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UNCERTAINTIESIN GPSPOSITIONING

AMathematical

Discourse

ALANOXLEY

BahrainPolytechnic

KingdomofBahrain

LISTOFFIGURES

Chapter1

Chapter2

Chapter3

Chapter4

LISTOFTABLES

Chapter1

Chapter6

Chapter7

Chapter8

PREFACE

Navigationinvolvesmonitoringandcontrollingthemovementofacraftor vehiclefromoneplacetoanother.Positionfixingisabranchofnavigation concernedwithdeterminingthepositionofanaircraft,person,orship onthesurfaceoftheEarth.Manypositionfixingtechnologiesinvolvethe processingofradiosignals.

Therearespace-basednavigationsystemsandterrestrial-basednavigationsystems.TheGlobalPositioningSystem(GPS)isanexampleofthe former.Anexampleofaterrestrialsystemisthepositionfixingofamobile phonebyanalyzingradiosignalsbetween(several)radiotowersofthe networkandthephone.

WeareallfamiliarwiththefundamentalsofGPSreceiver:Itisadevice thatstoresamapandreceivessignalsfromanumberofsatellitesenabling thereceivertodetermineitslocation.Thisisoftendoneinnearrealtime. UncertaintiesinGPSPositioning:AMathematicalDiscourse describes thecalculationsperformedbyaGPSreceiveranddescribestheproblem associatedwithmakingsurethattheestimatedlocationisincloseagreement withtheactuallocation.Inaccuraciesinestimatingalocationcouldhave seriousconsequences.

TheintendedreadershipisindividualsinterestedinGPS,suchasuniversitystudents.Thereaderwillbenefitfrombeingableto:understandhowa GPSreceivercalculatesitsposition;understandwhythecalculatedposition isonlyanapproximationtothetrueposition;gainsomeappreciationofthe factorswhichcontributetothedifficultiesincalculatinganapproximation ofthetrueposition;gainsomeappreciationofthemathematicalstepsthat areemployedinordertoreduceerrorsintheapproximation.

Theimpetusforthebookcamefromthefactthereisinsufficient literaturedescribingthecalculationsperformedbyaGPSreceiverandlittle detailingtheaccuracyofthecalculations.

Thebookcomprisesthefollowingchapters:

Chapter1—PositioningandNavigationSystems

Chapter2—IntroductiontoGPS TherudimentsofwhatGPSisfromauser’sperspective.

Chapter3—BasicGPSPrinciples

CHAPTER1 PositioningandNavigation Systems

CertainnewapplicationsofITchangeourdailylives.Thereareagrowing numberofsuchapplications;correspondingly,morepeopleareopting tousethem.Examplesincludefitnessapplications,GlobalPositioning System(GPS)tracking,healthmonitoring,andnavigationsystems.Inthe 1970s,onlyasciencefictionwritercouldhaveforesawthatpeoplewould beallowinganapplicationtoaccessalittleoftheirpersonaldata,their geolocation,inordertouseaservice.

NAVIGATION

Navigationhaslongbeenofinteresttomathematicians.

HistoryofNavigation

Historicallytheastrolabewasusedtocalculatethepositionsofthesunand stars,amongotherthings.Instructionsforbuildinganastrolabearegivenby St.John’sCollege,UniversityofCambridge (2014).Itisgenerallyaccepted thattheastrolabewasinvitedineitherthefirstorsecondcenturyBC.The odometerisaninstrumentformeasuringdistancetraveled.Thehistorical textoftheSongShi,recordingthepeopleandeventsoftheChinese SongDynasty,gaveadetaileddescriptionoftheodometer.Historicallythe polestarshavebeenusedfornavigationas,throughoutthenight,theyare visibleabovethehorizonandtheirapparentpositionsremainvirtuallyfixed. TheMinoansailorsofCreteareanearlyexampleofthosethathaveused celestialnavigation.Thepositionofthepolestarschangesovertimedue tothewobbleoftheEarthonitsaxis.Anotheraidtosailorswasnautical charts.Theearliestknownworldmapsdatefromthefifthandsixthcentury BC.Ptolemy(AD100–170)wasakeyfigureinearlymapmaking.Sailing directionshaveexistedsincebeforethetimeofPtolemy.

UncertaintiesinGPSPositioning ©2017ElsevierLtd. http://dx.doi.org/10.1016/B978-0-12-809594-2.00001-0 Allrightsreserved. 1

In1884theGreenwichmeridianwasadoptedastheprimemeridianof theworld(i.e.,0degreeslongitude).Thisisoffundamentalimportanceto positioning.

