Structural Prognostics and Health Management in Power & Energy Systems

218 Pages·2019·32.446 MB·English

by  Dong Wang (editor), Shun-Peng Zhu (editor), Xiancheng Zhang (editor)

Structural
Prognostics and
Health Management
in Power & Energy
Systems
Edited by
Dong Wang, Shun-Peng Zhu, Xiancheng Zhang, Gang Chen,
José A.F.O. Correia and Guian Qian
Printed Edition of the Special Issue Published in Energies
www.mdpi.com/journal/energies
Structural Prognostics and Health
Management in Power & Energy Systems

Structural Prognostics and Health
Management in Power & Energy Systems
Special Issue Editors
Dong Wang
Shun-Peng Zhu
Xiancheng Zhang
Gang Chen
Jose´ A.F.O. Correia
Guian Qian
MDPI • Basel • Beijing •Wuhan • Barcelona • Belgrade
Special Issue Editors
Dong Wang Shun-Peng Zhu
Shanghai Jiao Tong University University of Electronic Science and
China Technology of China
China
Xiancheng Zhang
East China University of Science and Technology Gang Chen
China Tianjin University China
Jose´ A.F.O. Correia Guian Qian
University of Porto Institute of Mechanics
Portugal Chinese Academy of Sciences
China
Editorial Office
MDPI
St. Alban-Anlage 66
4052 Basel, Switzerland
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Contents
AbouttheSpecialIssueEditors . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . vii
Prefaceto”StructuralPrognosticsandHealthManagementinPower&EnergySystems” . . . xi
PhattaraKhumpromandNitaYodo
A Data-Driven Predictive Prognostic Model for Lithium-Ion Batteries Based on a Deep
LearningAlgorithm
Reprintedfrom:Energies2019,12,660,doi:10.3390/en12040660 . . . . . . . . . . . . . . . . . . . 1
HongWang,HongbinWang,GuoqianJiang,JimengLiandYuelingWang
Early Fault Detection of Wind Turbines Based on Operational Condition Clustering and
OptimizedDeepBeliefNetworkModeling
Reprintedfrom:Energies2019,12,984,doi:10.3390/en12060984. . . . . . . . . . . . . . . . . . . . 22
ZhengLiu,XinLiu,KanWang,ZhongweiLiang,Jose´A.F.O.CorreiaandAb´ılioM.P.DeJesus
GA-BP Neural Network-Based Strain Prediction in Full-Scale Static Testing of Wind
TurbineBlades
Reprintedfrom:Energies2019,12,1026,doi:10.3390/en12061026 . . . . . . . . . . . . . . . . . . . 44
ZhongzheChen,BaqiaoLiu,XiaogangYanandHongquanYang
An Improved Signal Processing Approach Based on Analysis Mode Decomposition and
EmpiricalModeDecomposition
Reprintedfrom:Energies2019,12,3077,doi:10.3390/en12163077 . . . . . . . . . . . . . . . . . . . 59
XiaoqiongPang,RuiHuang,JieWen,YuanhaoShi,JianfangJiaandJianchaoZeng
A Lithium-ion Battery RUL Prediction Method Considering the Capacity
RegenerationPhenomenon
Reprintedfrom:Energies2019,12,2247,doi:10.3390/en12122247 . . . . . . . . . . . . . . . . . . . 71
ChengLu,Yun-WenFengandCheng-WeiFei
WeightedRegression-BasedExtremumResponseSurfaceMethodforStructuralDynamicFuzzy
ReliabilityAnalysis
Reprintedfrom:Energies2019,12,1588,doi:10.3390/en12091588 . . . . . . . . . . . . . . . . . . . 85
LorenzoAlessi,Jose´A.F.O.CorreiaandNicholasFantuzzi
Initial Design Phase and Tender Designs of a Jacket Structure Converted into a Retrofitted
OffshoreWindTurbine
Reprintedfrom:Energies2019,12,659,doi:10.3390/en12040659 . . . . . . . . . . . . . . . . . . . 101
YingWang,WenshengLu,KaoshanDai,MiaomiaoYuanandShen-EnChen
Dynamic Study of a Rooftop Vertical Axis Wind Turbine Tower Based on an Automated
VibrationDataProcessingAlgorithm
Reprintedfrom:Energies2018,11,3135,doi:10.3390/en11113135 . . . . . . . . . . . . . . . . . . . 129
JijianLian,HongzhenWangandHaijunWang
Study on Vibration Transmission among Units in Underground Powerhouse of a
HydropowerStation
Reprintedfrom:Energies2018,11,3015,doi:10.3390/en11113015 . . . . . . . . . . . . . . . . . . . 150
v
Zhang-ChunTang,YanjunXia,QiXueandJieLiu
A Non-Probabilistic Solution for Uncertainty and Sensitivity Analysis on Techno-Economic
AssessmentsofBiodieselProductionwithIntervalUncertainties
Reprintedfrom:Energies2018,11,588,doi:10.3390/en11030588 . . . . . . . . . . . . . . . . . . . 172
ZhongzheChen,ShuchenCaoandZijianMao
