Table Of ContentLecture Notes in Networks and Systems 640
Igor Kabashkin
Irina Yatskiv
Olegas Prentkovskis Editors
Reliability and Statistics
in Transportation and
Communication
Selected Papers from the
22nd International Multidisciplinary
Conference on Reliability and Statistics
in Transportation and Communication:
Artificial Intelligence in Transportation,
RelStat-2022, October 20–21, 2022,
Riga, Latvia
Lecture Notes in Networks and Systems 640
SeriesEditor
JanuszKacprzyk,SystemsResearchInstitute,PolishAcademyofSciences,Warsaw,
Poland
AdvisoryEditors
FernandoGomide,DepartmentofComputerEngineeringandAutomation—DCA,
SchoolofElectricalandComputerEngineering—FEEC,Universityof
Campinas—UNICAMP,SãoPaulo,Brazil
OkyayKaynak,DepartmentofElectricalandElectronicEngineering,Bogazici
University,Istanbul,Turkey
DerongLiu,DepartmentofElectricalandComputerEngineering,Universityof
IllinoisatChicago,Chicago,USA
InstituteofAutomation,ChineseAcademyofSciences,Beijing,China
WitoldPedrycz,DepartmentofElectricalandComputerEngineering,Universityof
Alberta,Alberta,Canada
SystemsResearchInstitute,PolishAcademyofSciences,Warsaw,Poland
MariosM.Polycarpou,DepartmentofElectricalandComputerEngineering,KIOS
ResearchCenterforIntelligentSystemsandNetworks,UniversityofCyprus,Nicosia,
Cyprus
ImreJ.Rudas,ÓbudaUniversity,Budapest,Hungary
JunWang,DepartmentofComputerScience,CityUniversityofHongKong,Kowloon,
HongKong
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Igor Kabashkin · Irina Yatskiv ·
Olegas Prentkovskis
Editors
Reliability and Statistics
in Transportation
and Communication
Selected Papers from the 22nd International
Multidisciplinary Conference on Reliability and
Statistics in Transportation and
Communication: Artificial Intelligence in
Transportation, RelStat-2022, October 20–21,
2022, Riga, Latvia
Editors
IgorKabashkin IrinaYatskiv
TransportandTelecommunicationInstitute TransportandTelecommunicationInstitute
Riga,Latvia Riga,Latvia
OlegasPrentkovskis
VilniusGediminasTechnicalUniversity
Vilnius,Lithuania
ISSN 2367-3370 ISSN 2367-3389 (electronic)
LectureNotesinNetworksandSystems
ISBN 978-3-031-26654-6 ISBN 978-3-031-26655-3 (eBook)
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Preface
Inthisvolumeof“LectureNotesinNetworksandSystems,”wearepleasedtopresentthe
proceedingsofthe22ndInternationalMultidisciplinaryConferenceonReliabilityand
StatisticsinTransportationandCommunication”(RelStat2022),whichtookplacein
hybridforminRiga,Latvia,onOctober20–21,2022.Thiseventbelongstoaconference
seriesstartedin2001andorganizedannuallybytheTransportandTelecommunication
Institute(TTI)inRiga,Latvia.ThemissionofRelStatistopromoteamorecomprehen-
siveapproachsupportingnewideas,theories,technologies,systems,tools,applications,
aswellasworkinprogressandactivitiesonalltheoreticalandpracticalissuesarising
intransport,information,andcommunicationtechnologies.Resultsofpreviouseditions
RelStat were published by TTI Publishing House (RelStat 2001–2015) in the journal
“Transport and Telecommunication” (ISSN 1407-6160), by Elsevier in the “Procedia
Engineering”(RelStat2016)andbySpringerin“LectureNotesinNetworksandSys-
tems”volumeno.117(RelStat2019),volumeno.195(RelStat2020),andvolumeno.410
(RelStat2021).
Design,implementation,operation,andmaintenanceofcontemporarycomplexsys-
temshavebroughtmanynewchallengesto“classic”reliabilitytheory.Wedefinecom-
plex systems as integrated unities of assets: technical, information, organization, eco-
nomical, software, and human (users, administrators, and management) ones. Their
complexity comes not only from their technical and organizational internal structure,
which is built upon diverse hardware and software resources, but also from the com-
plexity of information processes (data processing, monitoring, management, etc.) that
mustbeexecutedintheirspecificenvironment.
