任务紧急程度约束下的物联网资源优先级卸载方法

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中图分类号:TN929-34 文献标识码:A 文章编号:1004-373X(2025)20-0155-05

Abstract:TheunloadingtaskofresourcesintheInternetof Things(IoT)hascharacteristicssuchasperiodicityandnonintermitencyandalsorequireshighlatency.InordertoensurethetimelinessofITresourceunloading,amethodofpriority unloadingforIoTresouresundertheconstraintof taskurgencyisproposed.Basedonthedelayconstraintsthatmeediferent tasks,theminimumtimeaveragetotalcostofunloadingofIoTresourcesistakenastheobjectivefunction,andtheagreed conditiosoftheobjectivefunctionaresetfromtheperspectivesofunloadingdecisionvariables,computingresourcealocation, transmisionpoweralocationandtolerabledelay.Theobjectivefunctionissolvedbymeansofthre-stageoptimizationalgorit, andthestableconvergencesolutionof theobjectivefunctionisobtained bymeansofmultipleiterativeprocesss.Inthefirst stage,theparticleswarmoptimizationalgorithmisusedtooptimizetheunloadingdecisionandresourcealocationstrategyIn thesecondstage,thetaskschedulingisoptimizedbasedonthedegreeoftaskprogressInthethirdstage,theresultsare optimizedbasedonresourceallcationstrategy,andthetransmissonpoweroptimizationsolutioniscariedoutonthebasisof metingthedelayrequirements.Theexperimentalresultsshowthat theproposedmethod isbeterthanthecomparisonmethod in termsof overallenergyconsumptionandtask shedulingtimeconsumptionintheprocessof resourceunloading,andithastrong applicabilitytoresearchobjectswith high loads.

Keywords:taskurgencylevel;Internetof Thingsresource;priorityofloading;delayconstraint;three-stageoptimization algorithm; resource offloading task energy consumption

0 引言

物联网系统通常由大量分布在不同地理位置的传感器、执行器、智能设备等组成1,这些设备通过无线网络相互连接,形成庞大的网络体系,再经数据交换和智能处理,为各种应用场景提供实时准确的信息支持。(剩余5936字)

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