ReproducibleOperations Research     IV Jornadas R                                         Reproducible Operations Research...
ReproducibleOperations Research              Outline     IV Jornadas R  Emilio L. CanoJavier M. Moguerza                  ...
ReproducibleOperations Research              Outline     IV Jornadas R  Emilio L. CanoJavier M. Moguerza                  ...
ReproducibleOperations Research              Reproducible OResearch     IV Jornadas R  Emilio L. CanoJavier M. MoguerzaInt...
ReproducibleOperations Research              Workflow     IV Jornadas R  Emilio L. CanoJavier M. MoguerzaIntroduction      ...
ReproducibleOperations Research              Approaches     IV Jornadas R  Emilio L. CanoJavier M. Moguerza               ...
ReproducibleOperations Research              Outline     IV Jornadas R  Emilio L. CanoJavier M. Moguerza                  ...
ReproducibleOperations Research              R as an Integrated Environment     IV Jornadas R  Emilio L. CanoJavier M. Mog...
ReproducibleOperations Research              Symbolic Model Specification     IV Jornadas R  Emilio L. CanoJavier M. Moguer...
ReproducibleOperations Research              Data-driven Modelling     IV Jornadas R  Emilio L. CanoJavier M. MoguerzaIntr...
ReproducibleOperations Research              Sets and Indices     IV Jornadas R  Emilio L. Cano                           ...
ReproducibleOperations Research              Decision Variables     IV Jornadas R  Emilio L. CanoJavier M. Moguerza       ...
ReproducibleOperations Research              Parameters     IV Jornadas R  Emilio L. CanoJavier M. Moguerza               ...
ReproducibleOperations Research              Equations     IV Jornadas R  Emilio L. CanoJavier M. Moguerza                ...
ReproducibleOperations Research              Equations (cont.)     IV Jornadas R  Emilio L. CanoJavier M. MoguerzaIntroduc...
ReproducibleOperations Research              Complete Model     IV Jornadas R  Emilio L. CanoJavier M. MoguerzaIntroductio...
ReproducibleOperations Research              Outline     IV Jornadas R  Emilio L. CanoJavier M. Moguerza                  ...
ReproducibleOperations Research              Objective     IV Jornadas R  Emilio L. CanoJavier M. MoguerzaIntroduction Rep...
ReproducibleOperations Research              Consortium     IV Jornadas R  Emilio L. CanoJavier M. MoguerzaIntroduction Re...
ReproducibleOperations Research              EnRiMa DSS     IV Jornadas R  Emilio L. CanoJavier M. MoguerzaIntroduction Re...
ReproducibleOperations Research              Decision Scope     IV Jornadas R  Emilio L. CanoJavier M. MoguerzaIntroductio...
ReproducibleOperations Research              Instance     IV Jornadas R  Emilio L. CanoJavier M. MoguerzaIntroduction Repr...
ReproducibleOperations Research              Instance (cont.)     IV Jornadas R  Emilio L. CanoJavier M. Moguerza         ...
ReproducibleOperations Research              Problem     IV Jornadas R  Emilio L. Cano                   > wProblem(exampl...
ReproducibleOperations Research              Problem (cont.)     IV Jornadas R                                    Positive...
ReproducibleOperations Research              Architecture     IV Jornadas R  Emilio L. CanoJavier M. MoguerzaIntroduction ...
ReproducibleOperations Research              Architecture (cont.)     IV Jornadas R  Emilio L. CanoJavier M. MoguerzaIntro...
ReproducibleOperations Research              DSS Integration     IV Jornadas R  Emilio L. CanoJavier M. MoguerzaIntroducti...
ReproducibleOperations Research              Solution and report     IV Jornadas R                                   Sweav...
ReproducibleOperations Research              Solution and report (cont.)     IV Jornadas R  Emilio L. Cano                ...
ReproducibleOperations Research              Solution and report (cont.)     IV Jornadas R  Emilio L. CanoJavier M. Moguer...
ReproducibleOperations Research              Summary     IV Jornadas R  Emilio L. CanoJavier M. Moguerza                  ...
ReproducibleOperations Research              Summary     IV Jornadas R  Emilio L. CanoJavier M. Moguerza                  ...
