Optimization and Learning. 5th International Conference, OLA 2022 Syracuse, Sicilia, Italy, July 18–20, 2022 Proceedings PDF
Preview Optimization and Learning. 5th International Conference, OLA 2022 Syracuse, Sicilia, Italy, July 18–20, 2022 Proceedings
Bernabé Dorronsoro Mario Pavone Amir Nakib El-Ghazali Talbi (Eds.) Communications in Computer and Information Science 1684 Optimization and Learning 5th International Conference, OLA 2022 Syracuse, Sicilia, Italy, July 18–20, 2022 Proceedings Communications in Computer and Information Science 1684 EditorialBoardMembers JoaquimFilipe PolytechnicInstituteofSetúbal,Setúbal,Portugal AshishGhosh IndianStatisticalInstitute,Kolkata,India RaquelOliveiraPrates FederalUniversityofMinasGerais(UFMG),BeloHorizonte,Brazil LizhuZhou TsinghuaUniversity,Beijing,China Moreinformationaboutthisseriesathttps://link.springer.com/bookseries/7899 · · Bernabé Dorronsoro Mario Pavone · Amir Nakib El-Ghazali Talbi (Eds.) Optimization and Learning 5th International Conference, OLA 2022 Syracuse, Sicilia, Italy, July 18–20, 2022 Proceedings Editors BernabéDorronsoro MarioPavone UniversidaddeCádiz UniversityofCatania Cadiz,Spain Catania,Italy AmirNakib El-GhazaliTalbi UniversityofParis-Est UniversitédeLille Paris,France Lille,France ISSN 1865-0929 ISSN 1865-0937 (electronic) CommunicationsinComputerandInformationScience ISBN 978-3-031-22038-8 ISBN 978-3-031-22039-5 (eBook) https://doi.org/10.1007/978-3-031-22039-5 ©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicense toSpringerNatureSwitzerlandAG2022 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartofthe material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodologynow knownorhereafterdeveloped. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. Thepublisher,theauthors,andtheeditorsaresafetoassumethattheadviceandinformationinthisbookare believedtobetrueandaccurateatthedateofpublication.Neitherthepublishernortheauthorsortheeditors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregardtojurisdictionalclaimsin publishedmapsandinstitutionalaffiliations. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface This book compiles the best submitted papers to the Fourth International Conference onOptimizationandLearning(OLA2022),whichtookplaceinSyracuse,Italy,from July 18 to July 20, 2022. The main objective of OLA 2022 was to attract influential researchers from all over the world in the fields of complex problems optimization, machine learning, and deep learning to discuss the synergies between these research fieldsandtheirapplicationsforreal-worldproblems,amongstotherthings.Theconfer- enceaimstobuildaniceatmospherewhererelevantresearcherspresenttheirinnovative works. ThreecategoriesofpaperswereconsideredinOLA2022,namely,ongoingresearch works,highimpactjournalpublications(bothintheshapeofanextendedabstract),and regularpaperswithnovelcontentsandimportantcontributions.Aselectionofthebest papersinthislattercategoryispublishedinthisbook. Theconference receivedatotalof52papers,ofwhich46werepresentedatOLA 2022edition.Thepresentationswerearrangedintoninesessions,coveringtopicssuch astheuseofoptimizationmethodstoenhancelearningtechniques,theuseoflearning techniquestoimprovetheperformanceofoptimizationmethods,advancedoptimization methodsandtheirapplications,machineanddeeplearningtechniques,orapplications of learning and optimization tools to transportation and routing, scheduling, or other real-worldproblems. The top 18 papers, according to review score, are included in this book, which is 30.8%ofallsubmittedpapers.Alloftheselectedpaperswerereviewedinasingle-blind process,witheachpaperreceivingatleastthreereviews. July2022 BernabéDorronsoro MarioPavone AmirNakib El-GhazaliTalbi Organization ConferenceChairs MarioPavone UniversityofCatania,Italy LionelAmodeo UniversitédeTechnologiedeTroyes,France ProgramChairs BernabeDorronsoro UniversityofCadiz,Spain AmirNakib UniversityofParis-EstCreteil,France SteeringCommitteeChair El-GhazaliTalbi UniversityLilleandInria,France OrganizationCommittee JeremySadet UniversityValenciennes,France RachidEllaia EMIandMohamedVUniversityofRabat, Morocco RoccoA.Scollo UniversityofCatania,Italy AntonioM.Spampinato UniversityofCatania,Italy GeorgiaFargetta UniversityofCatania,Italy CarolinaCrespi UniversityofCatania,Italy PublicityChairs JuanJ.Durillo LeibnizSupercomputingCenter,Germany GrégoireDanoy UniversityofLuxembourg,Luxembourg ProgramCommittee LionelAmodeo UniversitédeTechnologiedeTroyes,France Mehmet-EminAydin UniversityofBedfordshire,UK MathieuBalesdent ONERA,France PascalBouvry UniversityofLuxembourg,Luxembourg LoïcBrevault ONERA,France MatthiasR.Brust UniversityofLuxembourg,Luxembourg GrégoireDanoy UniversiyofLuxembourg,Luxembourg viii Organization PatrickdeCausmaecker KULeuven,Belgium KrisanaChinnasarn BuraphaUniversity,Thailand AbdellatifElAfia