}}}\r
+\def\gid{\mathrel{\mathchoice {\vcenter{\offinterlineskip\halign{\hfil\r
+$\displaystyle##$\hfil\cr>\cr\noalign{\vskip1.2pt}=\cr}}}\r
+{\vcenter{\offinterlineskip\halign{\hfil$\textstyle##$\hfil\cr>\cr\r
+\noalign{\vskip1.2pt}=\cr}}}\r
+{\vcenter{\offinterlineskip\halign{\hfil$\scriptstyle##$\hfil\cr>\cr\r
+\noalign{\vskip1pt}=\cr}}}\r
+{\vcenter{\offinterlineskip\halign{\hfil$\scriptscriptstyle##$\hfil\cr\r
+>\cr\r
+\noalign{\vskip0.9pt}=\cr}}}}}\r
+\def\grole{\mathrel{\mathchoice {\vcenter{\offinterlineskip\r
+\halign{\hfil\r
+$\displaystyle##$\hfil\cr>\cr\noalign{\vskip-1pt}<\cr}}}\r
+{\vcenter{\offinterlineskip\halign{\hfil$\textstyle##$\hfil\cr\r
+>\cr\noalign{\vskip-1pt}<\cr}}}\r
+{\vcenter{\offinterlineskip\halign{\hfil$\scriptstyle##$\hfil\cr\r
+>\cr\noalign{\vskip-0.8pt}<\cr}}}\r
+{\vcenter{\offinterlineskip\halign{\hfil$\scriptscriptstyle##$\hfil\cr\r
+>\cr\noalign{\vskip-0.3pt}<\cr}}}}}\r
+\def\bbbr{{\rm I\!R}} %reelle Zahlen\r
+\def\bbbm{{\rm I\!M}}\r
+\def\bbbn{{\rm I\!N}} %natuerliche Zahlen\r
+\def\bbbf{{\rm I\!F}}\r
+\def\bbbh{{\rm I\!H}}\r
+\def\bbbk{{\rm I\!K}}\r
+\def\bbbp{{\rm I\!P}}\r
+\def\bbbone{{\mathchoice {\rm 1\mskip-4mu l} {\rm 1\mskip-4mu l}\r
+{\rm 1\mskip-4.5mu l} {\rm 1\mskip-5mu l}}}\r
+\def\bbbc{{\mathchoice {\setbox0=\hbox{$\displaystyle\rm C$}\hbox{\hbox\r
+to0pt{\kern0.4\wd0\vrule height0.9\ht0\hss}\box0}}\r
+{\setbox0=\hbox{$\textstyle\rm C$}\hbox{\hbox\r
+to0pt{\kern0.4\wd0\vrule height0.9\ht0\hss}\box0}}\r
+{\setbox0=\hbox{$\scriptstyle\rm C$}\hbox{\hbox\r
+to0pt{\kern0.4\wd0\vrule height0.9\ht0\hss}\box0}}\r
+{\setbox0=\hbox{$\scriptscriptstyle\rm C$}\hbox{\hbox\r
+to0pt{\kern0.4\wd0\vrule height0.9\ht0\hss}\box0}}}}\r
+\def\bbbq{{\mathchoice {\setbox0=\hbox{$\displaystyle\rm\r
+Q$}\hbox{\raise\r
+0.15\ht0\hbox to0pt{\kern0.4\wd0\vrule height0.8\ht0\hss}\box0}}\r
+{\setbox0=\hbox{$\textstyle\rm Q$}\hbox{\raise\r
+0.15\ht0\hbox to0pt{\kern0.4\wd0\vrule height0.8\ht0\hss}\box0}}\r
+{\setbox0=\hbox{$\scriptstyle\rm Q$}\hbox{\raise\r
+0.15\ht0\hbox to0pt{\kern0.4\wd0\vrule height0.7\ht0\hss}\box0}}\r
+{\setbox0=\hbox{$\scriptscriptstyle\rm Q$}\hbox{\raise\r
+0.15\ht0\hbox to0pt{\kern0.4\wd0\vrule height0.7\ht0\hss}\box0}}}}\r
+\def\bbbt{{\mathchoice {\setbox0=\hbox{$\displaystyle\rm\r
+T$}\hbox{\hbox to0pt{\kern0.3\wd0\vrule height0.9\ht0\hss}\box0}}\r
+{\setbox0=\hbox{$\textstyle\rm T$}\hbox{\hbox\r
+to0pt{\kern0.3\wd0\vrule height0.9\ht0\hss}\box0}}\r
+{\setbox0=\hbox{$\scriptstyle\rm T$}\hbox{\hbox\r
+to0pt{\kern0.3\wd0\vrule height0.9\ht0\hss}\box0}}\r
+{\setbox0=\hbox{$\scriptscriptstyle\rm T$}\hbox{\hbox\r
+to0pt{\kern0.3\wd0\vrule height0.9\ht0\hss}\box0}}}}\r
+\def\bbbs{{\mathchoice\r
+{\setbox0=\hbox{$\displaystyle     \rm S$}\hbox{\raise0.5\ht0\hbox\r
+to0pt{\kern0.35\wd0\vrule height0.45\ht0\hss}\hbox\r
+to0pt{\kern0.55\wd0\vrule height0.5\ht0\hss}\box0}}\r
+{\setbox0=\hbox{$\textstyle        \rm S$}\hbox{\raise0.5\ht0\hbox\r
+to0pt{\kern0.35\wd0\vrule height0.45\ht0\hss}\hbox\r
+to0pt{\kern0.55\wd0\vrule height0.5\ht0\hss}\box0}}\r
+{\setbox0=\hbox{$\scriptstyle      \rm S$}\hbox{\raise0.5\ht0\hbox\r
+to0pt{\kern0.35\wd0\vrule height0.45\ht0\hss}\raise0.05\ht0\hbox\r
+to0pt{\kern0.5\wd0\vrule height0.45\ht0\hss}\box0}}\r
+{\setbox0=\hbox{$\scriptscriptstyle\rm S$}\hbox{\raise0.5\ht0\hbox\r
+to0pt{\kern0.4\wd0\vrule height0.45\ht0\hss}\raise0.05\ht0\hbox\r
+to0pt{\kern0.55\wd0\vrule height0.45\ht0\hss}\box0}}}}\r
+\def\bbbz{{\mathchoice {\hbox{$\mathsf\textstyle Z\kern-0.4em Z$}}\r
+{\hbox{$\mathsf\textstyle Z\kern-0.4em Z$}}\r
+{\hbox{$\mathsf\scriptstyle Z\kern-0.3em Z$}}\r
+{\hbox{$\mathsf\scriptscriptstyle Z\kern-0.2em Z$}}}}\r
+\r
+\let\ts\,\r
+\r
+\setlength\leftmargini  {17\p@}\r
+\setlength\leftmargin    {\leftmargini}\r
+\setlength\leftmarginii  {\leftmargini}\r
+\setlength\leftmarginiii {\leftmargini}\r
+\setlength\leftmarginiv  {\leftmargini}\r
+\setlength  \labelsep  {.5em}\r
+\setlength  \labelwidth{\leftmargini}\r
+\addtolength\labelwidth{-\labelsep}\r
+\r
+\def\@listI{\leftmargin\leftmargini\r
+            \parsep 0\p@ \@plus1\p@ \@minus\p@\r
+            \topsep 8\p@ \@plus2\p@ \@minus4\p@\r
+            \itemsep0\p@}\r
+\let\@listi\@listI\r
+\@listi\r
+\def\@listii {\leftmargin\leftmarginii\r
+              \labelwidth\leftmarginii\r