A system approach to the evaluation of the efficiency of complex systems at all
phases of their life cycle is the contemporary answer to new challenges in the use
of such systems. The dependability approach in theory and engineering of complex
systems (not only computer systems and networks) is based on a multi-disciplinary
approach to system theory, technology, and maintenance of the systems working in
real, very often unfriendly, environment. Usability and dependability concentrate on
efficientrealizationoftasks,services,andjobsbyasystemconsideredasaunityofall
technical,information,andhumanassets,incontrastto“classical”reliability,whichis
morerestrainedtoanalysisoftechnicalresources.Thisdifferencehascausedanatural
evolution in the topical range of subsequent RelStat conferences, with an increased
focus on dependability approaches over the classical reliability approach. Efficiency
of different modes of transport; transport for smart city; reliability, safety, and risk
managementfortransportapplications;statistics,modeling,andmulti-criteriadecision
makingintransportationandlogistics;smartsolutions,telematics,intelligenttransport
systems,innovativeeconomics,andeducationandtraininginengineeringarethemain
topics of RelStat. The conference had a special focus on the applications of artificial
intelligenceinvariousareasoftransport.
vi Preface
Theprogramcommitteeofthe21stInternationalRelStatConference,theorganiz-
ers, and the editors of these proceedings would like to acknowledge participation of
all reviewers who helped to refine contents of this volume and evaluated conference
submissions.Ourthanksgoestoallmembersoftheprogramcommittee:
(cid:129) Prof.IgorKabashkin,Transport&TelecommunicationInstitute,Latvia–Chairman
(cid:129) Prof. Irina Yatskiv (Jackiva), Transport & Telecommunication Institute, Latvia –
Co-Chairman
(cid:129) Prof.IrinaKuzmina-Merlino,TransportandTelecommunicationInstitute,Latvia–
Co-Chairman
(cid:129) Assoc. prof. Giedre˙ Adomavicˇiene˙, Kaunas University of Applied Engineering
Sciences
(cid:129) Prof.LutfihakAlpkan,GebzeInstituteofTechnology,Turkey
(cid:129) Univ.-Prof.Dr.ConstantinosAntoniou,TechnicalUniversityofMunich,Germany
(cid:129) Prof.LiudmylaBatenko,KyivNationalEconomicUniversitynamedafterVadym
Hetman,Ukraine
(cid:129) Prof.MaurizioBielli,InstituteofSystemAnalysisandInformatics,Italy
(cid:129) Dr.BrentD.Bowen,PurdueUniversity,USA
(cid:129) Dr. Ilia B. Frenkel, Industrial Engineering and Management Department, Sami
ShamoonCollegeofEngineering,Israel
(cid:129) Assoc.prof.LinaGirdauskiene˙,KaunasUniversityofAppliedEngineeringSciences
(cid:129) Prof.AlexanderGrakovski,TransportandTelecommunicationInstitute,Latvia
(cid:129) Prof.StefanHittmar,UniversityofZilina,Slovakia
(cid:129) As.Prof.IshgalyIshmuhametov,TransportandTelecommunicationInstitute,Latvia
(cid:129) Prof.Dr.NicosKomninos,AristotleUniversityofThessaloniki,Greece
(cid:129) Dr.GatisKrumins,VidzemesAugstskola,UniversityofAppliedSciences,Latvia
(cid:129) Prof.NataljaLace,RigaTechnicalUniversity,Latvia
(cid:129) As.Prof.NikolovaChristinaLazarova,UniversityofNationalandWorldEconomy,
Bulgaria
(cid:129) As.Prof.JacekMazurkiewicz,WroclawUniversityofTechnology,Poland
(cid:129) Prof.BorissMisnevs,TransportandTelecommunicationInstitute,Latvia
(cid:129) Prof.Dr.AndresMonzondeCaceres,UniversidadPolitécnicadeMadrid,Spain
(cid:129) As.Prof.EftihiaNathanail,UniversityofThessaly,Greece
(cid:129) Prof.AndrzejNiewczas,LublinUniversityofTechnology,Poland
(cid:129) Prof.LauriOjala,TurkuSchoolofEconomics,Finland
(cid:129) Prof.RamunasPalšaitis,VilniusGediminasTechnicalUniversity,Lithuania
(cid:129) Prof.DmitryPavlyuk,TransportandTelecommunicationInstitute,Latvia
(cid:129) Prof.GunnarPrause,TallinnTechnicalUniversity,Estonia
(cid:129) Prof.CristinaPronello,PolytechnicTorino,Italy
(cid:129) Prof.OlegasPrentkovskis,VilniusGediminasTechnicalUniversity,Lithuania
(cid:129) Prof.KlausRichter,FraunhoferInstituteforFactoryOperationandAutomationIFF
Magdeburg,German
(cid:129) Prof.SvetlanaSaksonova,UniversityofLatvia,Latvia
(cid:129) Prof.MihailsSavrasovs,TransportandTelecommunicationInstitute,Latvia
(cid:129) Dr.PauliusSkacˇkauskas,VilniusGediminasTechnicalUniversity,Lithuania
(cid:129) As.Prof.IlzeSproge,TransportandTelecommunicationInstitute,Latvia
Preface vii
(cid:129) Prof.InnaStecenko,TransportandTelecommunicationInstitute,Latvia
(cid:129) Prof.JuliaStukalina,TransportandTelecommunicationInstitute,Latvia
(cid:129) Prof.JuriToluyew,TransportandTelecommunicationInstitute,Latvia
(cid:129) Prof.TatjanaVolkova,BASchoolofBusinessandFinance,Latvia
(cid:129) Prof.EdmundasZavadskas,VilniusGediminasTechnicalUniversity,Lithuania
Thanking all the authors who have chosen RelStat as the publication platform for
theirresearch,wewouldliketoexpressourhopethattheirpaperswillhelpinfurther
developmentsindesignandanalysisofcomplexsystems,offeringavaluableandtimely
resourceforscientists,researchers,practitioners,andstudentswhoworkintheseareas.