Remaining Useful Life Estimation of Aircraft Engines Using a Modified Similarity and
SupportingVectorMachine(SVM)Approach
Reprintedfrom:Energies2018,11,28,doi:10.3390/en11010028 . . . . . . . . . . . . . . . . . . . . 189
vi
About the Special Issue Editors
DongWangisAssociateProfessorattheDepartmentofIndustrialEngineeringandManagementat
ShanghaiJiaoTongUniversity. Hisresearchinterestsincludeprognosticsandhealthmanagement,
statistical modeling, condition monitoring and fault diagnosis, signal processing, data mining,
machine learning, and nondestructive testing. He has been awarded State Specially Recruited
Experts(YoungTalents),HongKongPh.D.Fellowship,andIEEEandElsevierOutstandingReviewer
Status.HeisAssociateEditor/GuestEditorofnumerousinternationaljournals.HeservesasDeputy
DirectoroftheCenterforSystemsHealthMonitoringandManagement,areviewerofFONDECYT,
amemberoftheChineseInstituteofQualityResearchandtheStateKeyLaboratoryofMechanical
SystemsandVibration.
Shun-Peng Zhu is Professor of Mechanical Engineering at University of Electronic Science and
TechnologyofChina.HewasaninternationalfellowatPolitecnicodiMilano,Italy,during2016–2018
and Research Associate at University of Maryland, United States, in 2010. His research, which
has been published in scholarly journals and edited volumes, includes over 100 peer-reviewed
book chapters, journals, and proceedings papers which explore the following aspects: fatigue
design,probabilisticphysicsoffailuremodeling,structuralreliabilityanalysis,multiphysicsdamage
modeling and life prediction under uncertainty, and probability-based life prediction/design for
engineeringcomponents. HereceivedtheAwardofMeritofEuropeanStructuralIntegritySociety
(ESIS)—TC12in2019,MostCitedChineseResearchers(Elsevier)inthefieldofSafety,Risk,Reliability,
andQualityin2018,2ndprizefortheNationalDefenseScienceandTechnologyProgressAwardof
MinistryofIndustryandInformationTechnologyofChinain2014,PolimiInternationalFellowship
in 2015, Hiwin Doctoral Dissertation Award in 2012, Best Paper Award at several international
conferences, and Elsevier Outstanding Reviewer Status. He serves as Guest Editor and Editorial
Board Member of several international journals and Springer book series, Organizing Committee
Co-Chair of the International Conference on Quality, Reliability, Risk, Maintenance, and Safety
Engineering(QR2MSE2013), TPCMemberofQR2MSE2014–2019, ICMR2015, ICMFMXIX2018,
andIRAS2019.
vii
Xiancheng Zhang received his Ph.D. degree from Shanghai Jiao Tong University, China in
2007. He then moved to National Institute for Materials Science (NIMS) in Japan where he
was a Postdoctoral Researcher for 1 year. He has contributed considerably to life design and
predictionmethodsofhigh-temperaturecomponentsandtothedevelopmentofadvancedsurface
manufacturing techniques. He has published more than 100 peer reviewed papers, including
morethan70SCI-indexedpapersinsuchjournalsasActaMaterialia, JournalofAppliedPhysics,
Engineering Fracture Mechanics, and Surface and Coatings Technology. Dr. Zhang has received
a number of distinguished awards, including International Institute of Welding (IIW) Granjon
Prize,ShanghaiOutstandingDoctoralDissertationAward,nominationfortheChineseOutstanding
DoctoralDissertationAward,andChinesePetroleumChemicalIndustryAssociationTechnological
Award, first-class of the Shanghai Natural Science Prize, first-class of the Beijing Natural Science
Prize,andsecond-classoftheNationalNatureSciencePrizeofChina. Hewastherecipientofthe
New Century Excellent Talents Program Award (2011) from the Ministry of Education of China,
theOutstandingYoungTalentAward(2012), ShanghaiPujiangTalent(2012), theNationalScience
FundforExcellentYoungScholarsofChina(2013), EducationAwardforYoungTeachersbyFOK
YINGTUNGEducationFoundationfromtheMinistryofEducationofChina(2014),ShanghaiYoung
Sci-tech Talents (2014), Changjiang Young Scholars Programme of China (2015), National Science
FundforDistinguishedYoungScholarsofChina(2017).
