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Practical control performance assessment method using Hurst exponents and crossover phenomena

delete2022-05-01
delete7
PRE
AI
M
Maryam Khosroshahi
J
Javad Poshtan
Y
Yousef Alipouri
DOI:10.1016/j.compchemeng.2022.107774delete
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摘要

摘要

En 中文
This paper proposes a new Hurst exponent-based method to evaluate the performance of control loops by estimating Minimum Variance Index (MVI). Incorrect estimation of time delays dramatically affects MVI-based performance assessment accuracy. The main advantage of the proposed method over existing methods is that it only requires routine operation data, without any need for prior information of the system model parameters and time delays. Hence, this method is more suitable to be applied on various industrial control processes. Recently, crossover phenomena have been reported in the graphs used to estimate the Hurst exponent of different control signals, which complicate deciding the Hurst exponents values. To address this problem, the crossover phenomenon is investigated for control signals, then the Hurst index is modified based on it. The proposed method is successfully used to assess performance of various types of control loops such as the cascade loop and verified through simulation results. (c) 2022 Elsevier Ltd. All rights reserved.
Keyword:
Hurst exponent
Crossover phenomenon
Detrended fluctuation analysis
Minimum variance index
Control performance assessment

期刊

C
Computers and Chemical Engineering
IF:
3.9
论文数:
8.1K
被引数:
1.7W

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