+              \advance\labelwidth-\labelsep\r
+              \topsep    0\p@ \@plus2\p@ \@minus\p@}\r
+\def\@listiii{\leftmargin\leftmarginiii\r
+              \labelwidth\leftmarginiii\r
+              \advance\labelwidth-\labelsep\r
+              \topsep    0\p@ \@plus\p@\@minus\p@\r
+              \parsep    \z@\r
+              \partopsep \p@ \@plus\z@ \@minus\p@}\r
+\r
+\renewcommand\labelitemi{\normalfont\bfseries --}\r
+\renewcommand\labelitemii{$\m@th\bullet$}\r
+\r
+\setlength\arraycolsep{1.4\p@}\r
+\setlength\tabcolsep{1.4\p@}\r
+\r
+\def\tableofcontents{\chapter*{\contentsname\@mkboth{{\contentsname}}%\r
+                                                    {{\contentsname}}}\r
+ \def\authcount##1{\setcounter{auco}{##1}\setcounter{@auth}{1}}\r
+ \def\lastand{\ifnum\value{auco}=2\relax\r
+                 \unskip{} \andname\\r
+              \else\r
+                 \unskip \lastandname\\r
+              \fi}%\r
+ \def\and{\stepcounter{@auth}\relax\r
+          \ifnum\value{@auth}=\value{auco}%\r
+             \lastand\r
+          \else\r
+             \unskip,\r
+          \fi}%\r
+ \@starttoc{toc}\if@restonecol\twocolumn\fi}\r
+\r
+\def\l@part#1#2{\addpenalty{\@secpenalty}%\r
+   \addvspace{2em plus\p@}%  % space above part line\r
+   \begingroup\r
+     \parindent \z@\r
+     \rightskip \z@ plus 5em\r
+     \hrule\vskip5pt\r
+     \large               % same size as for a contribution heading\r
+     \bfseries\boldmath   % set line in boldface\r
+     \leavevmode          % TeX command to enter horizontal mode.\r
+     #1\par\r
+     \vskip5pt\r
+     \hrule\r
+     \vskip1pt\r
+     \nobreak             % Never break after part entry\r
+   \endgroup}\r
+\r
+\def\@dotsep{2}\r
+\r
+\def\hyperhrefextend{\ifx\hyper@anchor\@undefined\else\r
+{chapter.\thechapter}\fi}\r
+\r
+\def\addnumcontentsmark#1#2#3{%\r
+\addtocontents{#1}{\protect\contentsline{#2}{\protect\numberline\r
+                     {\thechapter}#3}{\thepage}\hyperhrefextend}}\r
+\def\addcontentsmark#1#2#3{%\r
+\addtocontents{#1}{\protect\contentsline{#2}{#3}{\thepage}\hyperhrefextend}}\r
+\def\addcontentsmarkwop#1#2#3{%\r
+\addtocontents{#1}{\protect\contentsline{#2}{#3}{0}\hyperhrefextend}}\r
+\r
+\def\@adcmk[#1]{\ifcase #1 \or\r
+\def\@gtempa{\addnumcontentsmark}%\r
+  \or    \def\@gtempa{\addcontentsmark}%\r
+  \or    \def\@gtempa{\addcontentsmarkwop}%\r
+  \fi\@gtempa{toc}{chapter}}\r
+\def\addtocmark{\@ifnextchar[{\@adcmk}{\@adcmk[3]}}\r
+\r
+\def\l@chapter#1#2{\addpenalty{-\@highpenalty}\r
+ \vskip 1.0em plus 1pt \@tempdima 1.5em \begingroup\r
+ \parindent \z@ \rightskip \@tocrmarg\r
+ \advance\rightskip by 0pt plus 2cm\r
+ \parfillskip -\rightskip \pretolerance=10000\r
+ \leavevmode \advance\leftskip\@tempdima \hskip -\leftskip\r
+ {\large\bfseries\boldmath#1}\ifx0#2\hfil\null\r
+ \else\r
+      \nobreak\r
+      \leaders\hbox{$\m@th \mkern \@dotsep mu.\mkern\r
+      \@dotsep mu$}\hfill\r
+      \nobreak\hbox to\@pnumwidth{\hss #2}%\r
+ \fi\par\r
+ \penalty\@highpenalty \endgroup}\r
+\r
+\def\l@title#1#2{\addpenalty{-\@highpenalty}\r
+ \addvspace{8pt plus 1pt}\r
+ \@tempdima \z@\r
+ \begingroup\r
+ \parindent \z@ \rightskip \@tocrmarg\r
+ \advance\rightskip by 0pt plus 2cm\r
+ \parfillskip -\rightskip \pretolerance=10000\r
+ \leavevmode \advance\leftskip\@tempdima \hskip -\leftskip\r
+ #1\nobreak\r
+ \leaders\hbox{$\m@th \mkern \@dotsep mu.\mkern\r
+ \@dotsep mu$}\hfill\r
+ \nobreak\hbox to\@pnumwidth{\hss #2}\par\r
+ \penalty\@highpenalty \endgroup}\r
+\r
+\def\l@author#1#2{\addpenalty{\@highpenalty}\r
+ \@tempdima=15\p@ %\z@\r
+ \begingroup\r
+ \parindent \z@ \rightskip \@tocrmarg\r
+ \advance\rightskip by 0pt plus 2cm\r
+ \pretolerance=10000\r
+ \leavevmode \advance\leftskip\@tempdima %\hskip -\leftskip\r
+ \textit{#1}\par\r
+ \penalty\@highpenalty \endgroup}\r
+\r
+\setcounter{tocdepth}{0}\r
+\newdimen\tocchpnum\r
+\newdimen\tocsecnum\r
+\newdimen\tocsectotal\r
+\newdimen\tocsubsecnum\r
+\newdimen\tocsubsectotal\r
+\newdimen\tocsubsubsecnum\r
+\newdimen\tocsubsubsectotal\r
+\newdimen\tocparanum\r
+\newdimen\tocparatotal\r
+\newdimen\tocsubparanum\r
+\tocchpnum=\z@            % no chapter numbers\r
+\tocsecnum=15\p@          % section 88. plus 2.222pt\r
+\tocsubsecnum=23\p@       % subsection 88.8 plus 2.222pt\r
+\tocsubsubsecnum=27\p@    % subsubsection 88.8.8 plus 1.444pt\r