ReproducibleOperations Research              Acknowledgements     IV Jornadas R  Emilio L. CanoJavier M. MoguerzaIntroduct...
ReproducibleOperations Research              References     IV Jornadas R  Emilio L. CanoJavier M. Moguerza               ...
ReproducibleOperations Research              Discussion     IV Jornadas R  Emilio L. CanoJavier M. MoguerzaIntroduction Re...
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Investigación Operativa Reproducible. Aplicación a la o o optimización de sistemas energéticos

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Investigación Operativa Reproducible. Aplicación a la o o optimización de sistemas energéticos

  1. 1. ReproducibleOperations Research IV Jornadas R Reproducible Operations Research. Emilio L. CanoJavier M. Moguerza An Application to Energy SystemsIntroduction Reproducible Research OptimizationFramework Symbolic Model Specification Investigaci´n Operativa Reproducible. Aplicaci´n a la o oApplication optimizaci´n de sistemas energ´ticos o e EnRiMa Project DSS Description Solver Manager Reporting Emilio L. Cano1 Javier M. Moguerza1 Bibliography 1 DEIO, Universidad Rey Juan Carlos, Madrid IV Jornadas de Usuarios de R, Barcelona 15 y 16 de noviembre de 2012 IV Jornadas de Usuarios de R, 2012 1/35
  2. 2. ReproducibleOperations Research Outline IV Jornadas R Emilio L. CanoJavier M. Moguerza 1 IntroductionIntroduction Reproducible Research Reproducible ResearchFramework Symbolic Model SpecificationApplication 2 Integrated Framework EnRiMa Project DSS Description Symbolic Model Specification Solver Manager Reporting Bibliography 3 Application The EnRima Project DSS Description Solver Manager Reporting IV Jornadas de Usuarios de R, 2012 2/35
  3. 3. ReproducibleOperations Research Outline IV Jornadas R Emilio L. CanoJavier M. Moguerza 1 IntroductionIntroduction Reproducible Research Reproducible ResearchFramework Symbolic Model SpecificationApplication 2 Integrated Framework EnRiMa Project DSS Description Symbolic Model Specification Solver Manager Reporting Bibliography 3 Application The EnRima Project DSS Description Solver Manager Reporting IV Jornadas de Usuarios de R, 2012 3/35
  4. 4. ReproducibleOperations Research Reproducible OResearch IV Jornadas R Emilio L. CanoJavier M. MoguerzaIntroduction Reproducible ResearchFramework Symbolic Model SpecificationApplication EnRiMa Project DSS Description Solver Manager Reporting Bibliography The goal of reproducible research is to tie specific instructions to data analysis and experimental data so that results can be recreated, better understood and verified IV Jornadas de Usuarios de R, 2012 4/35
  5. 5. ReproducibleOperations Research Workflow IV Jornadas R Emilio L. CanoJavier M. MoguerzaIntroduction Needs Reproducible ResearchFramework Statistical Software Symbolic Model SpecificationApplication Data Visualization EnRiMa Project DSS Description Solver Manager Data Analysis Reporting Bibliography Mathematical Representation Solver Input Generation Output Documentation IV Jornadas de Usuarios de R, 2012 5/35
  6. 6. ReproducibleOperations Research Approaches IV Jornadas R Emilio L. CanoJavier M. Moguerza Copy-pasteIntroduction Reproducible ResearchFramework Inconsistencies Symbolic Model SpecificationApplication Errors EnRiMa Project DSS Description Solver Manager Out-of-date Reporting Bibliography non-reproducible Painful changes Black box Compiled software for specific solutions IV Jornadas de Usuarios de R, 2012 6/35
