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ID:39111537
大小:1.94 MB
页数:55页
时间:2019-06-25
《WSN快速数据收集与安全数据融合的分析》由会员上传分享,免费在线阅读,更多相关内容在学术论文-天天文库。
1、重庆大学硕士学位论文英文摘要ABSTRACTWirelesssensornetworkisadata-centricnetworkwhichiscomposedofmanysensornodes.Itcanmonitor,collectandprocesstheinformationofmonitoringobject,anditsapplicationprospectisverybroad.However,thesensornodesinwirelesssensornetworksarefacedwiththeconstraintofresources
2、,aswellassecuritythreats.Sincetheoriginalsensordatatothebasestationnodesusuallyneedstogothroughstagesofdatacollectionanddatafusion.Usingdatacollectionmethodsbasedonpredictiontoprocesssensordatainthedatacollectionphasecaneffectivelyreducetheenergyconsumptionofcommunicationbetweenn
3、odesandextendnetworklifetime.Meanwhile,aggregatingthecollecteddataandtakingappropriatesecuritypoliciesinthetransmissionofdatafusionstagecaneffectivelyimprovenetworksecurityandensurefusionresultstoreachbasenodesafely.CollectingsensordatabasedonautoregressionmodelAR(p)isaneffective
4、methodtoreducethefrequencyofdatacommunicationbetweenclusterheadandleafnodes,andlowerenergyconsumptionofnodesinwirelesssensornetwork.However,thetraditionalAR(p)modelignoresthedifferentinfluenceofhistoricaldataindifferentperiodsonthepredictivevalueinthemodelingprocessandaffectsthep
5、redictionaccuracyofpredictionmodelandthefrequencyofdatacommunicationinWSN.Inthisregard,animprovedAR(p)predictionmodelwhichisknownasFAR(p)isproposed.ByspecifyingaweightvalueforeachhistoricaldatawithaanappropriatefuzzymembershipfunctionintroducedinAR(p)toweakentheimpactofearlydatao
6、nthepredictivevalueindatasequenceandstrengthentheroleofrecentdataonthepredictivevalue,thenreconstructpost-processingpredictionmodelfordatacollectionafterprocessingdataandweightsbyweightedaveragesecond-orderweakeningbufferalgorithm.Finally,thesimulationresultsshowthattheimprovedmo
7、delcaneffectivelyimprovepredictionaccuracyofthepredictivemodel,reducedatacommunicationanddecreaseenergyconsumptioninWSNAtthesametime,takingintoaccountthedatathatcollectedbyclusterheadnodeisfacingserioussecurityproblemsduringintegrationprocessandtransportprocess,thispaperproposesa
8、newsecurityalgorithmscalledHEHMACwhichca
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