Artificial Intelligence and Soft Computing. 21st International Conference, ICAISC 2022 Zakopane, Poland, June 19–23, 2022 Proceedings

414 Pages·2023·38.254 MB·English

by  Leszek Rutkowski, Rafał Scherer, Marcin Korytkowski, Witold Pedrycz, Ryszard Tadeusiewicz, Jacek M. Zurada

Leszek Rutkowski · Rafał Scherer ·
Marcin Korytkowski · Witold Pedrycz ·
Ryszard Tadeusiewicz · Jacek M. Zurada (Eds.)
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8 Artificial Intelligence
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I and Soft Computing
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21st International Conference, ICAISC 2022
Zakopane, Poland, June 19–23, 2022
Proceedings, Part II
123
Lecture Notes in Artificial Intelligence 13589
Subseries of Lecture Notes in Computer Science
SeriesEditors
RandyGoebel
UniversityofAlberta,Edmonton,Canada
WolfgangWahlster
DFKI,Berlin,Germany
Zhi-HuaZhou
NanjingUniversity,Nanjing,China
FoundingEditor
JörgSiekmann
DFKIandSaarlandUniversity,Saarbrücken,Germany
Moreinformationaboutthissubseriesathttps://link.springer.com/bookseries/1244
· ·
Leszek Rutkowski Rafał Scherer
· ·
Marcin Korytkowski Witold Pedrycz
·
Ryszard Tadeusiewicz
Jacek M. Zurada (Eds.)
Artificial Intelligence
and Soft Computing
21st International Conference, ICAISC 2022
Zakopane, Poland, June 19–23, 2022
Proceedings, Part II
Editors
LeszekRutkowski RafałScherer
SystemsResearchInstituteofthePolish Cze˛stochowaUniversityofTechnology
AcademyofSciences Cze˛stochowa,Poland
Warsaw,Poland
WitoldPedrycz
TheInstituteofComputerScience
UniversityofAlberta
AGHUniversityofScienceandTechnology
Edmonton,AB,Canada
Kraków,Poland
JacekM.Zurada
MarcinKorytkowski
UniversityofLouisville
Cze˛stochowaUniversityofTechnology
Louisville,KY,USA
Cze˛stochowa,Poland
RyszardTadeusiewicz
AGHUniversityofScienceandTechnology
Kraków,Poland
ISSN 0302-9743 ISSN 1611-3349 (electronic)
LectureNotesinArtificialIntelligence
ISBN 978-3-031-23479-8 ISBN 978-3-031-23480-4 (eBook)
https://doi.org/10.1007/978-3-031-23480-4
LNCSSublibrary:SL7–ArtificialIntelligence
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Preface
Thisvolumeconstitutestheproceedingsofthe21stInternationalConferenceonArtificial
Intelligence and Soft Computing ICAISC 2022, held in Zakopane, Poland, on June
19–23, 2022.Theconference wasorganized bythePolishNeuralNetworkSociety in
cooperationwiththeDepartmentofIntelligentComputerSystemsattheCze˛stochowa
University of Technology, the University of Social Sciences in Łódz´, and the IEEE
ComputationalIntelligenceSociety,PolandChapter.Theconferencewasheldunderthe
auspicesoftheCommitteeonInformaticsofthePolishAcademyofSciences.