  7. 7. ReproducibleOperations Research Outline IV Jornadas R Emilio L. CanoJavier M. Moguerza 1 IntroductionIntroduction Reproducible Research Reproducible ResearchFramework Symbolic Model SpecificationApplication 2 Integrated Framework EnRiMa Project DSS Description Symbolic Model Specification Solver Manager Reporting Bibliography 3 Application The EnRima Project DSS Description Solver Manager Reporting IV Jornadas de Usuarios de R, 2012 7/35
  8. 8. ReproducibleOperations Research R as an Integrated Environment IV Jornadas R Emilio L. CanoJavier M. Moguerza AdvantagesIntroduction Open Source Reproducible ResearchFramework Reproducible Research and Literate Programming Symbolic Model SpecificationApplication capabilities. EnRiMa Project DSS Description Solver Manager Integrated framework for SMS, data, equations Reporting Bibliography and solvers. Data Analysis (pre- and post-), graphics and reporting. IV Jornadas de Usuarios de R, 2012 8/35
  9. 9. ReproducibleOperations Research Symbolic Model Specification IV Jornadas R Emilio L. CanoJavier M. MoguerzaIntroduction The SMS contains the mathematical Reproducible Research representation of optimization models forFramework Symbolic Model Specification all relevant energy subsystems and theirApplication EnRiMa Project interactions. DSS Description Solver Manager Reporting This mathematical representation is Bibliography composed of variables, parameters, and relations between them. Individual entities (variables and parameters) are identified through the indices representing the elements in different set. IV Jornadas de Usuarios de R, 2012 9/35
  10. 10. ReproducibleOperations Research Data-driven Modelling IV Jornadas R Emilio L. CanoJavier M. MoguerzaIntroduction Reproducible ResearchFramework Symbolic Model SpecificationApplication EnRiMa Project DSS Description Solver Manager Reporting Bibliography IV Jornadas de Usuarios de R, 2012 10/35
  11. 11. ReproducibleOperations Research Sets and Indices IV Jornadas R Emilio L. Cano > head(SMSsets(model1SMS)[,c(1,3,4,6,7,8,9)])Javier M. Moguerza id tag sDes loc inSet aux subSetIntroduction 1 1 NA Energy-creating technology sub NA NA FALSE Reproducible Research 2 2 NA Energy-storing technology sub NA NA FALSEFramework 3 3 NA Type of energy sub NA NA FALSE Symbolic Model Specification 4 4 NA Type of pollutant sub NA NA FALSE 5 5 NA Energy market sub NA NA FALSEApplication EnRiMa Project 6 6 NA Long-term period sup NA NA FALSE DSS Description Solver Manager > cat(getSets(model1SMS, format = "tex", compact = FALSE)) Reporting Bibliography begin{description} item[$i$] Energy-creating technology. item[$j$] Energy-storing technology. item[$k$] Type of energy. item[$l$] Type of pollutant. item[$n$] Energy market. item[$p$] Long-term period. item[$m$] Mid-term period. item[$t$] Short-term period. item[$a$] Technology age. a = 0,...,P-1 end{description} IV Jornadas de Usuarios de R, 2012 11/35
  12. 12. ReproducibleOperations Research Decision Variables IV Jornadas R Emilio L. CanoJavier M. Moguerza > head(SMSvars(model1SMS)[,c(1,2,4, 7,9)])Introduction id symbol sDes units ind Reproducible Research 1 1 si Generators to be installed Devices 1, 6Framework 2 2 sd Generators to be decommissioned Devices 1, 6, 9 Symbolic Model Specification 3 3 s Available generation capacity kW 1, 6Application 4 4 xi Storing devices to be installed Devices 2, 6 EnRiMa Project 5 5 xd Storing devices to be decommissioned Devices 2, 6, 9 DSS Description 6 6 x Available storing capacity kWh 2, 6 Solver Manager Reporting > cat(getVars(model1SMS, format = "tex")) Bibliography begin{description} ... ... item[$ mathit{s}_{i}^{p}$] Available generation capacity (kW). ... ... item[$ mathit{r}_{j,k}^{p,m,t}$] Energy stored (kWh). item[$ mathit{c}_{}^{}$] TotalCost (EUR). item[$ mathit{e}_{}^{p,m,t}$] Primary energy consumed (kWh). end{description} IV Jornadas de Usuarios de R, 2012 12/35
