典型文献
Non-intrusive Load Monitoring Using Gramian Angular Field Color Encoding in Edge Computing
文献摘要：
Non-intrusive load monitoring(NILM)can infer the status of the appliances in operation and their energy consumption by analyzing the energy data collected from monitoring devices.With the rapid in-crease of electric loads in amount and type,the tradition-al way of uploading all energy data to cloud is facing enormous challenges.It becomes increasingly significant to construct distinguishable load signatures and build ro-bust classification models for NILM.In this paper,we propose a load signature construction method for load re-cognition task in home scenarios.The load signature is based on the Gramian angular field encoding theory,which is convenient to construct and significantly reduces the data transmission volume of the network.Moreover,edge computing architecture can reasonably utilize com-puting resources and relieve the pressure of the server.The experimental results on NILM datasets demonstrate that the proposed method obtains superior performance in the recognition of household appliances under insuffi-cient resources.
文献关键词：
中图分类号：
作者姓名：
CHEN Junfeng;WANG Xue
作者机构：
Department of Precision Instrument,State Key Laboratory of Precision Measurement Technology and Instrument,Tsinghua University,Beijing 100084,China
文献出处：
引用格式：
[1]CHEN Junfeng;WANG Xue-.Non-intrusive Load Monitoring Using Gramian Angular Field Color Encoding in Edge Computing)[J].电子学报（英文）,2022(04):595-603
A类：
B类：
Non,intrusive,Load,Monitoring,Using,Gramian,Angular,Field,Color,Encoding,Edge,Computing,monitoring,NILM,infer,status,appliances,operation,their,energy,consumption,by,analyzing,collected,from,devices,With,rapid,crease,electric,loads,amount,type,tradition,way,uploading,cloud,facing,enormous,challenges,It,becomes,increasingly,distinguishable,signatures,build,bust,classification,models,In,this,paper,we,construction,method,task,home,scenarios,angular,field,encoding,theory,which,convenient,significantly,reduces,transmission,volume,network,Moreover,edge,computing,architecture,reasonably,utilize,resources,relieve,pressure,server,experimental,results,datasets,demonstrate,that,proposed,obtains,superior,performance,recognition,household,under,insuffi,cient
AB值：
0.639799
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