The DCT-based oscillation detection method for a single time series

被引:40
作者
Li, Xinong [1 ]
Wang, Jiandong [1 ]
Huang, Biao [2 ]
Lu, Sien [3 ]
机构
[1] Peking Univ, Coll Engn, Beijing 100871, Peoples R China
[2] Univ Alberta, Dept Chem & Mat Engn, Edmonton, AB, Canada
[3] Star Maple Inc, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Oscillation detection; Discrete cosine transform; Multiple oscillations; MULTIPLE OSCILLATIONS; DIAGNOSIS;
D O I
10.1016/j.jprocont.2010.02.012
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a new method based on the discrete cosine transform (DCT), named as the DCT-based method, to detect oscillations for a single time series The main idea is to isolate different frequency components of the time series via the DCT, and to detect oscillations by checking the regularity of zero-crossings of these isolated components This method has the following features (i) usage of only time series information of process variables without additional process knowledge, (ii) ability to deal with slowly varying trends. (iii) robustness to both white and colored noises, (iv) capability to handle the presence of multiple oscillations, and (v) amenability to complete automation without human intervention Simulation examples and industrial case studies are presented to demonstrate the effectiveness and the above features of the DCT-based method. (C) 2010 Elsevier Ltd All rights reserved
引用
收藏
页码:609 / 617
页数:9
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