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测绘工程英文论文
ReductionofShort-IntervalGPSDataforConstructionOperationsAnalysis
JohnHildreth,M.ASCE1;MichaelVorster,M.ASCE2;andJulioMartinez,M.ASCE3
Abstract:
Thesystemsthathistoricallyhavebeenusedtocollectdatafortimestudiesofconstructionoperationsaremanualinnatureandlimitedtotheobserver'sfieldofview.GlobalPositioningSystem(GPS)technologyincorporatedintoanonboardinstrumentationsystemcanbeusedtoautonomouslycollectpositionandvelocitydatawithoutthefieldofviewlimitation.Datamustbecollectedatashorttimeintervaltoprovidethelevelofdetailnecessaryforoperationsanalysis.Thustheissuebecomesmanagingthedataandidentifyingtherelativelykeyrecordsthatmarkthestartandstopofactivities.Afieldobserveridentifiesthekeytimesinrealtimewith
instantaneousdecisionsofwhenoneactivitystopsandthenextstartsbasedonenormousvolumesofvisualinformation.ThisworkdevelopedamethodologyformakingequivalentdecisionsbasedonGPSdataandpresentstheproceduresdevelopedtoidentifythekeyrecordsnecessarytocalculateactivitydurations.Acasestudyisusedtoillustrateapplicationofthesystemtoanearthmovingoperation.
Also,itispostulatedhowtheinformationcanbeusedindiscreteeventsimulation.
DOI:
10.1061/(ASCE)0733-9364(2005)131:
8(920)
CEDatabasesubjectheadings:
Geographicinformationsystems;Constructionindustry;Dataanalysis;Informationmanagement;Timestudies.
Introduction
Timestudieshistoricallyhavebeenperformedtorecordthetimerequiredtocompletevariousconstructiontasks(Oglesbyetal.1989).Theoriginaltimestudysystemwasthestopwatch,whichhassincebeenreplacedbytime-lapsevideorecordings.Thesesystemsaremanualinnatureandlimitedtothefieldofviewoftheobserver,orwhatiswithinthelineofsightoftheobserver.Recently,analystshaveturnedtotechnologyfornewtools.Whetheranobserverperformsthestudyinthefieldwithastopwatchortheoperationisfilmedforpreliminaryreviewanddatareductionintheoffice,theinformationislimitedtothefieldofviewoftheobserverorcamera.Analystshavelookedtoon-boardinstrumentationasadatacollectiontoolusefulbeyondthefieldofview.
GlobalPositioningSystem(GPS)technologyincorporatedintoanonboardinstrumentationsystemcanprovidepositionandvelocitydataasapotentialsolutiontothefield-of-viewissue.However,recordingdatafrequentlyenoughtoprovidegoodre-sultsproducesaverylargevolumeofdata.Withseveralthousanddatarecordsproduceddailyoneachpieceofinstrumentedequip-ment,theissuebecomesmanagingthedataandidentifyingtherelativelyfewkeyrecordsthatmarkthebeginningandendoftheactivitiesbeingstudied.Regardlessofthetoolimplemented,theprocessisperformedinfourphases:
datacapture,preliminaryreview,datareduction,anddataanalysis.ThetoolsusedineachphaseforvarioussystemscanbeseeninTable1.
Afieldobserveridentifiesthekeytimesinrealtimewithin-stantaneousdecisionsofwhenoneactivitystopsandthenextstartsbasedonenormousvolumesofvisualinformation.ThisworkdevelopedamethodologyformakingequivalentdecisionsbasedonGPSdata,specificallytoanswerthequestion,Howcanthelargevolumeofshort-intervalGPSdatacollectedbeauto-maticallyreducedtothesmallvolumeofkeydiscretepointsthatmarkthestartandstopofactivities?
Thispaperbrieflydescribesthehardwareusedtorecordthe
necessaryGPSdataandpresentsproceduresdevelopedtoidentifythekeyrecordsnecessarytocalculateactivitydurations.Acasestudyisusedtoshowtheapplicationofthesystemtoanearth-movingoperation.Thispaperalsopostulateshowtheinformationfromthedatacanbeusedindiscreteeventsimulations.Descrip-tionsofdiscreteeventsimulationappliedtoconstructionopera-tionscanbefoundinMartinezandIoannou(1995),IoannouandMartinez(1996a),Martinez(1998),Sangarayakul(1998),CorandMartinez(1999),andIoannou(1999).
PreviousWork
AnearlyuseofGPStocollectproductivitydatawasapilotstudydesignedtoprovidecurrentinformationregardingearthworkoperations(Ackroyd1998).PositioninformationwastransmittedviaradioandrecordedbyaremotePCat2-minintervalsandattheclosureofproximityswitchesonleversofarticulatedhaulersandmotorscrapers.Intheinitialphase,analysisofthedatafocusedonmeasuringcycletimes,butnorealanalysiswasperformedofpositionsbetweenevents.Inasecondphase,straingaugeswereusedtoestimatepayloadandtherebyprovideproductivitydata.ThisworkdepictsthepotentialofGPSforrecordingdatafromearthmovingoperationsbutfocusesonthehardwareissuesratherthanthedatareductionissues.Ackroydconcludesthattheinformationmayaddvaluetomonitoringandschedulingtasksbutdoesnotaddressuseofthedataforanalyzingearthmovingoperations.