  13. 13. ReproducibleOperations Research Parameters IV Jornadas R Emilio L. CanoJavier M. Moguerza > head(SMSpars(model1SMS)[, c(1,2,4,7, 10)])Introduction id symbol sDes units ind Reproducible Research 1 1 D Energy demand kWh 3, 6, 7, 8Framework 2 2 G Generation capacity kW/Device 1 Symbolic Model Specification 3 3 GS Storage capacity kW/Device 2Application 4 4 AG Generation aging factor kW/kWh 1, 11 EnRiMa Project 5 5 AS Storage aging factor kW/kW 2, 11 DSS Description 6 6 AV Technology availability factor kW/kW 1, 6, 7, 8 Solver Manager Reporting > cat(getPars(model1SMS, format = "tex")) Bibliography begin{description} item[$ mathit{D}_{k}^{p,m,t}$] Energy demand (kWh). item[$ mathit{G}_{i}^{}$] Generation capacity (kW/Device). item[$ mathit{GS}_{j}^{}$] Storage capacity (kW/Device). ... ... item[$ mathit{IL}_{}^{}$] Investment limit (EUR). ... ... end{description} IV Jornadas de Usuarios de R, 2012 13/35
  14. 14. ReproducibleOperations Research Equations IV Jornadas R Emilio L. CanoJavier M. Moguerza > head(SMSeqs(model1SMS)[,c(1,2,6,7,8)])Introduction id symbol nature relation domain Reproducible Research 1 1 eqAvailg constraint eq 1, 6Framework 2 2 eqAvails constraint eq 2, 6 Symbolic Model Specification 3 3 eqDecomLimg constraint lte 1, 6Application 4 4 eqDecomLims constraint lte 2, 6 EnRiMa Project 5 5 eqEnergyBal constraint gte 3, 6, 7, 8 DSS Description 6 6 eqOutputCalc constraint eq 1, 6, 7, 8, 20 Solver Manager Reporting > head(model1SMS@terms[,c(1,6,7,8,9,10,11)]) Bibliography id eq side parent nature item setSums 1 1 1 l NA vars 3 NA 2 2 1 r NA pars 2 NA 3 3 1 r 2 pars 4 NA 4 4 1 r 3 vars 1 NA 5 5 1 r 3 vars 2 NA 6 1 2 l NA vars 6 NA > cat(getEq(model1SMS, 1, format = "tex")) IV Jornadas de Usuarios de R, 2012 14/35
  15. 15. ReproducibleOperations Research Equations (cont.) IV Jornadas R Emilio L. CanoJavier M. MoguerzaIntroduction Reproducible ResearchFramework mathit{s}_{i}^{p} = mathit{G}_{i}^{} cdot Symbolic Model Specification sum _{ mathit{a} leq mathit{p} , mathit{a}Application geq mathit{0} } mathit{AG}_{i}^{mathit{p}-mathit{a}} EnRiMa Project cdot left ( mathit{si}_{i}^{mathit{a}}- DSS Description sum _{ mathit{a} leq mathit{p} , Solver Manager Reporting mathit{a} > mathit{a} } Bibliography mathit{sd}_{i}^{mathit{a},mathit{a}} right) qquad forall ;i in mathcal{I},; p in mathcal{P} IV Jornadas de Usuarios de R, 2012 15/35
  16. 16. ReproducibleOperations Research Complete Model IV Jornadas R Emilio L. CanoJavier M. MoguerzaIntroduction Reproducible ResearchFramework Symbolic Model SpecificationApplication EnRiMa Project DSS Description Solver Manager Reporting Bibliography IV Jornadas de Usuarios de R, 2012 16/35
  17. 17. ReproducibleOperations Research Outline IV Jornadas R Emilio L. CanoJavier M. Moguerza 1 IntroductionIntroduction Reproducible Research Reproducible ResearchFramework Symbolic Model SpecificationApplication 2 Integrated Framework EnRiMa Project DSS Description Symbolic Model Specification Solver Manager Reporting Bibliography 3 Application The EnRima Project DSS Description Solver Manager Reporting IV Jornadas de Usuarios de R, 2012 17/35
