Bioinspired Optimization Methods and Their Applications. 10th International Conference, BIOMA 2022 Maribor, Slovenia, November 17–18, 2022 Proceedings PDF
Preview Bioinspired Optimization Methods and Their Applications. 10th International Conference, BIOMA 2022 Maribor, Slovenia, November 17–18, 2022 Proceedings
Marjan Mernik Tome Eftimov ˇ Matej Crepinšek (Eds.) Bioinspired Optimization 7 2 6 3 Methods and 1 S C Their Applications N L 10th International Conference, BIOMA 2022 Maribor, Slovenia, November 17–18, 2022 Proceedings Lecture Notes in Computer Science 13627 FoundingEditors GerhardGoos KarlsruheInstituteofTechnology,Karlsruhe,Germany JurisHartmanis CornellUniversity,Ithaca,NY,USA EditorialBoardMembers ElisaBertino PurdueUniversity,WestLafayette,IN,USA WenGao PekingUniversity,Beijing,China BernhardSteffen TUDortmundUniversity,Dortmund,Germany MotiYung ColumbiaUniversity,NewYork,NY,USA Moreinformationaboutthisseriesathttps://link.springer.com/bookseries/558 · · Marjan Mernik Tome Eftimov ˇ Matej Crepinšek (Eds.) Bioinspired Optimization Methods and Their Applications 10th International Conference, BIOMA 2022 Maribor, Slovenia, November 17–18, 2022 Proceedings Editors MarjanMernik TomeEftimov UniversityofMaribor JožefStefanInstitute Maribor,Slovenia Ljubljana,Slovenia MatejCˇrepinšek UniversityofMaribor Maribor,Slovenia ISSN 0302-9743 ISSN 1611-3349 (electronic) LectureNotesinComputerScience ISBN 978-3-031-21093-8 ISBN 978-3-031-21094-5 (eBook) https://doi.org/10.1007/978-3-031-21094-5 ©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 Weliveinatimeofrapiddevelopment,highpace,andacceleratedclimatechange.The primary focus of everyday life is the short-term and not the long-term benefits of the individual, where the exploitation of natural resources is at the forefront. At the same time, there is increasing awareness of the importance and effectiveness of biological systems that have thrived for billions of years. A good balance between exploitation andexplorationofresourcesiscrucialforlivingorganisms’survival.Theexperimentof survivalanddevelopmentoflivingorganismsonearthhasbeencarriedoutforbillions ofyears,withbillionsofparticipantsinadynamicandrapidlychangingenvironment. The resultof this evolution isa richsetof survival mechanisms thathave enabled the survivalofthemostadaptedspecies.Algorithmsinspiredbynaturearethosethattryto transfertheseprovenmechanismsandtheir“survivalwisdom”tothefieldofcomputer optimizationwhileatthesametimeenablingabetterunderstandingofit. This volume contains recent theoretical and empirical contributions related to bioinspiredoptimizationanditsconnectionwithmachinelearningpresentedattheTenth InternationalConferenceonBioinspiredOptimizationMethodsandTheirApplications (BIOMA2022),heldinMaribor,Slovenia,during17–18November,2022.TheBIOMA conferencehasbeenorganizedsince2004,withtheprimarypurposeofbringingtogether a community for discussing recent advances in bioinspired optimization and existing challengesintransferringacademicknowledgeintoreal-worldapplications. BIOMA2022received23submissions.Thereviewswereperformedby36members oftheinternationalProgramCommittee.Eachpaperreceivedthreereviews.Basedon these19paperswereaccepted,whichis82%ofthesubmissions.Theproceedingscontain 19papersby55(co)authorsfrom17countries. The conference invited two contributions to be presented as keynote lectures. The first keynote talk was provided by Carola Doerr from LIP6, Sorbonne Université and CNRS, Paris, France. The second keynote talk was provided by Shih-Hsi Liu from CaliforniaStateUniversity,Fresno,USA. The contributions presented at the conference covered genetic algorithms, swarmalgorithms,geneticprogramming,surrogate-basedoptimization,reinforcement learning, improvements in differential evolution, sensitivity analysis for performance assessment, and explainable machine learning techniques for explaining bioinspired optimizationalgorithms’behavior.Theapplicationsofalgorithmscamefromdomains suchasCOVID-19pandemicanalysisandcarrentalproblems. Finally,webelievethatthepaperspresentedatBIOMA2022willprovidereaders with recent advances in bioinspired optimization and their applications and highlight vi Preface