Bin Zhang, Jian Han, Yanlin Ren, Huimin Wen, Ziye Song, Qirui Gan, Ran Wei, Xin Dang, Bin Zhou
{"title":"An Online Power System Dynamics Prediction Based on Deep Neural Network","authors":"Bin Zhang, Jian Han, Yanlin Ren, Huimin Wen, Ziye Song, Qirui Gan, Ran Wei, Xin Dang, Bin Zhou","doi":"10.1145/3277453.3277464","DOIUrl":null,"url":null,"abstract":"Building Power analysis has drawn more and more attention in recent years. In this paper, we present a system for online power prediction for the public building. It is based on a 4-layers Deep Neural Network that use architectural metrics of the physical machines collected dynamically by our system to predict the physical machine power consumption. A real implementation of our system shows that the prediction accuracy could reach 76.50%.","PeriodicalId":186835,"journal":{"name":"Proceedings of the 2018 International Conference on Electronics and Electrical Engineering Technology","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 2018 International Conference on Electronics and Electrical Engineering Technology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3277453.3277464","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Building Power analysis has drawn more and more attention in recent years. In this paper, we present a system for online power prediction for the public building. It is based on a 4-layers Deep Neural Network that use architectural metrics of the physical machines collected dynamically by our system to predict the physical machine power consumption. A real implementation of our system shows that the prediction accuracy could reach 76.50%.