A modified empirical mode decomposition (EMD) process for oscillation characterization in control loops

被引:99
作者
Srinivasan, Ranganathan
Rengaswamy, Raghunathan
Miller, Randy
机构
[1] Clarkson Univ, Dept Chem Engn, Potsdam, NY 13699 USA
[2] Honeywell Proc Solut, Thousand Oaks, CA USA
基金
美国国家科学基金会;
关键词
oscillation detection; oscillation diagnosis; performance monitoring; signal analysis; empirical mode decomposition;
D O I
10.1016/j.conengprac.2007.01.014
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 [计算机科学与技术];
摘要
This paper focuses on a new method for characterizing oscillations in measurements from control loops in chemical processes. The proposed method uses a modified empirical mode decomposition (EMD) process to uncover all the zero-crossings in the data. It is shown that this procedure characterizes the following attributes of the oscillations: (i) non-constant mean, (ii) time instances when the oscillations are present, (iii) strength of the oscillations at different times, (iv) time period of each sweep of oscillation. The proposed approach is tested on more than 150 industrial control loop data and results obtained for 10 loops are discussed. The utility of the characterization approach in the area of oscillation analysis is also discussed. (c) 2007 Published by Elsevier Ltd.
引用
收藏
页码:1135 / 1148
页数:14
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