+\tocparanum=35\p@         % paragraph 88.8.8.8 plus 1.666pt\r
+\tocsubparanum=43\p@      % subparagraph 88.8.8.8.8 plus 1.888pt\r
+\def\calctocindent{%\r
+\tocsectotal=\tocchpnum\r
+\advance\tocsectotal by\tocsecnum\r
+\tocsubsectotal=\tocsectotal\r
+\advance\tocsubsectotal by\tocsubsecnum\r
+\tocsubsubsectotal=\tocsubsectotal\r
+\advance\tocsubsubsectotal by\tocsubsubsecnum\r
+\tocparatotal=\tocsubsubsectotal\r
+\advance\tocparatotal by\tocparanum}\r
+\calctocindent\r
+\r
+\def\l@section{\@dottedtocline{1}{\tocchpnum}{\tocsecnum}}\r
+\def\l@subsection{\@dottedtocline{2}{\tocsectotal}{\tocsubsecnum}}\r
+\def\l@subsubsection{\@dottedtocline{3}{\tocsubsectotal}{\tocsubsubsecnum}}\r
+\def\l@paragraph{\@dottedtocline{4}{\tocsubsubsectotal}{\tocparanum}}\r
+\def\l@subparagraph{\@dottedtocline{5}{\tocparatotal}{\tocsubparanum}}\r
+\r
+\def\listoffigures{\@restonecolfalse\if@twocolumn\@restonecoltrue\onecolumn\r
+ \fi\section*{\listfigurename\@mkboth{{\listfigurename}}{{\listfigurename}}}\r
+ \@starttoc{lof}\if@restonecol\twocolumn\fi}\r
+\def\l@figure{\@dottedtocline{1}{0em}{1.5em}}\r
+\r
+\def\listoftables{\@restonecolfalse\if@twocolumn\@restonecoltrue\onecolumn\r
+ \fi\section*{\listtablename\@mkboth{{\listtablename}}{{\listtablename}}}\r
+ \@starttoc{lot}\if@restonecol\twocolumn\fi}\r
+\let\l@table\l@figure\r
+\r
+\renewcommand\listoffigures{%\r
+    \section*{\listfigurename\r
+      \@mkboth{\listfigurename}{\listfigurename}}%\r
+    \@starttoc{lof}%\r
+    }\r
+\r
+\renewcommand\listoftables{%\r
+    \section*{\listtablename\r
+      \@mkboth{\listtablename}{\listtablename}}%\r
+    \@starttoc{lot}%\r
+    }\r
+\r
+\ifx\oribibl\undefined\r
+\ifx\citeauthoryear\undefined\r
+\renewenvironment{thebibliography}[1]\r
+     {\section*{\refname}\r
+      \def\@biblabel##1{##1.}\r
+      \small\r
+      \list{\@biblabel{\@arabic\c@enumiv}}%\r
+           {\settowidth\labelwidth{\@biblabel{#1}}%\r
+            \leftmargin\labelwidth\r
+            \advance\leftmargin\labelsep\r
+            \if@openbib\r
+              \advance\leftmargin\bibindent\r
+              \itemindent -\bibindent\r
+              \listparindent \itemindent\r
+              \parsep \z@\r
+            \fi\r
+            \usecounter{enumiv}%\r
+            \let\p@enumiv\@empty\r
+            \renewcommand\theenumiv{\@arabic\c@enumiv}}%\r
+      \if@openbib\r
+        \renewcommand\newblock{\par}%\r
+      \else\r
+        \renewcommand\newblock{\hskip .11em \@plus.33em \@minus.07em}%\r
+      \fi\r
+      \sloppy\clubpenalty4000\widowpenalty4000%\r
+      \sfcode`\.=\@m}\r
+     {\def\@noitemerr\r
+       {\@latex@warning{Empty `thebibliography' environment}}%\r
+      \endlist}\r
+\def\@lbibitem[#1]#2{\item[{[#1]}\hfill]\if@filesw\r
+     {\let\protect\noexpand\immediate\r
+     \write\@auxout{\string\bibcite{#2}{#1}}}\fi\ignorespaces}\r
+\newcount\@tempcntc\r
+\def\@citex[#1]#2{\if@filesw\immediate\write\@auxout{\string\citation{#2}}\fi\r
+  \@tempcnta\z@\@tempcntb\m@ne\def\@citea{}\@cite{\@for\@citeb:=#2\do\r
+    {\@ifundefined\r
+       {b@\@citeb}{\@citeo\@tempcntb\m@ne\@citea\def\@citea{,}{\bfseries\r
+        ?}\@warning\r
+       {Citation `\@citeb' on page \thepage \space undefined}}%\r
+    {\setbox\z@\hbox{\global\@tempcntc0\csname b@\@citeb\endcsname\relax}%\r
+     \ifnum\@tempcntc=\z@ \@citeo\@tempcntb\m@ne\r
+       \@citea\def\@citea{,}\hbox{\csname b@\@citeb\endcsname}%\r
+     \else\r
+      \advance\@tempcntb\@ne\r
+      \ifnum\@tempcntb=\@tempcntc\r
+      \else\advance\@tempcntb\m@ne\@citeo\r
+      \@tempcnta\@tempcntc\@tempcntb\@tempcntc\fi\fi}}\@citeo}{#1}}\r
+\def\@citeo{\ifnum\@tempcnta>\@tempcntb\else\r
+               \@citea\def\@citea{,\,\hskip\z@skip}%\r
+               \ifnum\@tempcnta=\@tempcntb\the\@tempcnta\else\r
+               {\advance\@tempcnta\@ne\ifnum\@tempcnta=\@tempcntb \else\r
+                \def\@citea{--}\fi\r
+      \advance\@tempcnta\m@ne\the\@tempcnta\@citea\the\@tempcntb}\fi\fi}\r
+\else\r
+\renewenvironment{thebibliography}[1]\r
+     {\section*{\refname}\r
+      \small\r
+      \list{}%\r
+           {\settowidth\labelwidth{}%\r
+            \leftmargin\parindent\r
+            \itemindent=-\parindent\r
+            \labelsep=\z@\r
+            \if@openbib\r
