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ForecastingModelandAffectingFactorsofSoundQualityonElectricVehicleswithLowSpeed


ForecastingModelandAffectingFactorsofSoundQualityonElectricVehicleswithLowSpeed.pdf
Soundparametersofpsychologicalsubjectevaluationinthecararemeasuredandcalculatedonelectriccarwithlowspeed,usingneuralnetwork(NN)methodforecastingmodelonsoundqualityisbuiltandmodelparametersaffectingcalculationaccuracyandefficiencyisresearched.AllrelativeerrorsofpredictionusingNNmethodaresmaller,andtheyarenomorethan9.00#andchangingcurveofrelativeerrorisflat,andthatlearningrateintherangeof0.40to0.80,andimplyinglayernumberof4,7,11and13andacceleratingratefrom0.10to0.85iswellavailable.Recyclingtimesandrelativeerrorhasregularwiththeincreaseoflearningrate,andtheychangejustlikeshapesofsawtoothwiththeincreaseofimplyinglayernumber,andrecyclingtimesbegintodecreaseslowlyandthenrisesteeplywiththeincreaseofacceleratingrate,andrelativeerrordecreasesatthebeginningwiththeincreaseofacceleratingrateandthenrises.Theforecastingmodelisappliedtosometypeelectriccar,anditisfoundthattheone-cylinderengineoftheincreasingprogramelectriccaristhemostcontributionsourceanddevelopmenteffectisverygood.
作者:ZHAOHaijun LIHongliang LIANGKai ZHANGYushu ZHOUHui CHENDaliang
作者单位:CollegeofAutomobileandTransportation,TianjinUniversityofTechnologyandEducation;NationalJointEngineeringResearchCenterofIntelligentVehicleInfrastructureCooperationandSafetyTechnology,TianjinUniversityofTechnologyandEducation;DepartmentofMechanicalEngineering,LuoyangInstituteofScienceandTechnologyAutomotiveEngineeringResearchInstituteDepartmentofMechanicalEngineering,LuoyangInstituteofScienceandTechnologyCollegeofAutomobileandTransportation,TianjinUniversityofTechnologyandEducation
母体文献:2018中国汽车工程学会年会论文集
会议名称:2018中国汽车工程学会年会
会议时间:2018年11月1日
会议地点:上海
主办单位:中国汽车工程学会
语种:chi
分类号:
关键词:soundqualityneuralnetworkmethodforecastingmodelelectricvehicle
在线出版日期:2021年9月26日
基金项目:
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