Data cleansing for energy-saving: a case of Cyber-Physical Machine Tools health monitoring system
文献类型：期刊论文
| 作者 | Deng, Changyi1,2,3; Guo, Ruifeng1,3; Liu, Chao2; Zhong, Ray Y.2; Xu, Xun2 |
| 刊名 | INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH
 |
| 出版日期 | 2018 |
| 卷号 | 56期号:1-2页码:1000-1015 |
| 关键词 | data cleansing energy-saving Cyber-Physical Production Systems (CPPS) Cyber-Physical Machine Tools (CPMT) Cyber-Physical Systems |
| ISSN号 | 0020-7543 |
| DOI | 10.1080/00207543.2017.1394596 |
| 通讯作者 | Xu, Xun(xun.xu@auckland.ac.nz) |
| 英文摘要 | Cyber-Physical Production Systems (CPPS) often use wireless sensor networks (WSNs) for monitoring purposes. However, data from WSNs may be inaccurate and unreliable due to power exhaustion, noise and other issues. In order to achieve a reliable and accurate data acquisition while ensuring low energy consumption and long lifetime of WSNs, data cleansing algorithms for energy-saving are proposed in this research. The cleansing algorithms are computationally lightweight in local sensors and energy-efficient due to low energy consumption in communications. Dynamic voltage scaling and dynamic power management are adopted for reducing energy consumption, without compromising the performance at system level. A low-power protocol for sink node communication is proposed at network level. A health monitoring system for a Cyber-Physical Machine Tool (a typical example of CPPS) is designed. Experiment results show that the proposed energy-saving data cleansing algorithm yields high-performance and effective monitoring. |
| 资助项目 | National Science and Technology Major Project of the Ministry of Science and Technology of China[2014ZX04014-021] ; China Scholarship Council ; University of Auckland Joint Scholarship |
| WOS研究方向 | Engineering ; Operations Research & Management Science |
| 语种 | 英语 |
| WOS记录号 | WOS:000428859200059 |
| 出版者 | TAYLOR & FRANCIS LTD |
| 资助机构 | National Science and Technology Major Project of the Ministry of Science and Technology of China ; China Scholarship Council ; University of Auckland Joint Scholarship |
| 源URL | [http://ir.imr.ac.cn/handle/321006/127789]  |
| 专题 | 金属研究所_中国科学院金属研究所 |
| 通讯作者 | Xu, Xun |
| 作者单位 | 1.Chinese Acad Sci, Shenyang Inst Comp Technol, Shenyang, Liaoning, Peoples R China 2.Univ Auckland, Dept Mech Engn, Auckland, New Zealand 3.Univ Chinese Acad Sci, Shenyang Inst Comp Technol, Beijing, Peoples R China |
| 推荐引用方式 GB/T 7714 | Deng, Changyi,Guo, Ruifeng,Liu, Chao,et al. Data cleansing for energy-saving: a case of Cyber-Physical Machine Tools health monitoring system[J]. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH,2018,56(1-2):1000-1015. |
| APA | Deng, Changyi,Guo, Ruifeng,Liu, Chao,Zhong, Ray Y.,&Xu, Xun.(2018).Data cleansing for energy-saving: a case of Cyber-Physical Machine Tools health monitoring system.INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH,56(1-2),1000-1015. |
| MLA | Deng, Changyi,et al."Data cleansing for energy-saving: a case of Cyber-Physical Machine Tools health monitoring system".INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH 56.1-2(2018):1000-1015. |
入库方式： OAI收割
来源：金属研究所
浏览0
下载0
收藏0
其他版本
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。