1. Performance Assessment of MIMO System With Non-Gaussian Disturbances
- Author
-
Shichen Jia and Jinglin Zhou
- Subjects
Control loop performance assessment ,independent components ,MIMO system ,maximum mutual information ,minimum entropy ,Electrical engineering. Electronics. Nuclear engineering ,TK1-9971 - Abstract
Performance assessment of control loops is of great importance for industrial production. This paper proposes a novel performance assessment and controller tuning method for non-Gaussian MIMO feedback control systems. First, an algorithm based on minimum entropy and mutual information projection to latent structure (ME-PLS) was proposed to replace the canonical correlation analysis algorithm (CCA). The ME-PLS algorithm decomposes the system data into independent components related to inputs and outputs, and this algorithm applies to both Gaussian and non-Gaussian systems. Each pair of principal components represents a virtual non-Gaussian control loop. Next, the performance of each virtual loop is calculated separately with the non-Gaussian minimum entropy method. Finally, to identify the parameters of each virtual loop, the author gives a least absolute deviation iterative algorithm based on the CARMA model (CARMA-LADI). When the control does not work well, based on the ME-PLS algorithm’s relationship and the CARMA-LADI algorithm’s identification results can give the controller tuning direction.
- Published
- 2022
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