TypeofNavigation

Thereisatypeofnavigationwherereadingsaretakenandretakenatregular intervals.Satellite-basednavigationmakesuseofthisapproach.Thereisa typeofnavigationwhereseveralreceiversareusedtodetecttheposition ofanobjectofinterest(possiblybytheuseofradiowaves).Thetime difference(orphasedifference)betweenreceiversisusedtodeterminethe locationoftheobject.AnearlyexponentofthiswasLORAN,whichwasa hyperbolicalterrestrialradiopositioningsystem.Aterrestrialnavigationor positioningsystemreferstoonethatisontheEarth.Inthecaseofsatellitebasednavigation,however,anindividualreceiverisprocessingdifferences inthereceptionfrommultiplesatellites.

WIRELESSPOSITIONINGSYSTEMS

Thetermslocalization,positioning,andpositionlocationallmean thesame.

Awirelesspositioningsystemiscomprisedofanumberofnodeswhose locationsareknown(knownnodes)andoneormorenodeswhosepositions aretobedetermined(unknownnodes).Anodeisacommunication endpoint.ThereareGPSandlocalpositioningsystems.Asitsname suggests,alocalpositioningsystemdoesnotprovideglobalcoverage.The knownnodesmaybeatfixedlocations,inwhichcasetheyareknownas anchornodes.AnexampleisbeaconslocatedonEarth.Theknownnodes mightnotbeatfixedlocations,asisthecasewithsatellites.Anunknown nodemaybestationaryoritmightbemobile.Abasestationservesasa hubofawirelessnetwork. Fig.1 showsasystemcomprisedofthreeknown nodesandoneunknownnode.

TypesofSystems

Therearedifferenttypesofwirelessnetwork.Wefocusonthosepositioning andnavigationsystemsthathaveresultedfromextensiveresearchandarein widespreadusebyindividuals.

Themainwirelesstechnologieswhichfocusonpositioningare:

1. Radio-frequencyidentification(RFID):Usedtoidentifyortracktags attachedtoobjects.TherangeofanRFIDreaderdiffersfromsystem

Table1 Somepositioningsystems

TechnologyMeasurementtechniqueNotes

GNSS(e.g., Galileo,GPS) TDOA

A-GNSSTDOA

CellularCellID/EOTD/OTDOA/ U-TDOA

Inertial Navigation System(INS)

NFER

Angularvelocity;linear acceleration

Near-fieldpropertiesof radiowaves

RFID TDOA

WLANAOA/RSSI/TOA; radiofingerprinting

Accuracy:Dependswhichof thetwoservicesareused. ForpublicuseofGPS, high-qualityreceivers providehorizontalaccuracy ofbetterthan3.5mmost ofthetime

Pros:Alsoprovidesthe time.Usedinallweathers. Usedanywhereonornear Earth Cons:Needsunobstructed lineofsightoffouror moresatellites

Accuracy:SameasaGNSS Pros:AsforprosofGNSS. Canbeusedwherethere areweaksignals Cons:AsforprosofGNSS

Accuracy:WithU-TDOAit is50m

Accuracy:Dependsonthe typeofsystem. Two-dimensionalaccuracy variesfrom9to2200m

Accuracy:30cm

Accuracy:10cm

Pros:Noneedforlineof sight

Pros:UsedwhereGNSSis inadequatebecauseof multipath,orindoor location,etc.

WSN AOA/RSSI/TDOA/TOA

thedelayofthesignaldoesnotrepresentthetruetimeofarrival(TOA),as itincludesapositivebias,calledtheNLOSerror.

AnINSisquiteadifferentpositioningsystemtotheothertechnologies. Itmakesuseofitemsofequipmentcalledinertialmeasurementunits (IMUs).AnIMUcomprisesaccelerometersandgyroscopes.AnIMUcan

basedontimedifferenceofarrival(TDOA).E-OTDwasfirstimplemented onmobilephonesadheringtotheGSMstandard.Thetechniquesare similar,however,withtheE-OTDandOTDOAmeasurementsaremade bythehandsetwhereaswithU-TDOAthemeasurementsaremadebythe network.WithE-OTD,ahandsetobservesthetimedifferenceofsignals sentfromtwobasestations.OTDOAisusedwithUMTS,whichisasystem thatadherestotheGSMstandard.Ahandsetobservesthetimedifference ofsignalssentfromseveralenodeBs(componentsofthenetwork).With U-TDOA,asignalissentfromthehandsetandispickedupbylocation measurementunits(LMUs).Ahandsetlocationisbasedonthetimetaken forthesignaltoreacheachLMU.