+              \advance\leftmargin\bibindent\r
+              \itemindent -\bibindent\r
+              \listparindent \itemindent\r
+              \parsep \z@\r
+            \fi\r
+            \usecounter{enumiv}%\r
+            \let\p@enumiv\@empty\r
+            \renewcommand\theenumiv{}}%\r
+      \if@openbib\r
+        \renewcommand\newblock{\par}%\r
+      \else\r
+        \renewcommand\newblock{\hskip .11em \@plus.33em \@minus.07em}%\r
+      \fi\r
+      \sloppy\clubpenalty4000\widowpenalty4000%\r
+      \sfcode`\.=\@m}\r
+     {\def\@noitemerr\r
+       {\@latex@warning{Empty `thebibliography' environment}}%\r
+      \endlist}\r
+      \def\@cite#1{#1}%\r
+      \def\@lbibitem[#1]#2{\item[]\if@filesw\r
+        {\def\protect##1{\string ##1\space}\immediate\r
+      \write\@auxout{\string\bibcite{#2}{#1}}}\fi\ignorespaces}\r
+   \fi\r
+\else\r
+\@cons\@openbib@code{\noexpand\small}\r
+\fi\r
+\r
+\def\idxquad{\hskip 10\p@}% space that divides entry from number\r
+\r
+\def\@idxitem{\par\hangindent 10\p@}\r
+\r
+\def\subitem{\par\setbox0=\hbox{--\enspace}% second order\r
+                \noindent\hangindent\wd0\box0}% index entry\r
+\r
+\def\subsubitem{\par\setbox0=\hbox{--\,--\enspace}% third\r
+                \noindent\hangindent\wd0\box0}% order index entry\r
+\r
+\def\indexspace{\par \vskip 10\p@ plus5\p@ minus3\p@\relax}\r
+\r
+\renewenvironment{theindex}\r
+               {\@mkboth{\indexname}{\indexname}%\r
+                \thispagestyle{empty}\parindent\z@\r
+                \parskip\z@ \@plus .3\p@\relax\r
+                \let\item\par\r
+                \def\,{\relax\ifmmode\mskip\thinmuskip\r
+                             \else\hskip0.2em\ignorespaces\fi}%\r
+                \normalfont\small\r
+                \begin{multicols}{2}[\@makeschapterhead{\indexname}]%\r
+                }\r
+                {\end{multicols}}\r
+\r
+\renewcommand\footnoterule{%\r
+  \kern-3\p@\r
+  \hrule\@width 2truecm\r
+  \kern2.6\p@}\r
+  \newdimen\fnindent\r
+  \fnindent1em\r
+\long\def\@makefntext#1{%\r
+    \parindent \fnindent%\r
+    \leftskip \fnindent%\r
+    \noindent\r
+    \llap{\hb@xt@1em{\hss\@makefnmark\ }}\ignorespaces#1}\r
+\r
+\long\def\@makecaption#1#2{%\r
+  \vskip\abovecaptionskip\r
+  \sbox\@tempboxa{{\bfseries #1.} #2}%\r
+  \ifdim \wd\@tempboxa >\hsize\r
+    {\bfseries #1.} #2\par\r
+  \else\r
+    \global \@minipagefalse\r
+    \hb@xt@\hsize{\hfil\box\@tempboxa\hfil}%\r
+  \fi\r
+  \vskip\belowcaptionskip}\r
+\r
+\def\fps@figure{htbp}\r
+\def\fnum@figure{\figurename\thinspace\thefigure}\r
+\def \@floatboxreset {%\r
+        \reset@font\r
+        \small\r
+        \@setnobreak\r
+        \@setminipage\r
+}\r
+\def\fps@table{htbp}\r
+\def\fnum@table{\tablename~\thetable}\r
+\renewenvironment{table}\r
+               {\setlength\abovecaptionskip{0\p@}%\r
+                \setlength\belowcaptionskip{10\p@}%\r
+                \@float{table}}\r
+               {\end@float}\r
+\renewenvironment{table*}\r
+               {\setlength\abovecaptionskip{0\p@}%\r
+                \setlength\belowcaptionskip{10\p@}%\r
+                \@dblfloat{table}}\r
+               {\end@dblfloat}\r
+\r
+\long\def\@caption#1[#2]#3{\par\addcontentsline{\csname\r
+  ext@#1\endcsname}{#1}{\protect\numberline{\csname\r
+  the#1\endcsname}{\ignorespaces #2}}\begingroup\r
+    \@parboxrestore\r
+    \@makecaption{\csname fnum@#1\endcsname}{\ignorespaces #3}\par\r
+  \endgroup}\r
+\r
+% LaTeX does not provide a command to enter the authors institute\r
+% addresses. The \institute command is defined here.\r
+\r
+\newcounter{@inst}\r
+\newcounter{@auth}\r
+\newcounter{auco}\r
+\newdimen\instindent\r
+\newbox\authrun\r
+\newtoks\authorrunning\r
+\newtoks\tocauthor\r
+\newbox\titrun\r
+\newtoks\titlerunning\r
+\newtoks\toctitle\r
+\r
+\def\clearheadinfo{\gdef\@author{No Author Given}%\r
+                   \gdef\@title{No Title Given}%\r
+                   \gdef\@subtitle{}%\r
+                   \gdef\@institute{No Institute Given}%\r
+                   \gdef\@thanks{}%\r
+                   \global\titlerunning={}\global\authorrunning={}%\r
+                   \global\toctitle={}\global\tocauthor={}}\r
+\r
+\def\institute#1{\gdef\@institute{#1}}\r
+\r
+\def\institutename{\par\r
+ \begingroup\r
+ \parskip=\z@\r
+ \parindent=\z@\r