  18. 18. ReproducibleOperations Research Objective IV Jornadas R Emilio L. CanoJavier M. MoguerzaIntroduction Reproducible ResearchFramework Symbolic Model SpecificationApplication EnRiMa Project DSS Description Solver Manager Reporting Bibliography The overall objective of EnRiMa is to develop a decision-support system (DSS) for operators of energy-efficient buildings and spaces of public use. IV Jornadas de Usuarios de R, 2012 18/35
  19. 19. ReproducibleOperations Research Consortium IV Jornadas R Emilio L. CanoJavier M. MoguerzaIntroduction Reproducible ResearchFramework Symbolic Model SpecificationApplication EnRiMa Project DSS Description Solver Manager Reporting Bibliography IV Jornadas de Usuarios de R, 2012 19/35
  20. 20. ReproducibleOperations Research EnRiMa DSS IV Jornadas R Emilio L. CanoJavier M. MoguerzaIntroduction Reproducible ResearchFramework Symbolic Model SpecificationApplication EnRiMa Project DSS Description Solver Manager Reporting Bibliography IV Jornadas de Usuarios de R, 2012 20/35
  21. 21. ReproducibleOperations Research Decision Scope IV Jornadas R Emilio L. CanoJavier M. MoguerzaIntroduction EnRiMaDSS Reproducible Research Strate ic g Strategic DVs ModuleFramework Symbolic Model SpecificationApplication Strategic Upper-Level EnRiMa Project Constraints Operational DVs DSS Description Solver Manager Reporting Upper-Level Lower-Level Bibliography Energy-Balance Operational DVs Constraints Lower-Level Energy-Balance Operational Constraints Module IV Jornadas de Usuarios de R, 2012 21/35
  22. 22. ReproducibleOperations Research Instance IV Jornadas R Emilio L. CanoJavier M. MoguerzaIntroduction Reproducible ResearchFramework Symbolic Model SpecificationApplication EnRiMa Project DSS Description Solver Manager Reporting Bibliography IV Jornadas de Usuarios de R, 2012 22/35
  23. 23. ReproducibleOperations Research Instance (cont.) IV Jornadas R Emilio L. CanoJavier M. Moguerza > instancePars(model1Instance, "CI")[sort(sample(1:975, 10, FALSE )),]Introduction Reproducible Research i p a valueFramework 251 CHP 22 19 1021.45984 Symbolic Model Specification 313 CHP 25 12 830.54032Application 450 PV 16 4 18.57636 EnRiMa Project 476 PV 17 14 24.96507 DSS Description Solver Manager 517 PV 20 1 17.00000 Reporting 578 PV 22 21 30.70389 Bibliography 581 PV 23 2 17.51000 586 PV 23 7 20.29889 669 Wind 6 3 212.18000 758 Wind 15 2 206.00000 > instanceSets(model1Instance, c("i")) [1] "CHP" "PV" "Wind" IV Jornadas de Usuarios de R, 2012 23/35
  24. 24. ReproducibleOperations Research Problem IV Jornadas R Emilio L. Cano > wProblem(example1Instance, "basicExample.gms", "gams", "lp")Javier M. MoguerzaIntroduction *GAMS file created with R Reproducible Research $if NOT set outfile $set outfile outSolFramework Sets Symbolic Model Specification i Technology / RTE, PV, CHP/ j Period / winter, spring, summer, autumn/Application t Year / 2013, 2014, 2015, 2016, 2017/ EnRiMa Project ; DSS Description ... Solver Manager parameter Reporting D(j,t) Demand Level Bibliography / winter .2013 = 5.25 spring .2013 = 5.83333333333333 ... autumn .2017 = 7.75833333333333 / ; Variables x(i, t) y(i, j, t) s(i, t) z ; Positive variable x ; IV Jornadas de Usuarios de R, 2012 24/35
  25. 25. ReproducibleOperations Research Problem (cont.) IV Jornadas R Positive variable y ; Emilio L. Cano Positive variable s ;Javier M. Moguerza ; EquationsIntroduction eqAvail (i,t) Available technologies capacity calculation Reproducible Research eqDemand (j,t) Production plan for demandFramework eqCapacity (i,j,t) Technologies capacity Cost Total Cost Symbolic Model Specification ;Application EnRiMa Project eqAvail(i,t) .. s(i,t) =e= s(i,t-1)+x(i,t)-x(i,t-LT(i)) ; DSS Description eqDemand(j,t) .. Sum((i), y(i,j,t)) =e= D(j,t) ; Solver Manager eqCapacity(i,j,t) .. y(i,j,t) =l= G(i,j,t)*s(i,t) ; Cost .. z =e= Sum((t), (Sum((i), CI(i,t)*x(i,t))+Sum((i,j), CO(i,j,t)*DT(j,t)*y(i,j,t)))) Reporting Bibliography Model Deterministic1 /all/; solve Deterministic1 using lp minimizing z ; scalars modelstat, solvestat, obj; modelstat = Deterministic1.modelstat; solvestat = Deterministic1.solvestat; obj = Deterministic1.objVal; execute_unload %outfile%, modelstat, solvestat, obj, x, y, s, z ; IV Jornadas de Usuarios de R, 2012 25/35