FieldDataReduction
Oglesbyetal.(1989)pointoutthatthepurposeofatimestudyistorecordthetimesofvariousactivitiesthatmakeupanoperation.Thesimplesttimestudies—stopwatchstudies—relyontheobservertodecidethepointintimeatwhichactivitiesstartandstop.Oglesbyetal.(1989)notethatplacingthisresponsibilityontheobserverlimitstheusefulnessofthedata.Observerscanhavedifferencesinopinion,datarecordedbyasingleobservermayvaryovertime,availableinformationisstrictlylimitedtothatrecordedandissubjecttothephysicallimitationsoftheobserver.Additionally,theinformationrecordedisstrictlylimitedtothefieldofviewoftheobserver.
BjornssonandSagert(1994)presentedPAVIC+asacomputer-basedsystemtoextractdatafromvideorecordingofconstructionoperations,includingactivitydurations.Eachactivityinstanceiscalledasegmentanddefinedbyastartandstoptime.Threetoolsareavailableforregisteringsegments:
start-stoptime,cycletime,andconsecutivetime.Thestart-stoptimetooloperateslikeastopwatch:
theuserindicatesthroughkeystrokesboththestartandstoptime.PAVIC+readsthetimeofthekeystrokefromatimestampplacedontheaudiotrackandrecordsit.Thecycletimetoolisusedwhenthesameworksequenceisrepeated.Thekeystrokeusedtoindicatethestopofanactivityalsoindicatesthestartofthesuccessiveactivity,whicheliminatestheneedtopresstwokeyssimultaneously.Theconsecutivetimetoolisappropriateforagroupofcorrelatedactivities,suchasacraneservingmultiplecrews.Eachactivityisassignedauniquekeythatisstruckwhentheactivityends.Thiskeystrokeindicatesthestopoftheassociatedactivityandthestartofthesuccessiveactivity.
Frank(2001)describesaverysimilarsystemusedtoextractinformationfromdigitalvideo.HepresentsanddiscussestheDigitalVideoAnalysisTool(DVAT)andnotesthatPAVIC+wasthebasisonwhichDVATwasdeveloped.DVATisasoftwarepackagespecificallydevelopedforstrippinginformationfromdigitalvideo.Theextractedinformationcanbeusedtogeneratecrewbalancechartsortodevelopinputforcomputersimulationmodels.
Thesetraditionaldatacollectionmethodshaverelieduponmanualtoolslimitedtothefieldofviewoftheobserver.Researchershaveturnedtotechnologyfortoolsthatarebothautomatedandnotrestrictedtofieldofview.Kannan(1999)describestheuseofonboardinstrumentationsystemsforrecordingdatafromearthmovingoperations.HeusedmechanicalparametersrecordedbytheVitalInformationManagementSystem(VIMS)andtheTotalPayloadManagementSystem(TPMS)producedbyCaterpillartoobtainoperationaldata.Suchsystemsplaceavirtualobserverintheequipment,andthustheequipmentisalwaysinthevirtualfieldofview.
Kannan(1999)statesthatwhenusingonboardinstrumentation,thesensorsmustbeabletodetectachangeinthestatusofthetruck.Thischangeinstatusindicatesthestartorstopofanactivity.KannanandVorster(2000)statethatmechanicalparameterscanbetranslatedtoproductionmeasuresthroughtheuseofsurrogatemeasuresandprotocolrules.Kannan(1998)describestheuseofsuspensionstrutpressure,gearcontrolleverposition,bedraiseswitchposition,andspeedtoderivethedurationoftruckcyclecomponents.Truckcyclecomponentsoractivitiesaredefinedintermsoftheparameters.
Itisevidentfromtheliteraturereviewedthattraditionaldatacollectionmethodsarelimitedbytheabilityofanobservertoinstantaneouslydecideactivitystartandstoptimeswithinanarrowandstaticfieldofview.Moderntechniquesremovethislimitationbyusingsensor-baseddata-collectiontechniquestoidentifykeytimesthroughchangesinsensoroutput.Athoroughunderstandingofthemethodsforreviewing,reducing,andanalyzingGPSdatafromconstructionoperationsrequiresbackgroundknowledgeofhowandwhatdataarecollected.
DataCapture
AnautomateddatacapturesystembasedonGPStechnologywasusedtorecordtherawdataatauser-specifiedtimeinterval,includingdate,time,velocity,andhorizontalposition.Thesystemconsistsofadatabox,junctionbox,andsensorpackandwasdevelopedbasedonfieldevaluationsofcommerciallyavailablesystems.ThedataacquisitionandstorageboxisaweathertightenclosurethathousesthesystemcircuitryandtheCompactFlashmediaonwhichthedataisstored.ThesensorpackconsistsofaGarminGPS-35LVCreceiverandaVector2XmagneticcompassmanufacturedbyPrecisionNavigation,Inc.InadditiontotheGPSandcompass,thesystemhasbeendevelopedsuchthatadditionalanaloganddigitalsensorscanbeincorporatedintothesystemforfutureresearch.Thejunctionboxservesasacentra