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ID:36357867
大小:6.02 MB
页数:88页
时间:2019-05-10
《基于遗传算法的列车自动驾驶系统研究与实现》由会员上传分享,免费在线阅读,更多相关内容在学术论文-天天文库。
1、北京交通大学硕士学位论文基于遗传算法的列车自动驾驶系统研究与实现姓名:张强申请学位级别:硕士专业:交通信息工程及控制指导教师:郜春海20080601北京交通大学硕士学位论文ABSTRACTABSTRACTABSTRACT:AsChina'surbanizationprocess,thecontinuingdevelopmentofcitysizeandincreaseoftheurbanpopulation,existingurbantrafficnetisunabletomeetthedemandsof
2、citytraffic.Accordingtotheinternationallarge-scaleurbantransportationdevelopingexperience,UMTplaysthepivotalroleforeasingurbantrafficpressure.Underthisbackground,itisimportanttodeveloptheATOsystembecauseATOcanimprovetheoperationgefficiency,speedupthetrain
3、pace,andensurethesafety.Geneticalgorithm(GA)isanadvancedintelligentcontrolalgorithm.Itisusedtosolvehighlycomplexissues.Geneticalgorithmforsolvingthemulti—targetsystemproblemlikeATOhasuniqueadvantages.Inthispaper,tomeettheATOsystem’Sneeds,authordesignstrai
4、nautomaticdrivingsystemcontrolstrategywhichisbasedonthegeneticalgorithm,andtheautomatictrainsystemsoftwareandhardwareplatforms.Finally,testthecontrolresultsbysimulationandfieldcertificationtest.Maincontentsareasfollows:(1)StudytheexistingATOsystems,sumupf
5、unctionalrequirements.Improvethedeficienciesandshortcomingsoftheexistingsystem,andproposethemorerealisticrequirements.DesignthestructureofATOsystembasedonthesystemrequirements.(2)DesigntheATOcontrolalgorithm.Theworkiscardedoutinthreesteps:First,manipulate
6、thetrainmodel;second,optimizetherunningprofilebygeneticalgorithm;也ifd,designthecontrollertobeusedtotrackthetargetprofile.Throughthethreesteps,realizetheATOsystemandmeettherequirementsofATO.(3)DesigntheATOsystem.Bothofthehardwareandsoftwarearedesigned.Hard
7、waresystemisdesignedmainlyfromthreeaspects:theoverallplan,selectionofequipment,vehicleinterface.Softwaresystemisdividedinto5modulestointroduce.(4)TesttheATOsystemtoverifycontrollingresults.Thefirststepistovewifytheeffectivenessandensurethenormalfunctionin
8、thelaboratory.Thesecondstepistotestthecontrolresultonthetestingrailway.Fromtheresultofthelaboratorysimulationandfieldtesting,thesystemisabletomeetthebasicrequirementsofATO.IthasimportantpracticalsignificanceofATOsys
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