log sensor calibration using m-estimate

log sensor calibration using m-estimate

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时间:2019-07-20

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1、LogSensorCalibrationUsingM-estimateJiDaxiongLiuJianLiuKaizhouDepartmantofUnderwaterRobotics,StateKeyLaboratoryofRobotics,ShenyangInstituteofAutomation,ChineseAcademyofScience.Nantastreet114th,ShenyangCity,LiaoningProvice,PRCAbstract-AcalibrationproblemforlogsensorofUUVis(seeFig.1

2、),wherexb-isintheUUVhorizontalplane,pointingestablishedandtheproblemcanbedividedintotwoseparatetobow;yb-isintheUUVhorizontalplane,pointingtoparts:misalignmentangleandscalefactoroflogsensor.Insteadstarboard;zb-isintheperpendiculartoUUVhorizontalplane,ofusingtheconventionalleastsqu

3、arealgorithm,afinecalibrationapproachbasedonM-estimateisusedtosuppresspointingupward.AnglesRs,Ps,Hsshowthemisalignmenttheeffectofnon-whitenoise.Theadaptivefactorrelationtobetweenlogsensormainaxis(xs,ys,zs)andcompassmainaxiscalibrationprecisionisbroughtforwardwhichisdifferentfrom(

4、xc,yc,zc),nottheonebetweenUUVreferencemainaxisandusualforgettingfactor.Thefeasibilityoftheapproachislogsensormainaxisorcompassmainaxis.Therollandpitchdemonstratedinthetestofseatrail.misalignmentanglesRs,PsmeasurethelackofparallelismI.INTRODUCTIONzbzczsPThelogsensorhastobecalibrat

5、edwithrespecttocompassspriortobeingusedifalogsensorisusedinUUV(UnmannedUnderwaterVehicle).Thecalibrationisfornavigationaidingwithoptimalperformance.Usualcalibrationalgorithmisleastsquareestimationmethod(LSE)[1].Itisvalidunderwhiteonoise.However,thesensordataarecommonlynotconsiste

6、ntwiththenominalmodelassumption.Infact,GPSpositionRHxberrorsarenon-whitebecausetheyaredeterminedbypseudo-ssxcxsrangemeasurementsandsatellitegeometrywithrespecttoysyGPSreceiver’ssite[2].Furthermore,theGPSoutputsmaybecybdisturbedbyimpulsenoiseduetounknownenvironments.Figure1.Threer

7、eferenceframeinUUVUndermanysuchadverseconditions,theperformanceofthebetweencompasshorizontalplaneandlogsensorhorizontallinearfiltersdeterioratessignificantly.Forexample,LSEplane.Generally,theirvaluecanbekepttothedefaultvaluealgorithmperformsbadlyunderimpulsenoiseiflackofzeroaslon

8、gastheydonotexceedseveraldegrees.Therefo

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