Gang Chen received his Ph.D. in Chemical Process Machinery from Tianjin University, China,
in 2006. He wasa visitingscholar atVirginia Techin 2009and OakRidge NationalLab., United
States, in 2014. His main research field is in the mechanical behavior of materials, low cycle
fatigue, creep, creep-fatigue, and finite element analysis and constitutive modeling for electronic
andconventionalstructuralmaterials. Hehaspublishedover90papersinSCIjournalsandbeen
citedmorethan700timesintheSCIdatabase. Dr. ChenisaFellowofFatigueInstitution,Chinese
MaterialsResearchSociety. HeisalsoanIEEEmember. Dr. Chenhasbeenawarded“NewCentury
ExcellentTalentsinUniversity”,MinistryofEducationofChina,in2013,aswellas“YoungExcellent
TechnologicalInnovationTalents”,TianjinGovernmentofChina,in2014.
viii
Jose´ A.F.O. Correia is Researcher at INEGI and CONSTRUCT/FEUP of the University of Porto
(Portugal). Since2018, heisGuestTeacherattheEngineeringStructuresDepartmentoftheCivil
EngineeringandGeosciencesFacultyoftheDelftUniversityofTechnology(Netherlands). Heisan
invitedAssistantProfessorattheStructuralMechanicssectionintheCivilEngineeringDepartmentof
theUniversityofCoimbra(since2016/09).HeobtainedisBSc(2007)andMSc(2009)degreesinCivil
EngineeringfromtheUniversityofTra´s-os-MonteseAltoDouro. Hewasaspecialistinsteeland
composite(steelandconcrete)constructionattheUniversityofCoimbrain2010. Hewasawarded
hisPh.D.inCivilEngineeringfromtheUniversityofPortoin2015. Heisalsoco-authorofmore
70papersinthemostrelevantscientificjournalsdevotedtoengineeringmaterialsandstructures,
as well as 150 proceedings in international and national conferences, congresses, and workshops.
He is a member of scientific and professional organizations, such as Ordem dos Engenheiros,
Associac¸a˜oPortuguesadeConstruc¸a˜oMeta´licaeMista(CMM),andAssociac¸a˜oparaaConservac¸a˜o
eManutenc¸a˜odePontes(ASCP).HeisCo-ChairofTC12ofEuropeanStructuralIntegritySociety
(ESIS), the Editor of the Springer Book Series Structural Integrity, and Guest Editor of numerous
international journals. His current research interests are (a) behavior to fatigue and fracture of
materialsandstructures(steelandaluminum,rivetedandboltedconnections,pressurevessels,old
steelbridges,windturbinetowers,offshorestructures);(b)probabilisticfatiguemodelingofmetallic
materials(includingstatisticalevaluation,sizeeffect,cumulativedamage);(c)probabilisticdesignof
glassstructuralelements;(d)mechanicalbehaviorofmaterialsandwoodenstructures(connections
and characterization of ancient structures); (e) mechanical and chemical characterization of old
mortarsandmasonrystructures.
GuianQianobtainedhisPh.D.fromtheInstituteofMechanics,ChineseAcademyofSciences,with
amajorinsolidmechanics,in2009.Afterwards,hemovedtoPaulScherrerInstitute(PSI)andwhere
he was Postdoctoral Fellow until 2012. Since 2013, he has been a Scientist in the Laboratory for
NuclearMaterials,NuclearEnergy,andSafetyDepartmentofPSI.Hiscurrentresearchinterestslie
inthefatigueandfractureanalysisofnuclearcomponentsandstructures. Hehasmadesignificant
contributionstonuclearsafetyassessment, especiallyinthepressurizedthermalshockanalysisof
reactorpressurevesselsandleak-before-breakanalysisofnuclearpiping. Hehaspublishedmore
than50peer-reviewedpapers,includingmorethan30SCI-indexedpapersinjournalssuchasActa
Materialia, International Journal of Solids and Structures, Engineering Fracture Mechanics, and
International Journal of Fatigue. He has been invited on numerous occasions to present keynote
talksatinternationalconferencesandsymposiums,includingthe11thInternationalWorkshoponthe
IntegrityofNuclearComponents,2014InternationalSymposiumonStructuralIntegrity,andNuclear
MaterialsSymposiuminChineseMaterialsConference2017. HehasbeenSessionOrganizerforthe
ASME PressureVessels andPiping Conference (2015–2017)and the14th International Conference
onFractureMechanics. Heservesasreviewerformorethan20internationaljournalsandseveral
internationalfundingcommittees.
ix