Previousconferences tookplaceinKule(1994),Szczyrk(1996),Kule(1997)and
Zakopane(1999,2000,2002,2004,2006,2008,2010,2012,2013,2014,2015,2016,
2017,2018,2019,2020and2021)andattractedalargenumberofpapersandinterna-
tionallyrecognizedspeakers:LotfiA.Zadeh,HojjatAdeli,RafalAngryk,IgorAizen-
berg, Cesare Alippi, Shun-ichi Amari, Daniel Amit, Plamen Angelov, Sanghamitra
Bandyopadhyay,AlbertBifet,PieroP.Bonissone,JimBezdek,ZdzisławBubnicki,Jan
Chorowski,AndrzejCichocki,SwagatamDas,EwaDudek-Dyduch,WłodzisławDuch,
Adel S. Elmaghraby, Pablo A. Estévez, João Gama, Erol Gelenbe, Jerzy Grzymala-
Busse, Martin Hagan, Yoichi Hayashi, Akira Hirose, Kaoru Hirota, Adrian Horzyk,
Tingwen Huang, Eyke Hüllermeier, Hisao Ishibuchi, Er Meng Joo, Janusz Kacprzyk,
NikolaKasabov,JimKeller,LaszloT.Koczy,TomaszKopacz,JacekKoronacki,Zdzis-
lawKowalczuk,AdamKrzyzak,RudolfKruse,JamesTin-YauKwok,Soo-YoungLee,
DerongLiu,RobertMarks,UjjwalMaulik,ZbigniewMichalewicz,EvangeliaMicheli-
Tzanakou,KaisaMiettinen,KrystianMikołajczyk,HenningMüller,ChristianNapoli,
NgocThanhNguyen,AndrzejObuchowicz,ErkkiOja,NikhilR.Pal,WitoldPedrycz,
MariosM.Polycarpou,JoséC.Príncipe,JagathC.Rajapakse,ŠarunasRaudys,Enrique
Ruspini, Roman Senkerik, Jörg Siekmann, Andrzej Skowron, Roman Słowin´ski, Igor
Spiridonov,BorisStilman,PonnuthuraiNagaratnamSuganthan,RyszardTadeusiewicz,
Ah-HweeTan,DachengTao,ShiroUsui,ThomasVillmann,Fei-YueWang,JunWang,
BogdanM.Wilamowski,RonaldY.Yager,XinYao,SyozoYasui,GaryYen,IvanZelinka
andJacekZurada.
Theaimofthisconferenceistobuildabridgebetweentraditionalartificialintelli-
gencetechniquesandso-calledsoftcomputingtechniques.ItwaspointedoutbyLotfi
A.Zadehthat“softcomputing(SC)isacoalitionofmethodologieswhichareoriented
towardtheconceptionanddesignofinformation/intelligentsystems.Theprincipalmem-
bersofthecoalitionare:fuzzylogic(FL),neurocomputing(NC),evolutionarycomput-
ing(EC),probabilisticcomputing(PC),chaoticcomputing(CC),andmachinelearning
(ML).TheconstituentmethodologiesofSCare,forthemostpart,complementaryand
synergisticratherthancompetitive”.
These proceedings present both traditional artificial intelligence methods and soft
computing techniques. Our goal is to bring together scientists representing both areas
ofresearch.Thisvolumeisdividedintofiveparts:
vi Preface
– NeuralNetworksandTheirApplications
– FuzzySystemsandTheirApplications
– EvolutionaryAlgorithmsandTheirApplications
– PatternClassification
– ArtificialIntelligenceinModelingandSimulation
Iwouldliketothankourparticipants,invitedspeakersandreviewersofthepapers
for their scientific and personal contribution to the conference. The advice and con-
stant support of the Honorary Chair of the conference Prof. Ryszard Tadeusiewicz is
acknowledgedwithmanythanks.Finally,Ithankmyco-workersŁukaszBartczuk,Piotr
Dziwin´ski,MarcinGabryel,RafałGrycuk,MarcinKorytkowskiandRafałScherer,for
their enormous efforts to make the conference a very successful event. Moreover, I
wouldliketoacknowledge theworkofMarcinKorytkowskiwhowasresponsiblefor
theInternetsubmissionsystem.
June2022 LeszekRutkowski
Organization
ICAISC2022wasorganizedbythePolishNeuralNetworkSocietyincooperationwith
theUniversityofSocialSciencesinŁódz´andtheInstituteofComputationalIntelligence
atCze˛stochowaUniversityofTechnology.
