人工智能在故障诊断领域的应用

人工智能在故障诊断领域的应用人工智能在故障诊断领域的应用摘要：本文在简要介绍故障诊断和人工智能的基础上，详细分析人工智能在故障诊断领域中的应用，包括智能故障诊断技术和故障诊断专家系统，最后总结基于人工智能的故障检测的发展趋势。关键词：故障诊断；人工智能；专家系统；智能诊断ApplicationofArtificialIntelligenceinthefieldofFaultDiagnosisAbstract:Basedonabriefintroductiononthefaultdiagnosisandartificialintelligence,thispaperdetailedlyanalysestheapplicationofartificialintelligenceinthefieldoffaultdiagnosis,includingintelligentfaultdiagnosisandfaultdiagnosisexpertsystem.Finally,thispapersummarizesthedevelopmenttrendoffaultdetectionbasedonartificialintelligence.Keywords:FaultDiagnosis;ArtificialIntelligence;ExpertSystem;IntelligentDiagnosis1引言2人工智能2.1专家系统被诊断对象被诊断对象人机接口知识库数据库推理机结果2.2机器学习3人工智能在故障诊断领域的应用参考文献[1]杨叔子,史铁林.设备诊断技术的现状与未来[J].设备管理与维修,1995,11(133).[2]机械设备故障诊断技术[M].上海科学技术文献出版社,1994.[3]侯靖欧.机械故障诊断技术[J].渔业现代化,1984,6:023.[4]设备诊断工程[M].中国农业科技出版社,1997.[5]吴今培，肖建华．智能故障诊断技术与专家系统【M】.北京：科学出版社．1997.5—10[6]人工智能原理及应用[M].东华大学出版社,2005.[7]FentonB,McGinnityM,MaguireL.Faultdiagnosisofelectronicsystemusingartificialintelligence[J].Instrumentation&MeasurementMagazine,IEEE,2002,5(3):16-20.[8]SchreiberHH.Areviewofanalogautomatictestgeneration[C]//AUTOTESTCON'78.InternationalAutomaticTestingConference.IEEE,1978:1-8.[9]王万森.人工智能原理及其应用[M].电子工业出版社,2000.[10]王道平,张义忠.故障智能诊断系统的理论与方法[M].冶金工业出版社,2001.[11]吴明强,史慧,朱晓华,等.故障诊断专家系统研究的现状与展望[J].计算机测量与控制,2005,13(12):1301-1304.[12]HansonSJ,BauerM.Machinelearning,clustering,andpolymorphy[J].arXivpreprintarXiv:1304.3432,2013.[13]CleophasTJ,ZwindermanAH.MachineLearningandCommonSense[M]//MachineLearninginMedicine.SpringerNetherlands,2013:207-211.[14]MurphyKP.Machinelearning:aprobabilisticperspective[M].TheMITPress,2012.[15]LowY,BicksonD,GonzalezJ,etal.DistributedGraphLab:Aframeworkformachinelearninganddatamininginthecloud[J].ProceedingsoftheVLDBEndowment,2012,5(8):716-727.[16]智能检测系统与数据融合[M].机械工业出版社,2000.[17]FortinoG,NigroL.Developmentofvirtualdataacquisitionsystemsbasedonmultimediainternetworking[J].ComputerStandards&Interfaces,1999,21(5):429-440.[18]RajuGVS,WangH.SensordatafusionusingMahalanobisdistanceandsinglelinkagealgorithm[C]//Systems,Man,andCybernetics,1994.'Humans,InformationandTechnology'.,1994IEEEInternationalConferenceon.IEEE,1994,3:2605-2610.[19]GaniA,SalamiMJE.ALabVIEWbaseddataacquisitionsystemforvibrationmonitoringandanalysis[C]//ResearchandDevelopment,2002.SCOReD2002.StudentConferenceon.IEEE,2002:62-65.[20]YeF,ZhangZ,ChakrabartyK,etal.Board-LevelFunctionalFaultDiagnosisUsingArtificialNeuralNetworks,Support-VectorMachines,andWeighted-Majority[21]Voting[J].Computer-AidedDesignofIntegratedCircuitsandSystems,IEEETransactionson,2013,32(5):723-736.[22]RiesbeckCK,SchankRC.Insidecase-basedreasoning[M].PsychologyPress,2013.[23]XiaoJZ,WangH