Towards a scalable cloud enabled smart home automation architecture for demand response

M. Frîncu, R. Draghici
{"title":"Towards a scalable cloud enabled smart home automation architecture for demand response","authors":"M. Frîncu, R. Draghici","doi":"10.1109/ISGTEurope.2016.7856235","DOIUrl":null,"url":null,"abstract":"As smart homes and smart grids become ubiquitous their interactions will become crucial for optimizing energy consumption at large scale at residential level. Scalable solutions will be required to enable fast and reliable control during demand response. While management solutions have been proposed they do not focus on the scalability issues of the processing system. Handling continuous and variable Big Data streams can easily saturate existing systems. In this paper we propose a scalable cloud based architecture and prototype system for handling smart home data flows. The system can support near real time decisions for 10,000 customers each having 10 sensors with only 35 commodity machines running free cloud software. The platform is automated and can be used to directly control the customers' smart home or to send recommendations. Some initial experiments are performed to show the benefits of smart recommendations.","PeriodicalId":330869,"journal":{"name":"2016 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe)","volume":"10 5","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2016-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"6","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2016 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISGTEurope.2016.7856235","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 6

Abstract

As smart homes and smart grids become ubiquitous their interactions will become crucial for optimizing energy consumption at large scale at residential level. Scalable solutions will be required to enable fast and reliable control during demand response. While management solutions have been proposed they do not focus on the scalability issues of the processing system. Handling continuous and variable Big Data streams can easily saturate existing systems. In this paper we propose a scalable cloud based architecture and prototype system for handling smart home data flows. The system can support near real time decisions for 10,000 customers each having 10 sensors with only 35 commodity machines running free cloud software. The platform is automated and can be used to directly control the customers' smart home or to send recommendations. Some initial experiments are performed to show the benefits of smart recommendations.
面向需求响应的可扩展云智能家居自动化架构
随着智能家居和智能电网的普及,它们之间的相互作用将成为优化住宅层面大规模能源消耗的关键。在需求响应期间,需要可扩展的解决方案来实现快速可靠的控制。虽然已经提出了管理解决方案,但它们并没有关注处理系统的可伸缩性问题。处理连续和可变的大数据流很容易使现有系统饱和。在本文中,我们提出了一个可扩展的基于云的架构和原型系统来处理智能家居数据流。该系统可以为10000个客户提供近乎实时的决策支持,每个客户有10个传感器,只有35台运行免费云软件的商用机器。该平台是自动化的,可用于直接控制客户的智能家居或发送推荐。一些初步的实验显示了智能推荐的好处。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信