+ \setcounter{@inst}{1}%\r
+ \def\and{\par\stepcounter{@inst}%\r
+ \noindent$^{\the@inst}$\enspace\ignorespaces}%\r
+ \setbox0=\vbox{\def\thanks##1{}\@institute}%\r
+ \ifnum\c@@inst=1\relax\r
+   \gdef\fnnstart{0}%\r
+ \else\r
+   \xdef\fnnstart{\c@@inst}%\r
+   \setcounter{@inst}{1}%\r
+   \noindent$^{\the@inst}$\enspace\r
+ \fi\r
+ \ignorespaces\r
+ \@institute\par\r
+ \endgroup}\r
+\r
+\def\@fnsymbol#1{\ensuremath{\ifcase#1\or\star\or{\star\star}\or\r
+   {\star\star\star}\or \dagger\or \ddagger\or\r
+   \mathchar "278\or \mathchar "27B\or \|\or **\or \dagger\dagger\r
+   \or \ddagger\ddagger \else\@ctrerr\fi}}\r
+\r
+\def\inst#1{\unskip$^{#1}$}\r
+\def\fnmsep{\unskip$^,$}\r
+\def\email#1{{\tt#1}}\r
+\AtBeginDocument{\@ifundefined{url}{\def\url#1{#1}}{}%\r
+\@ifpackageloaded{babel}{%\r
+\@ifundefined{extrasenglish}{}{\addto\extrasenglish{\switcht@albion}}%\r
+\@ifundefined{extrasfrenchb}{}{\addto\extrasfrenchb{\switcht@francais}}%\r
+\@ifundefined{extrasgerman}{}{\addto\extrasgerman{\switcht@deutsch}}%\r
+}{\switcht@@therlang}%\r
+}\r
+\def\homedir{\~{ }}\r
+\r
+\def\subtitle#1{\gdef\@subtitle{#1}}\r
+\clearheadinfo\r
+%\r
+\renewcommand\maketitle{\newpage\r
+  \refstepcounter{chapter}%\r
+  \stepcounter{section}%\r
+  \setcounter{section}{0}%\r
+  \setcounter{subsection}{0}%\r
+  \setcounter{figure}{0}\r
+  \setcounter{table}{0}\r
+  \setcounter{equation}{0}\r
+  \setcounter{footnote}{0}%\r
+  \begingroup\r
+    \parindent=\z@\r
+    \renewcommand\thefootnote{\@fnsymbol\c@footnote}%\r
+    \if@twocolumn\r
+      \ifnum \col@number=\@ne\r
+        \@maketitle\r
+      \else\r
+        \twocolumn[\@maketitle]%\r
+      \fi\r
+    \else\r
+      \newpage\r
+      \global\@topnum\z@   % Prevents figures from going at top of page.\r
+      \@maketitle\r
+    \fi\r
+    \thispagestyle{empty}\@thanks\r
+%\r
+    \def\\{\unskip\ \ignorespaces}\def\inst##1{\unskip{}}%\r
+    \def\thanks##1{\unskip{}}\def\fnmsep{\unskip}%\r
+    \instindent=\hsize\r
+    \advance\instindent by-\headlineindent\r
+    \if!\the\toctitle!\addcontentsline{toc}{title}{\@title}\else\r
+       \addcontentsline{toc}{title}{\the\toctitle}\fi\r
+    \if@runhead\r
+       \if!\the\titlerunning!\else\r
+         \edef\@title{\the\titlerunning}%\r
+       \fi\r
+       \global\setbox\titrun=\hbox{\small\rm\unboldmath\ignorespaces\@title}%\r
+       \ifdim\wd\titrun>\instindent\r
+          \typeout{Title too long for running head. Please supply}%\r
+          \typeout{a shorter form with \string\titlerunning\space prior to\r
+                   \string\maketitle}%\r
+          \global\setbox\titrun=\hbox{\small\rm\r
+          Title Suppressed Due to Excessive Length}%\r
+       \fi\r
+       \xdef\@title{\copy\titrun}%\r
+    \fi\r
+%\r
+    \if!\the\tocauthor!\relax\r
+      {\def\and{\noexpand\protect\noexpand\and}%\r
+      \protected@xdef\toc@uthor{\@author}}%\r
+    \else\r
+      \def\\{\noexpand\protect\noexpand\newline}%\r
+      \protected@xdef\scratch{\the\tocauthor}%\r
+      \protected@xdef\toc@uthor{\scratch}%\r
+    \fi\r
+    \addtocontents{toc}{\noexpand\protect\noexpand\authcount{\the\c@auco}}%\r
+    \addcontentsline{toc}{author}{\toc@uthor}%\r
+    \if@runhead\r
+       \if!\the\authorrunning!\r
+         \value{@inst}=\value{@auth}%\r
+         \setcounter{@auth}{1}%\r
+       \else\r
+         \edef\@author{\the\authorrunning}%\r
+       \fi\r
+       \global\setbox\authrun=\hbox{\small\unboldmath\@author\unskip}%\r
+       \ifdim\wd\authrun>\instindent\r
+          \typeout{Names of authors too long for running head. Please supply}%\r
+          \typeout{a shorter form with \string\authorrunning\space prior to\r
+                   \string\maketitle}%\r
+          \global\setbox\authrun=\hbox{\small\rm\r
+          Authors Suppressed Due to Excessive Length}%\r
+       \fi\r
+       \xdef\@author{\copy\authrun}%\r
+       \markboth{\@author}{\@title}%\r
+     \fi\r
+  \endgroup\r
+  \setcounter{footnote}{\fnnstart}%\r
+  \clearheadinfo}\r
+%\r
+\def\@maketitle{\newpage\r
+ \markboth{}{}%\r
+ \def\lastand{\ifnum\value{@inst}=2\relax\r
+                 \unskip{} \andname\\r
+              \else\r
+                 \unskip \lastandname\\r
+              \fi}%\r
+ \def\and{\stepcounter{@auth}\relax\r
+          \ifnum\value{@auth}=\value{@inst}%\r
