A new online anomaly learning and detection for large-scale service of Internet of Thing
Wang JP(王军平); JUNPING WANG
2015-08-23
发表期刊Personal and Ubiquitous Computing
卷号19期号:7页码:1021–1031
摘要The online anomaly detection has been propounded as the key idea of monitoring fault of large-scale sensor nodes in Internet of Things. Now, the exciting progresses of research have been made in online anomaly detection area. However, the highly dynamic distributing character of Internet of Things makes the anomaly detection scheme difficult to be used in online manner. This paper presents a new online anomaly learning and detection mechanism for large-scale service of Internet of Thing. Firstly, our model uses the reversible-jump MCMC learning to online learn anomaly-free of dynamics network and service data. Next, we perform a structural analysis of IoT-based service topology by network utility maximization theory. The results of experiment demonstrate the method accuracy in forecasting dynamics network and service structures from synthetic data.
关键词Internet Of Thing Predictive Manufacturing Online Anomaly Learning And Detection
收录类别SCI
语种英语
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/12215
专题精密感知与控制研究中心_人工智能与机器学习
通讯作者JUNPING WANG
作者单位Laboratory of Precision Sensing and Control Center, Institute of Automation, Chinese Academy
推荐引用方式
GB/T 7714
Wang JP,JUNPING WANG. A new online anomaly learning and detection for large-scale service of Internet of Thing[J]. Personal and Ubiquitous Computing,2015,19(7):1021–1031.
APA Wang JP,&JUNPING WANG.(2015).A new online anomaly learning and detection for large-scale service of Internet of Thing.Personal and Ubiquitous Computing,19(7),1021–1031.
MLA Wang JP,et al."A new online anomaly learning and detection for large-scale service of Internet of Thing".Personal and Ubiquitous Computing 19.7(2015):1021–1031.
条目包含的文件 下载所有文件
文件名称/大小 文献类型 版本类型 开放类型 使用许可
A new online anomaly(1064KB)期刊论文出版稿开放获取CC BY-NC-SA浏览 下载
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Wang JP(王军平)]的文章
[JUNPING WANG]的文章
百度学术
百度学术中相似的文章
[Wang JP(王军平)]的文章
[JUNPING WANG]的文章
必应学术
必应学术中相似的文章
[Wang JP(王军平)]的文章
[JUNPING WANG]的文章
相关权益政策
暂无数据
收藏/分享
文件名: A new online anomaly learning and detection for large-scale service of Internet of Thing.pdf
格式: Adobe PDF
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。