  26. 26. ReproducibleOperations Research Architecture IV Jornadas R Emilio L. CanoJavier M. MoguerzaIntroduction Reproducible ResearchFramework Symbolic Model SpecificationApplication EnRiMa Project DSS Description Solver Manager Reporting Bibliography IV Jornadas de Usuarios de R, 2012 26/35
  27. 27. ReproducibleOperations Research Architecture (cont.) IV Jornadas R Emilio L. CanoJavier M. MoguerzaIntroduction Reproducible ResearchFramework Symbolic Model SpecificationApplication > # .... Data preparation EnRiMa Project > load("./data/exampleCMS.RData") DSS Description Solver Manager > wProblem(mod1Instance, "example.gms", "gams", "lp") Reporting > # Bibliography > # solve > gams("example.gms --outfile=exampleSol.gdx") > # > ## import solution > oldOpt <- options(stringsAsFactors= FALSE) > importGams(model1Instance)<- "exampleSol.gdx" > options(oldOpt) > # > getsolution(model1Instance) IV Jornadas de Usuarios de R, 2012 27/35
  28. 28. ReproducibleOperations Research DSS Integration IV Jornadas R Emilio L. CanoJavier M. MoguerzaIntroduction Reproducible ResearchFramework Symbolic Model SpecificationApplication EnRiMa Project DSS Description Solver Manager Reporting Bibliography IV Jornadas de Usuarios de R, 2012 28/35
  29. 29. ReproducibleOperations Research Solution and report IV Jornadas R Sweave file example: Emilio L. CanoJavier M. Moguerza %Introduction documentclass[a4paper]{article} Reproducible Research usepackage{Sweave}Framework Symbolic Model Specification title{Example Symbolic Model Specification}Application author{urjc} EnRiMa Project DSS Description begin{document} Solver Manager Reporting Bibliography maketitle section{Data analysis} <<>>= # Some code for importing the # Symbolic Model and analyzing the # input data ... #Generate tex file wProblem(myImplem, filename = "myImplem.tex", IV Jornadas de Usuarios de R, 2012 29/35
  30. 30. ReproducibleOperations Research Solution and report (cont.) IV Jornadas R Emilio L. Cano format = "tex",Javier M. Moguerza solver = "lp" ) #generate gams fileIntroduction wProblem(initStochImplem, Reproducible Research filename = "myImplem.gms",Framework format = "gams", Symbolic Model Specification solver = "lp" )Application @ EnRiMa Project DSS Description section{Symbolic Model Specification} Solver Manager %Write the LaTeX equations Reporting Bibliography input{myImplem} section{Call to solver} <<>>= require(gdxrrw) gams("myImplem.gms --outfile=mySol.gdx") @ section{Solution Analysis} <<>>= lst <- list(name=solvestat,form=full,compress=TRUE) IV Jornadas de Usuarios de R, 2012 30/35
  31. 31. ReproducibleOperations Research Solution and report (cont.) IV Jornadas R Emilio L. CanoJavier M. Moguerza solverResults <- rgdx("mySol.gdx", lst) #Some analysis and charts over solverResults objectIntroduction @ Reproducible ResearchFramework end{document} Symbolic Model SpecificationApplication Optimisation Result − Operational Decisions Energy Prices Simulation EnRiMa Project 0.6 RTE DSS Description 20 Solver Manager 0.4 Reporting 15 PP Bibliography 10 0.2 Price (EUR/kWh) Operation Level 5 Energy Type Electricity NG CHP PV 0.6 20 15 0.4 SP 10 0.2 5 2013 2014 2015 2016 2017 2013 2014 2015 2016 2017 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 Time Periods Technology by Year IV Jornadas de Usuarios de R, 2012 31/35