+             \lastand\r
+          \else\r
+             \unskip,\r
+          \fi}%\r
+ \begin{center}%\r
+ \let\newline\\\r
+ {\Large \bfseries\boldmath\r
+  \pretolerance=10000\r
+  \@title \par}\vskip .8cm\r
+\if!\@subtitle!\else {\large \bfseries\boldmath\r
+  \vskip -.65cm\r
+  \pretolerance=10000\r
+  \@subtitle \par}\vskip .8cm\fi\r
+ \setbox0=\vbox{\setcounter{@auth}{1}\def\and{\stepcounter{@auth}}%\r
+ \def\thanks##1{}\@author}%\r
+ \global\value{@inst}=\value{@auth}%\r
+ \global\value{auco}=\value{@auth}%\r
+ \setcounter{@auth}{1}%\r
+{\lineskip .5em\r
+\noindent\ignorespaces\r
+\@author\vskip.35cm}\r
+ {\small\institutename}\r
+ \end{center}%\r
+ }\r
+\r
+% definition of the "\spnewtheorem" command.\r
+%\r
+% Usage:\r
+%\r
+%     \spnewtheorem{env_nam}{caption}[within]{cap_font}{body_font}\r
+% or  \spnewtheorem{env_nam}[numbered_like]{caption}{cap_font}{body_font}\r
+% or  \spnewtheorem*{env_nam}{caption}{cap_font}{body_font}\r
+%\r
+% New is "cap_font" and "body_font". It stands for\r
+% fontdefinition of the caption and the text itself.\r
+%\r
+% "\spnewtheorem*" gives a theorem without number.\r
+%\r
+% A defined spnewthoerem environment is used as described\r
+% by Lamport.\r
+%\r
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\r
+\r
+\def\@thmcountersep{}\r
+\def\@thmcounterend{.}\r
+\r
+\def\spnewtheorem{\@ifstar{\@sthm}{\@Sthm}}\r
+\r
+% definition of \spnewtheorem with number\r
+\r
+\def\@spnthm#1#2{%\r
+  \@ifnextchar[{\@spxnthm{#1}{#2}}{\@spynthm{#1}{#2}}}\r
+\def\@Sthm#1{\@ifnextchar[{\@spothm{#1}}{\@spnthm{#1}}}\r
+\r
+\def\@spxnthm#1#2[#3]#4#5{\expandafter\@ifdefinable\csname #1\endcsname\r
+   {\@definecounter{#1}\@addtoreset{#1}{#3}%\r
+   \expandafter\xdef\csname the#1\endcsname{\expandafter\noexpand\r
+     \csname the#3\endcsname \noexpand\@thmcountersep \@thmcounter{#1}}%\r
+   \expandafter\xdef\csname #1name\endcsname{#2}%\r
+   \global\@namedef{#1}{\@spthm{#1}{\csname #1name\endcsname}{#4}{#5}}%\r
+                              \global\@namedef{end#1}{\@endtheorem}}}\r
+\r
+\def\@spynthm#1#2#3#4{\expandafter\@ifdefinable\csname #1\endcsname\r
+   {\@definecounter{#1}%\r
+   \expandafter\xdef\csname the#1\endcsname{\@thmcounter{#1}}%\r
+   \expandafter\xdef\csname #1name\endcsname{#2}%\r
+   \global\@namedef{#1}{\@spthm{#1}{\csname #1name\endcsname}{#3}{#4}}%\r
+                               \global\@namedef{end#1}{\@endtheorem}}}\r
+\r
+\def\@spothm#1[#2]#3#4#5{%\r
+  \@ifundefined{c@#2}{\@latexerr{No theorem environment `#2' defined}\@eha}%\r
+  {\expandafter\@ifdefinable\csname #1\endcsname\r
+  {\global\@namedef{the#1}{\@nameuse{the#2}}%\r
+  \expandafter\xdef\csname #1name\endcsname{#3}%\r
+  \global\@namedef{#1}{\@spthm{#2}{\csname #1name\endcsname}{#4}{#5}}%\r
+  \global\@namedef{end#1}{\@endtheorem}}}}\r
+\r
+\def\@spthm#1#2#3#4{\topsep 7\p@ \@plus2\p@ \@minus4\p@\r
+\refstepcounter{#1}%\r
+\@ifnextchar[{\@spythm{#1}{#2}{#3}{#4}}{\@spxthm{#1}{#2}{#3}{#4}}}\r
+\r
+\def\@spxthm#1#2#3#4{\@spbegintheorem{#2}{\csname the#1\endcsname}{#3}{#4}%\r
+                    \ignorespaces}\r
+\r
+\def\@spythm#1#2#3#4[#5]{\@spopargbegintheorem{#2}{\csname\r
+       the#1\endcsname}{#5}{#3}{#4}\ignorespaces}\r
+\r
+\def\@spbegintheorem#1#2#3#4{\trivlist\r
+                 \item[\hskip\labelsep{#3#1\ #2\@thmcounterend}]#4}\r
+\r
+\def\@spopargbegintheorem#1#2#3#4#5{\trivlist\r
+      \item[\hskip\labelsep{#4#1\ #2}]{#4(#3)\@thmcounterend\ }#5}\r
+\r
+% definition of \spnewtheorem* without number\r
+\r
+\def\@sthm#1#2{\@Ynthm{#1}{#2}}\r
+\r
+\def\@Ynthm#1#2#3#4{\expandafter\@ifdefinable\csname #1\endcsname\r
+   {\global\@namedef{#1}{\@Thm{\csname #1name\endcsname}{#3}{#4}}%\r
+    \expandafter\xdef\csname #1name\endcsname{#2}%\r
+    \global\@namedef{end#1}{\@endtheorem}}}\r
+\r
+\def\@Thm#1#2#3{\topsep 7\p@ \@plus2\p@ \@minus4\p@\r
+\@ifnextchar[{\@Ythm{#1}{#2}{#3}}{\@Xthm{#1}{#2}{#3}}}\r
+\r
+\def\@Xthm#1#2#3{\@Begintheorem{#1}{#2}{#3}\ignorespaces}\r
+\r
+\def\@Ythm#1#2#3[#4]{\@Opargbegintheorem{#1}\r
+       {#4}{#2}{#3}\ignorespaces}\r
+\r
+\def\@Begintheorem#1#2#3{#3\trivlist\r
+                           \item[\hskip\labelsep{#2#1\@thmcounterend}]}\r
+\r
+\def\@Opargbegintheorem#1#2#3#4{#4\trivlist\r
+      \item[\hskip\labelsep{#3#1}]{#3(#2)\@thmcounterend\ }}\r
+\r
