Fault Prediction System Based on Neural Network Model

Fault Prediction System Based on Neural Network Model

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时间:2019-08-05

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1、FaultPredictionSystemBasedonNeuralNetworkModelLIBin,ZHANGWei-guo,NINGDong-fang,andYINWei(CollegeofAutomationNorthwesternPolytechnicalUniversity,Xi’an,710072)Lcpp8888@163.comAbstractFirstly,themethodologyofneuralnetworkforecastisanalyzedinthispaper;theneuralnetworkforecastInthefaultdiagnosis

2、oftheplanesteeringsurface,modelbasedonSVMisestablishedandthetrainingexactfaultpredictionisveryimportantforthesecurityarithmeticofneuralnetworkisgiven.Theneuraloftheaircraft.Accordingtodesignrequirementofthenetworkandthefaultpredictiontechniquewithexpertplanesteeringsurfacefaultpredictionsys

3、tem,thearecombinedtoformafaultpredictionsystem,whichapplicationofneuralnetworktechniqueisplanefaultisappliedinfaultpredictionofthesteeringsurfaceofpredictionispresented,andthealgorithmbasedontheplane.neuralnetworkmodelinthepredictionsystemisgiven.Consideringtheadvantageofneuralnetwork2.Netw

4、orkforecastmodelandalgorithmtechnique,theneuralnetworkandthefaultpredictiontechniquewithexpertarecombinedtoformafaultTheforecastbasedontheneuralnetworkisakindpredictionsystem.Finally,takingthesteeringsurfaceofnon-parametermodelprediction.Theneuralofplaneasanexampletorealizefaultprediction,t

5、henetworkhasstrongassociation,memoryandspreading[5]resultprovesthattheforecastmodelandalgorithmability.AnditisprovedbytheKolmogorovtheorembasedontheneuralnetworkarefeasible.thataneuralnetworkof3layersormorecanapproachanynon-linearcontinuousfunctionwithanyprecision.1.IntroductionThusensurest

6、heneuralnetworktodotimeseriespredictionbymathematics.ThebasicthoughtbasedonAsthemodernindustryandscienceandtechnologyneuralnetworkmodelforecastis:todomachinedeveloprapidly,systembecomeslarge,roboticzedandexcitationwithgivenexcitationsampleingivenintelligent.Oncefaultoccurs,losswillbeinestim

7、able.predictionprecision,tosetupthenon-linearfunctionInordertoavoidbigdamage,ascienceoffaultrelationbetweentheinputandoutputofthesystem,diagnosisisestablished.However,themethodscantherebydopredictiontouncertainsystem.onlyfindthereasonafterfaultoccurandth

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