Simultaneous Localization and Mapping同时定位与制图

Simultaneous Localization and Mapping同时定位与制图

ID:40849447

大小:1.88 MB

页数:37页

时间:2019-08-08

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1、SimultaneousLocalizationandMappingLow-costSolutionBasedonHUAWEIP9VE/VM450CapstoneDesignProjectsSummer2016ProjectDuration:ththMay16,2016—Aug10,2016FinalProjectReportPreparedby:JieMeiJunjieShenXiChenYiZhangYuhaoLiUndergraduateEngineeringStudentsUM-SJTUJointIn

2、stituteTeam10Preparedfor:Dr.ChengbinMaAssistantProfessor,VM450CourseCoordinatorUM-SJTUJointInstituteMr.ZhijieWangCompanyMentorHuaweiIoVInnovationCentreAbstractInthisproject,wearegoingtofocusonthepossibilityofSLAMalgorithmonHUAWEIP9.Thegoalistodevelopamobile

3、apponAndroidplatform.Theappshouldbeabletomap,model,andlocalizethesurroundingsusingthesensorsembeddedinthephonesuchascamera,gyroscope,andaccelerometerswhilethephoneisbeingcarriedaround.ThecoreofoursystemisavisualSLAMalgorithm.Basedonaccuracyandcellphonestora

4、gecapacity,wechooseORB-SLAMtobetheframework.Onecamera,oneaccelerometerandonegyroscopeonHuaweiP9areservingasinputdevices.Atightlycoupledvisual-inertialsensorfusionalgorithmisappliedtoobtainacameraposeestimationbasedonthevisualandinertialinputs,tobeabletowork

5、robustlyinbothslowmotionandcrowdedscenes.Wealsoapplied3DmapreconstructionofflineonacomputertovisualizetheSLAMresult.Totallyspeaking,ourapplicationisabletorealizeSLAMonHuaweiP9andthe3Dmapreconstructionsystemofflineiscapableofvisualization.PeakCPUusageis1%bey

6、ondourexpectation.Allotherspecifications,includinglocalizationerror,localizationtime,peakmemoryusage,internetbandwidthusage,userlearningtime,andcosthavebeensatisfied.Thisprojectindicatesabrightfutureofself-drivingcarbasedonsmartphones.TableofContents1.INTRO

7、DUCTION..................................................................................................12.LITERATURESEARCH........................................................................................23.CUSTOMERREQUIREMENTS&ENGINEERING_SPECIFICA

8、TIONS........33.1CUSTOMERREQUIREMENTS..................................................................................33.2ENGINEERINGSPECIFICATIONS.....................................................

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