+\if@envcntsect\r
+   \def\@thmcountersep{.}\r
+   \spnewtheorem{theorem}{Theorem}[section]{\bfseries}{\itshape}\r
+\else\r
+   \spnewtheorem{theorem}{Theorem}{\bfseries}{\itshape}\r
+   \if@envcntreset\r
+      \@addtoreset{theorem}{section}\r
+   \else\r
+      \@addtoreset{theorem}{chapter}\r
+   \fi\r
+\fi\r
+\r
+%definition of divers theorem environments\r
+\spnewtheorem*{claim}{Claim}{\itshape}{\rmfamily}\r
+\spnewtheorem*{proof}{Proof}{\itshape}{\rmfamily}\r
+\if@envcntsame % alle Umgebungen wie Theorem.\r
+   \def\spn@wtheorem#1#2#3#4{\@spothm{#1}[theorem]{#2}{#3}{#4}}\r
+\else % alle Umgebungen mit eigenem Zaehler\r
+   \if@envcntsect % mit section numeriert\r
+      \def\spn@wtheorem#1#2#3#4{\@spxnthm{#1}{#2}[section]{#3}{#4}}\r
+   \else % nicht mit section numeriert\r
+      \if@envcntreset\r
+         \def\spn@wtheorem#1#2#3#4{\@spynthm{#1}{#2}{#3}{#4}\r
+                                   \@addtoreset{#1}{section}}\r
+      \else\r
+         \def\spn@wtheorem#1#2#3#4{\@spynthm{#1}{#2}{#3}{#4}\r
+                                   \@addtoreset{#1}{chapter}}%\r
+      \fi\r
+   \fi\r
+\fi\r
+\spn@wtheorem{case}{Case}{\itshape}{\rmfamily}\r
+\spn@wtheorem{conjecture}{Conjecture}{\itshape}{\rmfamily}\r
+\spn@wtheorem{corollary}{Corollary}{\bfseries}{\itshape}\r
+\spn@wtheorem{definition}{Definition}{\bfseries}{\itshape}\r
+\spn@wtheorem{example}{Example}{\itshape}{\rmfamily}\r
+\spn@wtheorem{exercise}{Exercise}{\itshape}{\rmfamily}\r
+\spn@wtheorem{lemma}{Lemma}{\bfseries}{\itshape}\r
+\spn@wtheorem{note}{Note}{\itshape}{\rmfamily}\r
+\spn@wtheorem{problem}{Problem}{\itshape}{\rmfamily}\r
+\spn@wtheorem{property}{Property}{\itshape}{\rmfamily}\r
+\spn@wtheorem{proposition}{Proposition}{\bfseries}{\itshape}\r
+\spn@wtheorem{question}{Question}{\itshape}{\rmfamily}\r
+\spn@wtheorem{solution}{Solution}{\itshape}{\rmfamily}\r
+\spn@wtheorem{remark}{Remark}{\itshape}{\rmfamily}\r
+\r
+\def\@takefromreset#1#2{%\r
+    \def\@tempa{#1}%\r
+    \let\@tempd\@elt\r
+    \def\@elt##1{%\r
+        \def\@tempb{##1}%\r
+        \ifx\@tempa\@tempb\else\r
+            \@addtoreset{##1}{#2}%\r
+        \fi}%\r
+    \expandafter\expandafter\let\expandafter\@tempc\csname cl@#2\endcsname\r
+    \expandafter\def\csname cl@#2\endcsname{}%\r
+    \@tempc\r
+    \let\@elt\@tempd}\r
+\r
+\def\theopargself{\def\@spopargbegintheorem##1##2##3##4##5{\trivlist\r
+      \item[\hskip\labelsep{##4##1\ ##2}]{##4##3\@thmcounterend\ }##5}\r
+                  \def\@Opargbegintheorem##1##2##3##4{##4\trivlist\r
+      \item[\hskip\labelsep{##3##1}]{##3##2\@thmcounterend\ }}\r
+      }\r
+\r
+\renewenvironment{abstract}{%\r
+      \list{}{\advance\topsep by0.35cm\relax\small\r
+      \leftmargin=1cm\r
+      \labelwidth=\z@\r
+      \listparindent=\z@\r
+      \itemindent\listparindent\r
+      \rightmargin\leftmargin}\item[\hskip\labelsep\r
+                                    \bfseries\abstractname]}\r
+    {\endlist}\r
+\r
+\newdimen\headlineindent             % dimension for space between\r
+\headlineindent=1.166cm              % number and text of headings.\r
+\r
+\def\ps@headings{\let\@mkboth\@gobbletwo\r
+   \let\@oddfoot\@empty\let\@evenfoot\@empty\r
+   \def\@evenhead{\normalfont\small\rlap{\thepage}\hspace{\headlineindent}%\r
+                  \leftmark\hfil}\r
+   \def\@oddhead{\normalfont\small\hfil\rightmark\hspace{\headlineindent}%\r
+                 \llap{\thepage}}\r
+   \def\chaptermark##1{}%\r
+   \def\sectionmark##1{}%\r
+   \def\subsectionmark##1{}}\r
+\r
+\def\ps@titlepage{\let\@mkboth\@gobbletwo\r
+   \let\@oddfoot\@empty\let\@evenfoot\@empty\r
+   \def\@evenhead{\normalfont\small\rlap{\thepage}\hspace{\headlineindent}%\r
+                  \hfil}\r
+   \def\@oddhead{\normalfont\small\hfil\hspace{\headlineindent}%\r
+                 \llap{\thepage}}\r
+   \def\chaptermark##1{}%\r
+   \def\sectionmark##1{}%\r
+   \def\subsectionmark##1{}}\r
+\r
+\if@runhead\ps@headings\else\r
+\ps@empty\fi\r
+\r
+\setlength\arraycolsep{1.4\p@}\r
+\setlength\tabcolsep{1.4\p@}\r
+\r
+\endinput\r
+%end of file llncs.cls\r

diff --git a/heteropar10/camera_ready/heteropar10.tex b/heteropar10/camera_ready/heteropar10.tex
index fa91744d36046f96ccace73e2f0f32775aaefccf..f284cc7d9711b700e7036d9f7e49c8fdc604167c 100644 (file)
--- a/heteropar10/camera_ready/heteropar10.tex
