{"title":"摘要:物联网弹性节点上的深度学习","authors":"Alwyn Burger, Gregor Schiele","doi":"10.1109/PERCOMW.2018.8480160","DOIUrl":null,"url":null,"abstract":"This paper details a demonstration of the Elastic Node hardware platform. This platform offers a balance between energy efficiency and local processing power by combining a minimal 8-bit MCU with a Field Programmable Gate Array (FPGA). It can deploy different hardware functions at runtime to delegate calculations. Its capabilities for local deep learning are highlighted through querying and training an Artificial Neuron Network (ANN) with multiple hidden layers. Fine- grained current measurements and ANN latency can be graphed in real time on a connected computer.","PeriodicalId":190096,"journal":{"name":"2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)","volume":"25 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"13","resultStr":"{\"title\":\"Demo Abstract: Deep Learning on an Elastic Node for the Internet of Things\",\"authors\":\"Alwyn Burger, Gregor Schiele\",\"doi\":\"10.1109/PERCOMW.2018.8480160\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper details a demonstration of the Elastic Node hardware platform. This platform offers a balance between energy efficiency and local processing power by combining a minimal 8-bit MCU with a Field Programmable Gate Array (FPGA). It can deploy different hardware functions at runtime to delegate calculations. Its capabilities for local deep learning are highlighted through querying and training an Artificial Neuron Network (ANN) with multiple hidden layers. Fine- grained current measurements and ANN latency can be graphed in real time on a connected computer.\",\"PeriodicalId\":190096,\"journal\":{\"name\":\"2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)\",\"volume\":\"25 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-03-19\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"13\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/PERCOMW.2018.8480160\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/PERCOMW.2018.8480160","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Demo Abstract: Deep Learning on an Elastic Node for the Internet of Things
This paper details a demonstration of the Elastic Node hardware platform. This platform offers a balance between energy efficiency and local processing power by combining a minimal 8-bit MCU with a Field Programmable Gate Array (FPGA). It can deploy different hardware functions at runtime to delegate calculations. Its capabilities for local deep learning are highlighted through querying and training an Artificial Neuron Network (ANN) with multiple hidden layers. Fine- grained current measurements and ANN latency can be graphed in real time on a connected computer.