首页 | 本学科首页   官方微博 | 高级检索  
     

过程系统中波动传播辨识及源定位的集成方法研究(英文)
引用本文:曹稼斌,张亮,郑建荣,夏春明.过程系统中波动传播辨识及源定位的集成方法研究(英文)[J].中国化学工程学报,2011,19(6):999-1008.
作者姓名:曹稼斌  张亮  郑建荣  夏春明
作者单位:Department of Mechanical Engineering, East China University of Science and Technology, Shanghai 200237, China
基金项目:Supported by the National Natural Science Foundation of China (60974061)
摘    要:An integrated method for identifying the propagation of multi-loop process oscillations and their source location is proposed in this paper. Oscillatory process loop variables are automatically selected based on the component-related ratio index and a mixing matrix, both of which are obtained in data preprocessing by spectral independent component analysis. The complex causality among oscillatory process variables is then revealed by Granger causality test and is visualized in the form of causality diagram. The simplification of causal connectivity in the diagram is performed according to the understanding of process knowledge and the final simplest causality diagram, which represents the main oscillation propagation paths, is achieved by the automated cutting-off thresh-old search, with which less significant causality pathways are filtered out. The source of the oscillation disturbance can be identified intuitively through the final causality diagram. Both simulated and real plant data tests are presented to demonstrate the effectiveness and feasibility of the proposed method.

关 键 词:振动传播  集成方法  闭环系统  定位过程  因果关系图  鉴定  独立分量分析  数据预处理
收稿时间:2011-02-24

An Integrated Approach to Oscillation Propagation Identification and Source Locating in Process Multi-loop Systems
CAO Jiabin,ZHANG Liang,ZHENG Jianrong , XIA Chunming.An Integrated Approach to Oscillation Propagation Identification and Source Locating in Process Multi-loop Systems[J].Chinese Journal of Chemical Engineering,2011,19(6):999-1008.
Authors:CAO Jiabin  ZHANG Liang  ZHENG Jianrong  XIA Chunming
Affiliation:Department of Mechanical Engineering, East China University of Science and Technology, Shanghai 200237, China
Abstract:An integrated method for identifying the propagation of multi-loop process oscillations and their source location is proposed in this paper. Oscillatory process loop variables are automatically selected based on the component-related ratio index and a mixing matrix, both of which are obtained in data preprocessing by spectral independent component analysis. The complex causality among oscillatory process variables is then revealed by Granger causality test and is visualized in the form of causality diagram....
Keywords:multi-loop system  process oscillation  spectral independent component analysis  Granger causality test  causality diagram  propagation path simplification  source locating  
本文献已被 CNKI 等数据库收录!
点击此处可从《中国化学工程学报》浏览原始摘要信息
点击此处可从《中国化学工程学报》下载全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号