IgorKabashkin
IrinaYatskiv(Jackiva)
OlegasPrentkovskis
Contents
AIinTransportation
Autonomous Mobile Robot Navigation Issues in Terms of Obstacles
DetectioninDisruptingOperatingConditions–CaseStudy ................. 3
RobertGiel,SylwiaWerbin´ska-Wojciechowska,andJakubMalewicz
ContributionDeterminationoftheStatisticalLoadingoftheCrossroads
byMeansoftheYOLO5NeuralNetwork ................................. 15
AndreiKazinskiandAliaksandrPuptsau
Attention-Based Spatio-Temporal Graph Convolutional Networks –
ASystematicReview .................................................. 26
JelenaPerevozcikovaandDmitryPavlyuk
Aviation
ModelofDecisionSupportSystemwithArtificialIntelligenceforAircraft
FuselageDamageAssessment ........................................... 37
IrinaBodrova
FactorsInfluencingValuePropositionintheAviationIndustryinthe
ContextofCustomer-CentricDigitalEconomy ............................ 50
OlgaZervinaandYuliaStukalina
ImpactofUnpredictableMajorEventsonAviationIndustry:Challenges,
BenefitsandProspectsforRecovery ...................................... 61
ViktorijaGorodnickaandIyadAlomar
Value EntityRecognition TaskintheAirTransportation ontheBase
ofE-TextsAnalysis .................................................... 75
OlgaZervina,YuliaStukalina,andDmitryPavlyuk
AircraftIntellectualRecordsManagementSystem ......................... 89
VitaliiSusaninandLeonidShoshin
JetEngineHealthAssessmentUsingEGTTimeSeries ...................... 101
VladislavZhdanovandAlexanderGrakovski
x Contents
SmartLogistics
Impact of Stockout-Based Substitution on Optimal Inventory
inManagementScienceandMicroeconomicImplications ................... 113
BerdymyratOvezmyradov
Classification of Inventory Management Methods Based on Demand
AnalysisinSupplyChains .............................................. 123
ValeryLukinskiy, VladislavLukinskiy, DaryaBazhina,
EkaterinaGazizova,andIgorBernadskii
Stakeholder-OrientedInvestmentActivitiesforSustainableSupplyChain
Management .......................................................... 131
HaraldKitzmannandGunnarPrause
UseofOperationalResearchinCarTransportLogistics ..................... 141
MartinJurkovic,TomasKalina,PiotrGorzelanczyk,andMariaStopkova
ReductionofSupplyChainRisksbyUsingBlockchainTechnology .......... 151
MeikeSchroederandGunnarPrause
Efficiency Assessment System Based on Analytical Approach
forSustainableDevelopmentofTransportLogistics ........................ 162
AnnaStrimovskaya,GalinaSinko,andElenaTsyplakova
SmartTechnology
SmartProcessObserverforCraneAutomation ............................. 177
DanielSopauschke,ErikTrostmann,andKlausRichter
AnalysisofAirPollutionMonitoringSysteminLithuania ................... 191
MariusMažeikaandDariusJuodvalkis
PiezoelectricFilmsApplicationforVibrationDiagnostics ................... 201
AlekseyMironov, PavelDoronkin, AleksejsSafonovs,
andVitalijsKuzmickis
AutonomousMobileRobotStudyintheContextofMaintenance4.0 ......... 213
RobertGielandAlicjaDa˛browska
Improvement of the Feature Selection Method for Network Attacks
ClassificationUsingMachineLearninginDigitalForensics ................. 223
BorissMisnevs,AleksandrKrivchenkov,andAlexanderGrakovski
