Highlights in Practical Applications of Agents, Multi-Agent Systems, and Complex Systems Simulation. The PAAMS Collection: International Workshops of ... in Computer and Information Science, 1678)

320 Pages·2022·21.844 MB·English

by  Alfonso González-Briones (editor), Ana Almeida (editor), Alberto Fernandez (editor), Alia El Bolock (editor), Dalila Durães (editor), Jaume Jordán (editor), Fernando Lopes (editor)

Alfonso González-Briones · Ana Almeida ·
Alberto Fernandez · Alia El Bolock ·
Dalila Durães · Jaume Jordán ·
Fernando Lopes (Eds.)
Communications in Computer and Information Science 1678
Highlights in Practical
Applications of Agents,
Multi-Agent Systems, and
Complex Systems Simulation
The PAAMS Collection
International Workshops of PAAMS 2022
L'Aquila, Italy, July 13–15, 2022
Proceedings
Communications
in Computer and Information Science 1678
EditorialBoardMembers
JoaquimFilipe
PolytechnicInstituteofSetúbal,Setúbal,Portugal
AshishGhosh
IndianStatisticalInstitute,Kolkata,India
RaquelOliveiraPrates
FederalUniversityofMinasGerais(UFMG),BeloHorizonte,Brazil
LizhuZhou
TsinghuaUniversity,Beijing,China
Moreinformationaboutthisseriesathttps://link.springer.com/bookseries/7899
· ·
Alfonso González-Briones Ana Almeida
· ·
Alberto Fernandez Alia El Bolock
· ·
Dalila Durães Jaume Jordán
Fernando Lopes (Eds.)
Highlights in Practical
Applications of Agents,
Multi-Agent Systems, and
Complex Systems Simulation
The PAAMS Collection
International Workshops of PAAMS 2022
L’Aquila, Italy, July 13–15, 2022
Proceedings
Editors
AlfonsoGonzález-Briones AnaAlmeida
UniversityofSalamanca InstituteofEngineering-PolytechnicofPorto
Salamanca,Spain Porto,Portugal
AlbertoFernandez AliaElBolock
UniversidadReyJuanCarlos GermanInternationalUniversity
Madrid,Spain Cairo,Egypt
DalilaDurães JaumeJordán
UniversityofMinho UniversitatPolitècnicadeValència
Braga,Portugal Valencia,Spain
FernandoLopes
NationalLaboratoryofEnergyandGeology
Amadora,Portugal
ISSN 1865-0929 ISSN 1865-0937 (electronic)
CommunicationsinComputerandInformationScience
ISBN 978-3-031-18696-7 ISBN 978-3-031-18697-4 (eBook)
https://doi.org/10.1007/978-3-031-18697-4
©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicense
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Preface
The PAAMS Workshops complemented the regular program with new or emerging
trends of particular interest connected to multi-agent systems. PAAMS, the Interna-
tionalConferenceonPracticalApplicationsofAgentsandMulti-AgentSystems,isan
evolutionoftheInternationalWorkshoponPracticalApplicationsofAgentsandMulti-
AgentSystems.PAAMSisaninternationalyearlytribuneforpresenting,discussing,and
disseminatingthelatestdevelopmentsandthemostimportantoutcomesrelatedtoreal-
worldapplications.Itprovidesauniqueopportunitytobringmulti-disciplinaryexperts,
academics,andpractitionerstogethertoexchangetheirexperienceinthedevelopment
ofagentsandmulti-agentsystems.
This volume presents the papers that were accepted in the workshops during the
2022editionofPAAMS:
(cid:129) WorkshoponArtificialIntelligenceforIndustry(AI4Industry)
(cid:129) WorkshoponAdaptiveSmartareaSandIntelligentAgents(ASSIA)
(cid:129) WorkshoponCharacterComputing(C2)
(cid:129) WorkshoponDeepLearningApplications(DeLA)
(cid:129) Workshop on Decision Support, Recommendation, and Persuasion in Artificial
Intelligence(DeRePAI)
(cid:129) Workshop on Multi-agent based Applications for Modern Energy Markets, Smart
GridsandFuturePowerSystems(MASGES)
EachpapersubmittedtoPAAMSwentthroughastringentpeerreviewbythreemem-
bersoftheProgramCommitteeofeachworkshop.Fromthe39submissionsreceived,
25wereselectedforpresentationattheconference.
We would like to thank all the contributing authors, the members of the Program
Committees,thesponsors(IBM,AEPIA,APPIA,andAIRInstitute)andtheOrganizing
Committeefortheirhardandhighlyvaluablework.Wethankthefundingsupportingthe
project “XAI: Sistemas inteligentes auto-explicativos creados con modelos de mezcla
de expertos” (Id. SA082P20) from the Regional Government of Castilla y León and