possible gaps for future research. We are grateful to the conference sponsors, mem- bersoftheProgramandOrganizingCommittees,keynotespeakers,authors,andother participantsforbeingpartoftheconference. November2022 MarjanMernik TomeEftimov MatejCˇrepinšek Organization GeneralChair MarjanMernik UniversityofMaribor,Slovenia ProgramCommitteeChairs MatejCˇrepinšek UniversityofMaribor,Slovenia TomeEftimov JožefStefanInstitute,Slovenia OrganizingCommittee TomažKosar(Chair) UniversityofMaribor,Slovenia MarioCasar UniversityofMaribor,Slovenia DraganaOstojic´ UniversityofMaribor,Slovenia SteeringCommittee BogdanFilipicˇ JožefStefanInstitute,Slovenia EdmondoMinisci UniversityofStrathclyde,UK GregorPapa JožefStefanInstitute,Slovenia JurijŠilc JožefStefanInstitute,Slovenia El-GhazaliTalbi UniversityofLille,France ProgramCommittee AlešZamuda UniversityofMaribor,Slovenia AmerDraa UniversitéConstantine2,Algeria BogdanFilipicˇ JožefStefanInstitute,Slovenia BorisNaujoks CologneUniversityofAppliedSciences, Germany BorkoBoškovic´ UniversityofMaribor,Slovenia CarlosCoelloCoello CINVESTAV-IPN,Mexico CarlosCotta UniversityofMálaga,Spain CarolaDoerr CNRSandSorbonneUniversity,France EdmondoMinisci UniversityofStrathclyde,UK ErikDovgan JožefStefanInstitute,Slovenia FabioD’Andreagiovanni CNRS,SorbonneUniversity-UTC,France viii Organization FranciscoChicano UniversityofMálaga,Spain FrédéricSaubion LERIA,UniversityofAngers,France GabrielaOchoa UniversityofStirling,UK GregorPapa JožefStefanInstitute,Slovenia HaoWang LeidenUniversity,TheNetherlands JanezBrest UniversityofMaribor,Slovenia KatherineMalan UniversityofSouthAfrica,SouthAfrica MarcoNobile EindhovenUniversityofTechnology, TheNetherlands MarioPavone UniversityofCatania,Italy MartinZaefferer THKöln,Germany MarkoJesenik UniversityofMaribor,Slovenia MihaRavber UniversityofMaribor,Slovenia NadiaNedjah StateUniversityofRiodeJaneiro,Brazil NikolaIvkovic´ UniversityofZagreb,Croatia NouredineMelab CRIStAL,UniversitédeLille,Inria,CNRS, France PatrickSiarry UniversitéParis-EstCréteil,France PeterKorošec JožefStefanInstitute,Slovenia RolfDrechsler UniversityofBremen,Germany RyojiTanabe YokohamaNationalUniversity,Japan Shih-HsiLiu CaliforniaStateUniversity,Fresno,USA StephenChen YorkUniversity,Canada TakeshiYamada NTT,Japan TeaTušar JozefStefanInstitute,Slovenia ThomasStützle UniversitéLibredeBruxelles,Belgium WolfgangKonen THKöln,Germany Xin-SheYang MiddlesexUniversity,UK Contents AnAgent-BasedModeltoInvestigateDifferentBehavioursinaCrowd Simulation ........................................................... 1 CarolinaCrespi,GeorgiaFargetta,MarioPavone,andRoccoA.Scollo AcceleratingEvolutionaryNeuralArchitectureSearchforRemaining UsefulLifePrediction .................................................. 15 HyunhoMoandGiovanniIacca ACOCaRS:AntColonyOptimizationAlgorithmforTravelingCarRenter Problem .............................................................. 31 ElvisPopovic´,NikolaIvkovic´,andMatejCˇrepinšek ANewTypeofAnomalyDetectionProbleminDynamicGraphs:AnAnt ColonyOptimizationApproach .......................................... 46 ZoltánTasnádiandNoémiGaskó CSS–ACheap-Surrogate-BasedSelectionOperatorforMulti-objective Optimization .......................................................... 54 LingpingKong, AbhishekKumar, VáclavSnášel, SwagatamDas, PavelKrömer,andVarunOjha EmpiricalSimilarityMeasureforMetaheuristics ........................... 69 JairPereiraJuniorandClausAranha EvaluationofParallelHierarchicalDifferentialEvolutionforMin-Max OptimizationProblemsUsingSciPy ...................................... 84 MargaritaAntoniouandGregorPapa Explaining Differential Evolution Performance Through Problem LandscapeCharacteristics .............................................. 99 AnaNikolikj,RyanLang,PeterKorošec,andTomeEftimov GeneticImprovementofTCPCongestionAvoidance ....................... 114 AlbertoCarbognin,LeonardoLucioCustode,andGiovanniIacca Hybrid Acquisition Processes in Surrogate-Based Optimization. ApplicationtoCovid-19ContactReduction ............................... 127 GuillaumeBriffoteaux, NouredineMelab, MohandMezmaz, andDanielTuyttens
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