Optimization and Learning. 5th International Conference, OLA 2022 Syracuse, Sicilia, Italy, July 18–20, 2022 Proceedings

259 Pages·2022·17.062 MB·English

by  Bernabé Dorronsoro, Mario Pavone, Amir Nakib, El-Ghazali Talbi

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
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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