Structural Prognostics and Health Management in Power & Energy Systems PDF
Preview Structural Prognostics and Health Management in Power & Energy Systems
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 ThisisareprintofarticlesfromtheSpecialIssuepublishedonlineintheopenaccessjournalEnergies (ISSN1996-1073)from2018to2019(availableat:https://www.mdpi.com/journal/energies/special issues/sphm) Forcitationpurposes,citeeacharticleindependentlyasindicatedonthearticlepageonlineandas indicatedbelow: LastName,A.A.; LastName,B.B.; LastName,C.C.ArticleTitle. JournalNameYear,ArticleNumber, PageRange. ISBN978-3-03921-766-3(Pbk) ISBN978-3-03921-767-0(PDF) (cid:2)c 2019bytheauthors. ArticlesinthisbookareOpenAccessanddistributedundertheCreative Commons Attribution (CC BY) license, which allows users to download, copy and build upon publishedarticles,aslongastheauthorandpublisherareproperlycredited,whichensuresmaximum disseminationandawiderimpactofourpublications. ThebookasawholeisdistributedbyMDPIunderthetermsandconditionsoftheCreativeCommons licenseCCBY-NC-ND. 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
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