FEDERfunds.
Thanksforyourhelp–PAAMS2022wouldnotexistwithoutyourcontribution.
AlfonsoGonzález-Briones
AnaAlmeida
AlbertoFernandez
AliaElBolock
DalilaDurães
JaumeJordán
FernandoLopes
Organization
GeneralCo-chairs
FrankDignum UmeåUniversity,Sweden
PhilippeMathieu UniversityofLille,France
JuanManuelCorchado UniversityofSalamancaandAIRInstitute,Spain
FernandoDelaPrieta UniversityofSalamanca,Spain
WorkshopChair
AlfonsoGonzálezBriones UniversityofSalamanca,Spain
AdvisoryBoard
BoAn NanyangTechnologicalUniversity,Singapore
PaulDavidsson MalmöUniversity,Sweden
KeithDecker UniversityofDelaware,USA
YvesDemazeau CentreNationaldelaRechercheScientifique,
France
TomHolvoet KULeuven,Belgium
ToruIshida KyotoUniversity,Japan
TakayukiIto NagoyaInstituteofTechnology,Japan
EricMatson PurdueUniversity,USA
JörgP.Müller ClausthalTechnicalUniversity,Germany
MichalPeˇchoucˇek CzechTechnicalUniversityinPrague,
CzechRepublic
FrancoZambonelli UniversityofModenaandReggioEmilia,Italy
OrganizingCommittee
JuanM.CorchadoRodríguez UniversityofSalamancaandAIRInstitute,Spain
FernandoDelaPrieta UniversityofSalamanca,Spain
SaraRodríguezGonzález UniversityofSalamanca,Spain
JavierPrietoTejedor UniversityofSalamancaandAIRInstitute,Spain
PabloChamosoSantos UniversityofSalamanca,Spain
LilianaDurón UniversityofSalamanca,Spain
BelénPérezLancho UniversityofSalamanca,Spain
AnaBelénGilGonzález UniversityofSalamanca,Spain
AnaDeLuisReboredo UniversityofSalamanca,Spain
viii Organization
AngélicaGonzálezArrieta UniversityofSalamanca,Spain
EmilioS.CorchadoRodríguez UniversityofSalamanca,Spain
AlfonsoGonzálezBriones UniversityofSalamanca,Spain
YerayMezquitaMartín UniversityofSalamanca,Spain
BeatrizBellido UniversityofSalamanca,Spain
MaríaAlonso UniversityofSalamanca,Spain
SergioMárquez UniversityofSalamanca,Spain
MartaPlazaHernández UniversityofSalamanca,Spain
GuillermoHernándezGonzález UniversityofSalamanca,Spain
RicardoS.AlonsoRincón AIRInstitute,Spain
RaúlLópez UniversityofSalamanca,Spain
SergioAlonso UniversityofSalamanca,Spain
AndreaGil UniversityofSalamanca,Spain
JavierParra UniversityofSalamanca,Spain
LocalOrganizingCommittee
PierpaoloVittorini(Co-chair) UniversityofL’Aquila,Italy
TaniaDiMascio(Co-chair) UniversityofL’Aquila,Italy
FedericaCaruso UniversityofL’Aquila,Italy
AnnaMariaAngelone UniversityofL’Aquila,Italy
Organization ix
PAAMS2022OrganizersandSponsors
Contents
WorkshoponArtificialIntelligenceforIndustry(AI4Industry)
TowardstheApplicationofMulti-AgentTaskAllocationtoHygieneTasks
intheFoodProductionIndustry ......................................... 5
AmieOwen,HelenHarman,andElizabethI.Sklar
David–ANovelApproachtoanIndustrialRecommenderSystem ........... 17
RuiMarques,ConstantinoMartins,andMaríaN.Moreno-García
MultipleDomainSecurityAwarenessforFactoriesoftheFuture ............. 29
SinanWannous, TiagoDias, EvaMaia, IsabelPraça,
andAnaRaquelFaria
Using an Explainable Machine Learning Approach to Minimize
OpportunisticMaintenanceInterventions ................................. 41
AfonsoLourenço, MartaFernandes, AldaCanito, AnaAlmeida,
andGoretiMarreiros
WorkshoponAdaptiveSmartareaSandIntelligentAgents(ASSIA)
ObjectRecognition-DrivenCulturalTravelGuidefortheCoffeeCultural
LandscapeofColombia ................................................ 59
SebastiánLópezFlórez, LuisHernandoRíosGonzález,
AnaMaríaLópezEcheverry, GuillermoHernández,
andFernandodelaPrieta
TowardsSemanticModellingoftheEdge-CloudContinuum ................. 71
IvánBernabé,AlbertoFernández,HolgerBillhardt,andSaschaOssowski
A Collaborative Approach to Mobile Crowdsourcing Based on Data
StreamLearning ...................................................... 83
RalfBruns,JeremiasDötterl,JürgenDunkel,andSaschaOssowski
On Balancing Fairness and Efficiency of Task Assignment in Agent
Societies ............................................................. 95
KendalCousy,MarinLujak,AlessioSalvatore,AlbertoFernández,
andStefanoGiordani
PlantDiseaseDetection:AnEdge-AIProposal ............................ 108
C.Marco-Detchart,J.A.Rincon,V.Julian,andC.Carrascosa