PositioninginWirelessSensorNetworks

Anexampleofameasurementisthedistancebetweenananchornodeand asensornode.Thisprocessofdeterminingthedistancefromonelocation toanotheriscalledranging.Wirelesspositioningsystemscanbeclassified accordingtothenetworkconfigurationandthetypeofmeasurementthat iscarriedout.

Lateration

Oneapproachistouseanumberoffixedanchornodesatknownpositions. Theanchorsaresynchronizedtoemitasignalatthesametime.LetusconsideraWSN.Thesensornodeisatanunknownposition.Itpicksupsignals fromtheanchorsandworksoutitspositionusingtheTDOAtechnique. (ThetechniqueissimilartothewayinwhichaGPSreceivercalculatesits position.) Fig.2 illustratestheapproach.Anotherapproachisforthesensor nodetobroadcastthesignal.Thesignalisreceivedbyeachanchor,which calculatesitsTOA.TheTOAsarepassedtothebasestationanditcalculates thesensornode’sposition. Fig.3 illustratestheapproach.Thebasestation canbeconnectedtotheanchorsusingwires.Considerthefirstapproach, wherethesensornodereceivesthreesignals.LetthethreeanchorsbeA, B,andC.LettheunknowntimestakenforthesignalsfromA,B,andC toreachtheUEbe t1 , t2 ,and t3 ,respectively.Weknowthedifferenceis timebetweenthearrivalofthesignalsentfromAandthearrivalofthe signalsentfromB.Callthis τ1,2 .Theequation |t1 t2 |= τ1,2 describes ahyperbola.Similarly,theequation |t1 t3 |= τ1,3 describesahyperbola. Theintersectionofthesehyperbolaemarkstwopositions,oneofwhichis thelocationofthesensornode,asshownin Fig.4.Ifthecoordinatesof

Anchor Anchor

Sensor node— calculates its own position Sensor node

Anchor

Fig.2 TDOAapproach1.

Anchor Anchor

Anchor Sensor node

Fig.3 TDOAapproach2.

Fig.4 LaterationbyTDOA.

Base station— synchronizes the nodes

Base station— synchronizes the nodes; calculates the UE’s position

theanchorsandsensornodesaregivenin3Dthenthereneedstobefour anchorsinordertodeterminethelocationofthesensornode.

AOAMeasurements

Inoneapproach,anantennaonthesensornodeestimatestheAOAsof signalssentfromtheanchors.Inanotherapproach,anantennaoneach anchorestimatestheAOAofasignalsentfromthesensornode.

Connectivity

Oneapproachforpositioningiswherethesensornodecalculatesits positionusingsignalstransmittedfromanchors.Anotherapproachiswhere thesensornodetransmitsasignalandthenetworkofanchornodesworks outthesensornode’spositionandsendstheresulttothesensornode. Calculationofthepositionofanodeinalargenetworkismoredifficult thatitisinasmallnetwork,asthecomplexityofthecomputationsincreases withnetworksize.Anode’spositioncanbecalculatedbyacentralunitand doneusingadistributedmethod.Distributedmethodsaremorescalableas thetaskcanbedistributedoverthewholenetwork.Thepositionofanode canbecalculatedusingoneofthemathematicalmethods:multilateration, trilateration,andtriangulation.Thedatausedinthesemethodsisoneof thepropertiesoftheRSSI,TOA,TDOA,andAOA.

TheIEEE802.15.4PhysicalLayer

IEEE802.15.4isastandardforlow-power,lowdataratewirelesscommunicationbetweensmalldevices.802.15.4isaPHYandMAClayer protocol(OSIlayers1and2).Devicesaresegregatedintopersonalarea networks(PAN).EachPANhasaPANIdentifier—16-bitnumber.Each devicehastwoaddresses:alongaddress(64-bitgloballyuniquedevice ID)andashortaddress(16-bitPAN-specificaddress).Deviceaddressesare usedinpositioning.Networkscanbebuiltaseitherpeer-to-peer(P2P)or starnetworks.Thetopologyimpactsuponhowpositioningiscarriedout. SeveralPHYsareavailable.OneoftheseusesUWB.Arecentapplication areaisprecisionlocatingandtracking.UWBisusedforreal-timelocation systems;itslowpowerandprecisionmakeitwellsuitedforenvironments thatareradio-frequency-sensitiveenvironments,suchashospitals.The positioningtechniquetobeusedcould,forexample,befingerprinting. Apossiblemethodistouseonebasedonthemaximumlikelihood(ML) principle.Anothertechnique,onethatestimatestheTOA,isbasedona frequencydomainestimationalgorithm.

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