基于混沌psodv优化bp神经网络的汽车故障诊断

基于混沌psodv优化bp神经网络的汽车故障诊断

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时间:2019-02-28

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1、山东理工大学硕士学位论文AbstractAbstractDuetotherapiddevelopmentofthemodernautomobileindustrywithacombinationofelectronicandinformationtechnology,thefaultdetectionanddiagnosisofautomotiveequipmentisbecomingmoreandmorecomplex.Carengineastheheartofthecar,constitutedbyavarietyofelectronicdevicesandmec

2、hanicalstructure,ispronetofailure.Sodiagnosisandtestingforthecarenginefaultareofgreatsignificance.First,Ihavedoneadetailresearchondomesticandforeignautomobileenginefaultdiagnosisequipmentinthispaper,analyzethefactorsaffectingfaultdiagnosis,describethemethodsusedbythegeneralfaultdiagnosi

3、s,andthenhavestudiedtheapplicationsofBPneuralnetworksandartificialintelligencealgorithmsinfaultdiagnosis,andfinallydesigntheembeddedfaultdiagnosissystembasedonARM9independently.Onthehardwareplatform,thesystemusestheSAMSUNGS3C2440microprocessorchipasthemaincontroller,toselectK9F1208Uandw

4、atchcrystaltoconstitutethemaincontrolmodule;designofthepowersystem,communicationinterfaceandhuman-computerinteraction;themeasurementsoftheenginespeed,theenginecoolanttemperature,cylinderpressure,andanignitionvoltagesignalachievetheacquisitionofthesignalundertest.Onthesoftwareplatform,th

5、eoperatingsystemofLinuxisselectedasanembeddedoperatingsystem.Adetaileddescriptionofthevariousstepstobuildanembeddedsoftwareplatformispresented:settingupembeddedcross-compilationenvironment,thecustomizationandtransplantationoftheBootLoaderandoperatingsystem,theestablishmentoftherootfiles

6、ystem,aswellasthedrivendesignofthesignalacquisitionsystemandthetouchscreen.Intheaspectofapplication,MiniGUIischoseasthesystem'sgraphicalinterfacesystem.ThispaperdevelopesafaultdiagnosisapplicationbasedonMiniGUI.Eventually,thispaperrealizestheoveralldesignofthefaultdiagnosissystemofautom

7、otiveengine.Finally,weacquiresatisfiedresultsfromthetestingoftheactualvehicleengine.Keywords:faultdiagnosis;BPneuralnetwork;particleswarmoptimization;Linuxsystem;II山东理工大学硕士学位论文目录目录摘要................................................................................................

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