ICAISCChairpersons
GeneralChair
LeszekRutkowski,Poland
Co-chair
RafałScherer,Poland
TechnicalChair
MarcinKorytkowski,Poland
FinancialChair
MarcinGabryel,Poland
AreaChairs
FuzzySystems
WitoldPedrycz,Canada
EvolutionaryAlgorithms
ZbigniewMichalewicz,Australia
NeuralNetworks
JindeCao,China
ComputerVision
DachengTaom,Australia
viii Organization
MachineLearning
NikhilR.Pal,India
ArtificialIntelligencewithApplications
JanuszKacprzyk,Poland
InternationalLiaison
JacekZ˙urada,USA
ICAISCProgramCommittee
HojjatAdeli,USA RobertJohn,UK
CesareAlippi,Italy JanuszKacprzyk,Poland
Shun-ichiAmari,Japan NikolaKasabov,NewZealand
RafalA.Angryk,USA OkyayKaynak,Turkey
RobertBabuska,Netherlands VojislavKecman,USA
JamesC.Bezdek,Australia JamesM.Keller,USA
PieroP.Bonissone,USA EtienneKerre,Belgium
BernadetteBouchon-Meunier,France FrankKlawonn,Germany
JindeCao,China RobertKozma,USA
JuanLuisCastro,Spain LászlóKóczy,Hungary
Yen-WeiChen,Japan JózefKorbicz,Poland
AndrzejCichocki,Japan RudolfKruse,German
KrzysztofCios,USA AdamKrzyzak,Canada
IanCloete,Germany VeˇraKu˚rková,CzechRepublic
OscarCordón,Spain Soo-YoungLee,Korea
BernardDeBaets,Belgium SimonM.Lucas,UK
WłodzisławDuch,Poland LuisMagdalena,Spain
MengJooEr,Singapore JerryM.Mendel,USA
PabloEstevez,Chile RadkoMesiar,Slovakia
DavidB.Fogel,USA ZbigniewMichalewicz,Australia
TomGedeon,Australia JavierMontero,Spain
ErolGelenbe,UK EduardMontseny,Spain
JerzyW.Grzymala-Busse,USA KazumiNakamatsu,Japan
HaniHagras,UK DetlefD.Nauck,Germany
SamanHalgamuge,Australia NgocThanhNguyen,Poland
YoichiHayashi,Japan ErkkiOja,Finland
TimHendtlass,Australia NikhilR.Pal,India
FranciscoHerrera,Spain WitoldPedrycz,Canada
KaoruHirota,Japan LeonidPerlovsky,USA
TingwenHuang,USA MariosM.Polycarpou,Cyprus
HisaoIshibuchi,Japan DanilProkhorov,USA
MoJamshidi,USA VincenzoPiuri,Italy
Organization ix
SarunasRaudys,Lithuania HideyukiTakagi,Japan
OlgaRebrova,Russia DachengTao,Australia
VladimirRed’ko,Russia VicençTorra,Spain
RaúlRojas,Germany BurhanTurksen,Canada
ImreJ.Rudas,Hungary ShiroUsui,Japan
NorihideSano,Japan DeLiangWang,USA
RudySetiono,Singapore JunWang,HongKong
JennieSi,USA LipoWang,Singapore
PeterSincak,Slovakia PaulWerbos,USA
AndrzejSkowron,Poland BernardWidrow,USA
RomanSłowin´ski,Poland KayC.Wiese,Canada
PilarSobrevilla,Spain BogdanM.Wilamowski,USA
JanuszStarzyk,USA DonaldC.Wunsch,USA
JerzyStefanowski,Poland RonaldR.Yager,USA
VitomirŠtruc,Slovenia Xin-SheYang,UK
RonSun,USA GaryYen,USA
JohanSuykens,Belgium SławomirZadroz˙ny,Poland
RyszardTadeusiewicz,Poland JacekZurada,USA
ICAISCOrganizingCommittee
RafałScherer
ŁukaszBartczuk
PiotrDziwin´ski
MarcinGabryel(FinanceChair)
RafałGrycuk
MarcinKorytkowski(DatabasesandInternetSubmissions)