+++ b/heteropar10/camera_ready/heteropar10.tex
@@ -24,7 +24,7 @@
 \author{Raphaël Couturier, David Laiymani and Sébastien Miquée}
   \authorrunning{R. Couturier, D. Laiymani and S. Miquée} 
   \institute{\vspace{-0.2cm}
 \author{Raphaël Couturier, David Laiymani and Sébastien Miquée}
   \authorrunning{R. Couturier, D. Laiymani and S. Miquée} 
   \institute{\vspace{-0.2cm}

-     University of Franche-Comté \qquad  LIFC laboratory\\%[1mm]
+     University of Franche-Comté \qquad  LIFC laboratory\\

      IUT Belfort-Montb\'eliard, 2 Rue Engel Gros \\ BP 27 90016 Belfort,
      France\\\{{\tt
       raphael.couturier,david.laiymani,sebastien.miquee}\}{\tt
      IUT Belfort-Montb\'eliard, 2 Rue Engel Gros \\ BP 27 90016 Belfort,
      France\\\{{\tt
       raphael.couturier,david.laiymani,sebastien.miquee}\}{\tt


@@ -116,24 +116,20 @@ algorithms, AIAC-QM (for \textit{AIAC Quick-quality Map}) and F-EC
 (for \textit{Farhat Edges-Cuts}) showed an important performances
 improvement by significantly reducing the application execution
 time. These experiments were performed by using the fully fault
 (for \textit{Farhat Edges-Cuts}) showed an important performances
 improvement by significantly reducing the application execution
 time. These experiments were performed by using the fully fault

-tolerant JaceP2P-V2 environment, described in next section.
-%This Java based platform is an executing and developing
-%environment dedicated to the AIAC model. By implementing a distributed
-%backup/restore mechanism it is also fully fault
-%tolerant\cite{jaceP2P-v2}. 
-In our previous experiments we did not introduce computing nodes
-failures during the computation. As architecture heterogeneity
-continually evolves according to computing nodes volatility, we have
-to take care more precisely about the heterogeneity of the target
-platform. Thus in this paper our main contribution is to propose a new
-mapping algorithm called MAHEVE (\textit{Mapping Algorithm for
-  HEterogeneous and Volatile Environments}).  This algorithm
-explicitly tackles the heterogeneity issue and introduces a level of
-dynamism in order to adapt itself to the fault tolerance
-mechanisms. Our experiments show gains up to $65\%$ on application
-execution time, with faults during executions, which is about 10
-points better than AIAC-QM and about 25 points better than F-EC, and
-MAHEVE also outperforms them in experiments with no fault during executions.
+tolerant JaceP2P-V2 environment, described in next section.  In our
+previous experiments we did not introduce computing nodes failures
+during the computation. As architecture heterogeneity continually
+evolves according to computing nodes volatility, we have to take care
+more precisely about the heterogeneity of the target platform. Thus in
+this paper our main contribution is to propose a new mapping algorithm
+called MAHEVE (\textit{Mapping Algorithm for HEterogeneous and
+  Volatile Environments}).  This algorithm explicitly tackles the
+heterogeneity issue and introduces a level of dynamism in order to
+adapt itself to the fault tolerance mechanisms. Our experiments show
+gains up to $65\%$ on application execution time, with faults during
+executions, which is about 10 points better than AIAC-QM and about 25
+points better than F-EC, and MAHEVE also outperforms them in
+experiments with no fault during executions.

 
 
 The rest of this paper is organized as
 
 
 The rest of this paper is organized as


@@ -200,10 +196,6 @@ on the JaceP2P-V2 platform, interested readers can refer to
 \label{sec:pbmodelapp}
 
 
 \label{sec:pbmodelapp}
 
 

-%With the AIAC model, all tasks compute in parallel at the same time,
-%without precedence nor synchronization. During an iteration, each task
-%computes its job and sends its results to its neighbors, and
-%immediately starts the next iteration. 

 The TIG\cite{tig1} (\textit{Task Interaction Graph}) model is the most
 appropriate to our problem, as it only models relationships between
 tasks. In this model, all the tasks are considered simultaneously
 The TIG\cite{tig1} (\textit{Task Interaction Graph}) model is the most
 appropriate to our problem, as it only models relationships between
 tasks. In this model, all the tasks are considered simultaneously