身体传感器的节能传输
EnergyEf cientTransmissionStrategiesforBodySensorNetworkswith
EnergyHarvesting
AlirezaSeyedi
DepartmentofECE,
UniversityofRochester,Rochester,NYUSA
e-mail:alireza@ece.rochester.edu
BiplabSikdar
DepartmentofECSE,
RensselaerPolytechnicInstitute,Troy,NYUSA
e-mail:sikdab@rpi.edu.
Abstract—Thispaperaddressestheproblemofdevelop-ingenergyef cienttransmissionstrategiesforBodySensorNetworks(BSNs)withenergyharvestingcapabilities.Itisassumedthattwotransmissionmodesthatallowatradeoffbetweentheenergyconsumptionandpacketerrorprobabilityareavailabletothesensors.Decisionpoliciesaredevelopedtodeterminethetransmissionmodetouseatagiveninstantoftimeinordertomaximizethequalityofcoverage.TheproblemisformulatedinaMarkovDecisionProcess(MDP)frameworkandanupperboundontheperformanceofarbitrarypoliciesisdetermined.OurresultsshowthatthequalityofcoverageassociatedwiththeMDPformulationoutperformstheotherpolicies.
haveanenergyharvestingdevicethatcollectsenergyfromambientsourcessuchasvibrationandmotion,light,andheat.However,toimprovetheperformanceofenergyharvestingBSNstoalevelthatcanbewidelyadopted,progressneedstobemadebothinenergyharvestingtechniquesandcommunicationpoliciesandprotocols.HarvestingawarecommunicationtechniquesthattakeintoaccountandexploittheenergyharvestingcharacteristicsareparticularlyneededtooptimizetheoperationoftheBSN.
Thispaperusestheideaoftradingofftheenergyspentoncommunicationswiththecorrespondingrelia-bilitythusachievedfordevelopingadaptivetransmissionpoliciesthataimtomaximizethelikelihoodofsensorsdetectingandcorrectlyreportingeventsofinterest.Thesensorsareassumedtohavetheabilitytochoosefromasetofavailabletransmissionmodesfortransmittingtheirdata,witheachschemeconsumingadifferentamountofenergy.However,eachschemehasapacketerrorprobabilitythatisadecreasingfunctionoftheenergyusedontransmission.Thepoliciesdevelopedexploitthesensor’sknowledgeofitscurrentenergylevelandthestateoftheprocessesgoverningthegenerationofdataandbatteryrechargetoselecttheappropriatetransmissionmodeforagivenstateofthesystem.ThetransmissionschedulingproblemisthenformulatedasaMarkovDecisionProcess.Anupperboundontheperformanceofanyarbitrarypolicyisobtained.Therestofthepaperisorganizedasfollows.SectionIIdescribesthesystemmodel.UpperboundsontheperformanceofarbitrarycommunicationstrategiesaredevelopedinSectionIII.AMarkovDecisionProcessformulationoftheproblemispresentedinSectionIV,simulationresultsarepresentedinSectionVandSectionVIconcludesthepaper.
I.INTRODUCTION
Manyapplicationsandservicesareexpectedtosignif-icantlybene tfromthemonitoringanddatacollectionservicesthatwillbeprovidedbyBodySensorNetworks(BSNs)[13],whichconsistofanumberofnetworkedrealtimesensorsandactuatorsareplacedonorinsidethehumanbody.Theseapplicationsandservicesincludemedicalapplicationssuchasdiagnostictechniques[9],healthandstressmonitoring[7],managementofchronicdiseases[5],andpatientrehabilitation[1],aswellasnonmedicalapplicationsandservicessuchasbiometrics[3],activitymonitoringandlearning[12]andsportsand tnesstracking[4].
OnemajorhurdleforthewideadoptionoftheBSNtechnologyistheenergysupply[11].ThecurrentbatterytechnologydoesnotprovideahighenoughenergydensitytodevelopBSNnodeswithsuf cientlylonglifeandacceptablecostandformfactor.Moreover,therelativelyslowrateofprogressinthebatterytechnology(comparedtocomputingandcommunicationtechnolo-gies)doesnotpromisebatterydrivenBSNnodesinnearfuture[8].ThemostpromisingapproachtodealwiththeenergysupplyproblemforBSNsisenergyharvestingorenergyscavenging[13].Inthisapproachthenodes
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