Cargando…

An improved compact-form antisaturation model-free adaptive control algorithm for a class of nonlinear systems with time delays

To solve the time-delay problem and actuator saturation problem of nonlinear plants in industrial processes, an improved compact-form antisaturation model-free adaptive control (ICF-AS-MFAC) method is proposed in this work. The ICF-AS-MFAC scheme is based on the concept of the pseudo partial derivat...

Descripción completa

Detalles Bibliográficos
Autores principales: Wu, Lipu, Li, Zhen, Liu, Shida, Li, Zhijun, Sun, Dehui
Formato: Online Artículo Texto
Lenguaje:English
Publicado: SAGE Publications 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10631356/
https://www.ncbi.nlm.nih.gov/pubmed/37933475
http://dx.doi.org/10.1177/00368504231210361
_version_ 1785132357680889856
author Wu, Lipu
Li, Zhen
Liu, Shida
Li, Zhijun
Sun, Dehui
author_facet Wu, Lipu
Li, Zhen
Liu, Shida
Li, Zhijun
Sun, Dehui
author_sort Wu, Lipu
collection PubMed
description To solve the time-delay problem and actuator saturation problem of nonlinear plants in industrial processes, an improved compact-form antisaturation model-free adaptive control (ICF-AS-MFAC) method is proposed in this work. The ICF-AS-MFAC scheme is based on the concept of the pseudo partial derivative (PPD) and adopts equivalent dynamic linearization technology. Then, a tracking differentiator is used to predict the future output of a time-delay system to effectively control the system. Additionally, the concept of the saturation parameter is proposed, and the ICF-AS-MFAC controller is designed to ensure that the control system will not exhibit actuator saturation. The proposed algorithm is more flexible, has faster output responses for time-delay systems, and solves the problem of actuator saturation. The convergence and stability of the proposed method are rigorously proven mathematically. The effectiveness of the proposed method is verified by numerical simulations, and the applicability of the proposed method is verified by a series of experimental results based on double tanks.
format Online
Article
Text
id pubmed-10631356
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher SAGE Publications
record_format MEDLINE/PubMed
spelling pubmed-106313562023-11-07 An improved compact-form antisaturation model-free adaptive control algorithm for a class of nonlinear systems with time delays Wu, Lipu Li, Zhen Liu, Shida Li, Zhijun Sun, Dehui Sci Prog Computer & Information Sciences To solve the time-delay problem and actuator saturation problem of nonlinear plants in industrial processes, an improved compact-form antisaturation model-free adaptive control (ICF-AS-MFAC) method is proposed in this work. The ICF-AS-MFAC scheme is based on the concept of the pseudo partial derivative (PPD) and adopts equivalent dynamic linearization technology. Then, a tracking differentiator is used to predict the future output of a time-delay system to effectively control the system. Additionally, the concept of the saturation parameter is proposed, and the ICF-AS-MFAC controller is designed to ensure that the control system will not exhibit actuator saturation. The proposed algorithm is more flexible, has faster output responses for time-delay systems, and solves the problem of actuator saturation. The convergence and stability of the proposed method are rigorously proven mathematically. The effectiveness of the proposed method is verified by numerical simulations, and the applicability of the proposed method is verified by a series of experimental results based on double tanks. SAGE Publications 2023-11-07 /pmc/articles/PMC10631356/ /pubmed/37933475 http://dx.doi.org/10.1177/00368504231210361 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by-nc/4.0/This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (https://creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access page (https://us.sagepub.com/en-us/nam/open-access-at-sage).
spellingShingle Computer & Information Sciences
Wu, Lipu
Li, Zhen
Liu, Shida
Li, Zhijun
Sun, Dehui
An improved compact-form antisaturation model-free adaptive control algorithm for a class of nonlinear systems with time delays
title An improved compact-form antisaturation model-free adaptive control algorithm for a class of nonlinear systems with time delays
title_full An improved compact-form antisaturation model-free adaptive control algorithm for a class of nonlinear systems with time delays
title_fullStr An improved compact-form antisaturation model-free adaptive control algorithm for a class of nonlinear systems with time delays
title_full_unstemmed An improved compact-form antisaturation model-free adaptive control algorithm for a class of nonlinear systems with time delays
title_short An improved compact-form antisaturation model-free adaptive control algorithm for a class of nonlinear systems with time delays
title_sort improved compact-form antisaturation model-free adaptive control algorithm for a class of nonlinear systems with time delays
topic Computer & Information Sciences
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10631356/
https://www.ncbi.nlm.nih.gov/pubmed/37933475
http://dx.doi.org/10.1177/00368504231210361
work_keys_str_mv AT wulipu animprovedcompactformantisaturationmodelfreeadaptivecontrolalgorithmforaclassofnonlinearsystemswithtimedelays
AT lizhen animprovedcompactformantisaturationmodelfreeadaptivecontrolalgorithmforaclassofnonlinearsystemswithtimedelays
AT liushida animprovedcompactformantisaturationmodelfreeadaptivecontrolalgorithmforaclassofnonlinearsystemswithtimedelays
AT lizhijun animprovedcompactformantisaturationmodelfreeadaptivecontrolalgorithmforaclassofnonlinearsystemswithtimedelays
AT sundehui animprovedcompactformantisaturationmodelfreeadaptivecontrolalgorithmforaclassofnonlinearsystemswithtimedelays
AT wulipu improvedcompactformantisaturationmodelfreeadaptivecontrolalgorithmforaclassofnonlinearsystemswithtimedelays
AT lizhen improvedcompactformantisaturationmodelfreeadaptivecontrolalgorithmforaclassofnonlinearsystemswithtimedelays
AT liushida improvedcompactformantisaturationmodelfreeadaptivecontrolalgorithmforaclassofnonlinearsystemswithtimedelays
AT lizhijun improvedcompactformantisaturationmodelfreeadaptivecontrolalgorithmforaclassofnonlinearsystemswithtimedelays
AT sundehui improvedcompactformantisaturationmodelfreeadaptivecontrolalgorithmforaclassofnonlinearsystemswithtimedelays