  32. 32. ReproducibleOperations Research Summary IV Jornadas R Emilio L. CanoJavier M. Moguerza In this presentation the method used toIntroduction represent and solve the optimization Reproducible ResearchFramework models developed within the EnRiMa Symbolic Model SpecificationApplication DSS have been described EnRiMa Project DSS Description Solver Manager Reporting Bibliography IV Jornadas de Usuarios de R, 2012 32/35
  33. 33. ReproducibleOperations Research Summary IV Jornadas R Emilio L. CanoJavier M. Moguerza In this presentation the method used toIntroduction represent and solve the optimization Reproducible ResearchFramework models developed within the EnRiMa Symbolic Model SpecificationApplication DSS have been described EnRiMa Project DSS Description Solver Manager Reporting Outlook Bibliography Algebraic Modeling Languages for R solvers and APIs Extend representation formats: HTML, ODF, . . . Further formats: AMPL, XML, . . . user-friendly input release roptim library IV Jornadas de Usuarios de R, 2012 32/35
  34. 34. ReproducibleOperations Research Acknowledgements IV Jornadas R Emilio L. CanoJavier M. MoguerzaIntroduction R-project Reproducible ResearchFramework Symbolic Model Specification GAMS SoftwareApplication EnRiMa Project EnRiMa project partners DSS Description Solver Manager Reporting This work has been partially funded by the projects: Bibliography Energy Efficiency and Risk Management in Public Buildings (EnRiMa) EC’s FP7 project (number 260041) Project RIESGOS-CM: code S2009/ESP-1685 AGORANET project (IPT-430000-2010-32) HAUS: IPT-2011-1049-430000 EDUCALAB: IPT-2011-1071-430000 DEMOCRACY4ALL: IPT-2011-0869-430000 CORPORATE COMMUNITY: IPT-2011-0871-430000 IV Jornadas de Usuarios de R, 2012 33/35
  35. 35. ReproducibleOperations Research References IV Jornadas R Emilio L. CanoJavier M. Moguerza COIN-OR Foundation. Internet, 2012. URL http://www.coin-or.org/.Introduction retrieved 2012-06-12. Reproducible Research EnRiMa. Energy efficiency and risk management in public buildings.Framework www.enrima-project.eu, 2012. Symbolic Model Specification GAMS. gdxrrw: interfacing gams and R. Internet, 2012. URLApplication http://support.gams-software.com/doku.php?id=gdxrrw: EnRiMa Project interfacing_gams_and_r. retrieved 2012-03-06. DSS Description Solver Manager Josef Kallrath. Algebraic modeling languages: Introduction and overview. In Reporting Bibliography Josef Kallrath, editor, Algebraic Modeling Systems, volume 104 of Applied Optimization, pages 3–10. Springer Berlin Heidelberg, 2012. ISBN 978-3-642-23591-7. doi: 10.1007/978-3-642-23592-4 1. URL http://dx.doi.org/10.1007/978-3-642-23592-4_1. R Development Core Team. R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria, 2012. URL http://www.R-project.org/. ISBN 3-900051-07-0. Stefan Theussl. CRAN task view: Optimization and mathematical programming, 2012. URL http://cran.r-project.org/. IV Jornadas de Usuarios de R, 2012 34/35
  36. 36. ReproducibleOperations Research Discussion IV Jornadas R Emilio L. CanoJavier M. MoguerzaIntroduction Reproducible ResearchFramework Symbolic Model SpecificationApplication ¡ Gracias ! EnRiMa Project DSS Description Solver Manager Reporting Bibliography emilio.lopez@urjc.es @emilopezcano IV Jornadas de Usuarios de R, 2012 35/35

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