MohamedVUniversityofRabat,Morocco RachidEllaia EMI,Morocco BogdanFilipic JožefStefanInstitute,Slovenia JoséManuelGarcíaNieto UniversityofMálaga,Spain DomingoJimenez UniversityofMurcia,Spain HamamacheKheddouci UniversityofLyon,France PeterKorosec JožefStefanInstitute,Slovenia DmitriE.Kvasov UniversityofCalabria,Italy AndrewLewis GriffithUniversity,Australia FranciscoLuna UniversityofMalaga,Spain TeodoroMaciasEscobar TechnologicalInstituteofCiudadMadero, Mexico RobertoMagán-Carrión UniversityofGranada,Spain RenzoMassobrio UniversidaddelaRepública,Uruguay GonzaloMejiaDelgadillo PontificiaUniversidadCatólicadeValparaíso, Chile NouredineMelab UniversityofLille,France EdmondoMinisci UniversityofStrathclyde,UK AntonioJ.Nebro UniversityofMálaga,Spain SergioNesmachnow UniversidaddelaRepública,Uruguay EnekoOsaba IcedoTecnalia,Spain GregorPapaJožef StefanInstitute,Slovenia ApivadeePiyatumrong NECTEC,Thailand HelenaRamalhinho UniversitatPompeuFabra,Spain ÁngelRuizZafra UniversityofCadiz,Spain RobertoSantana UniversityoftheBasqueCountry,Spain AlejandroSantiago PolytechnicUniversityofAltamira,Mexico JavierdelSer Tecnalia,Spain YaroslavD.Sergeyev UniversityofCalabria,Italy AndreiTchernykh CICESE,Mexico SartraWongthanavasu KhonKaenUniversity,Thailand AliceYalaoui UniversitédeTechnologiedeTroyes,France FaroukYalaoui UniversitédeTechnologiedeTroyes,France Xin-SheYang MiddlesexUniversityLondon,UK MartinZaefferer THKölnUniversityofAppliedSciences, Germany NicolasZufferey UniversitédeGenève,Switzerand Contents OptimizationandLearning Evolutionary-Based Co-optimization of DNN and Hardware ConfigurationsonEdgeGPU ............................................ 3 HalimaBouzidi, HamzaOuarnoughi, El-GhazaliTalbi, AbdessamadAitElCadi,andSmailNiar Maximum Information Coverage and Monitoring Path Planning withUnmannedSurfaceVehiclesUsingDeepReinforcementLearning ........ 13 SamuelYanesLuis,DanielGutiérrezReina,andSergioToral TuningForestDiscHyperparameters:ASensitivityAnalysis ................. 25 MaissaeHaddouchiandAbdelazizBerrado Multi-objective Hyperparameter Optimization with Performance Uncertainty ........................................................... 37 AlejandroMorales-Hernández, InnekeVanNieuwenhuyse, andGonzaloNápoles NovelOptimizationTechniques ANewAlgorithmforBi-objectiveProblemsBasedonGradientInformation ... 49 N.Aslimani,E.-G.Talbi,andR.Ellaia AdaptiveContinuousMulti-objectiveOptimizationUsingCooperative Agents ............................................................... 62 QuentinPouvreau, Jean-PierreGeorgé, CaroleBernon, andSébastienMaignan Integer LinearProgramming Reformulations fortheLinear Ordering Problem .............................................................. 74 NicolasDupin SHAMan:AVersatileAuto-tuningFrameworkforCostlyandNoisyHPC Systems .............................................................. 87 S.Robert,S.Zertal,andP.Couvée Cooperation-BasedSearchofGlobalOptima .............................. 105 DamienVergnet, ElsyKaddoum, NicolasVerstaevel, andFrédéricAmblard x Contents Data-DrivenSimulation-Optimization(DSO):AnEfficientApproach toOptimizeSimulationModelswithDatabases ............................ 117 MohammadDehghanimohammadabadi Logistics SweepAlgorithmsfortheVehicleRoutingProblemwithTimeWindows ...... 135 PhilippArmbrust,KerstinMaier,andChristianTruden ImprovingtheAccuracyofVehicleRoutingProblemApproximationUsing theFormulafortheAverageDistanceBetweenaPointandaRectangular Area ................................................................. 145 DaisukeHasegawa,YudaiHonma,NaoshiShiono,andSoumaToki Optimal Delivery Area Assignment for the Capital Vehicle Routing ProblemBasedonaMaximumLikelihoodApproach ....................... 157 JunyaMaruyama, YudaiHonma, DaisukeHasegawa, SomaToki, andNaoshiShiono NeuralOrder-FirstSplit-SecondAlgorithmfortheCapacitatedVehicle RoutingProblem ...................................................... 168 AliYaddaden,SébastienHarispe,andMichelVasquez Applications GRASP-BasedHybridSearchtoSolvetheMulti-objectiveRequirements SelectionProblem ..................................................... 189 VíctorPérez-Piqueras,PabloBermejoLópez,andJoséA.Gámez ComparingParallelSurrogate-BasedandSurrogate-FreeMulti-objective OptimizationofCOVID-19VaccinesAllocation ........................... 201 GuillaumeBriffoteaux, RomainRagonnet, PierreTomenko, MohandMezmaz,NouredineMelab,andDanielTuyttens DecentralizingandOptimizingNation-WideEmployeeAllocationWhile SimultaneouslyMaximizingEmployeeSatisfaction ........................ 213 AniquaTabassum, AshnaNawarAhmed, SubheTasniaAlam, NoushinTabassum,andMd.ShahriarMahbub Categorical-Continuous Bayesian Optimization Applied toChemical Reactions ............................................................ 226 TheoRabut,HamamacheKheddouci,andThomasGaleandro-Diamant
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