A multiple-node hormone regulation of neuroendocrine-PID (MnHR-NEPID) control for nonlinear MIMO systems

This paper proposed a multiple-node hormone regulation neuroendocrine-proportional-integration-differential (MnHR-NEPID) controller based on adaptive safe experimentation Dynamics (ASED) for nonlinear multi-input-multi-output (MIMO) systems. In the existing neuroendocrine-PID (NEPID) controller of t...

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Main Authors: Mohd Riduwan, Ghazali, Mohd Ashraf, Ahmad, Raja Mohd Taufika, Raja Ismail
Format: Article
Language:English
Published: Taylor & Francis 2020
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Online Access:http://umpir.ump.edu.my/id/eprint/29180/1/Journal_3_Published_UMPIR.pdf
http://umpir.ump.edu.my/id/eprint/29180/
https://doi.org/10.1080/03772063.2020.1795939
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spelling my.ump.umpir.291802020-10-20T07:20:19Z http://umpir.ump.edu.my/id/eprint/29180/ A multiple-node hormone regulation of neuroendocrine-PID (MnHR-NEPID) control for nonlinear MIMO systems Mohd Riduwan, Ghazali Mohd Ashraf, Ahmad Raja Mohd Taufika, Raja Ismail TK Electrical engineering. Electronics Nuclear engineering This paper proposed a multiple-node hormone regulation neuroendocrine-proportional-integration-differential (MnHR-NEPID) controller based on adaptive safe experimentation Dynamics (ASED) for nonlinear multi-input-multi-output (MIMO) systems. In the existing neuroendocrine-PID (NEPID) controller of the single-input-single-output (SISO) system, only a single node of hormone regulation is used due to a single control variable. Meanwhile, in the MIMO system, since having many control variables, it is worth introducing an MnHR-NEPID for better controller performance by prioritizing each node’s control regulation from their level of error. In particular, instead of considering its own hormone regulation, each node’s hormone regulation is also generated based on the change of error from other control variables or nodes if the error of that corresponding control variable exceeds the given error threshold. Here, the relation between hormone regulation and the change of error is adopted based on the normalized Gaussian function. As a result, better prioritize control regulation with heightened control accuracy can be subsequently achieved due to interactions between multiple nodes of hormones available for the nonlinear MIMO system. The performance error and control input for several nonlinear MIMO systems were further tracked to assess the proposed controller’s performance. Standard PID, NEPID, and sigmoid-based secretion rate neuroendocrine-PID (SbSR-NEPID) controllers were also compared. Thus, this simulation work has acknowledged higher accuracy within the design of an MnHR-NEPID controller, with comparatively superior objective function and total norm of error resulted in better control performance. Taylor & Francis 2020-07-07 Article PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/29180/1/Journal_3_Published_UMPIR.pdf Mohd Riduwan, Ghazali and Mohd Ashraf, Ahmad and Raja Mohd Taufika, Raja Ismail (2020) A multiple-node hormone regulation of neuroendocrine-PID (MnHR-NEPID) control for nonlinear MIMO systems. IETE Journal of Research. ISSN 0377-2063 (Print); 0974-780X (Online) (In Press) https://doi.org/10.1080/03772063.2020.1795939
institution Universiti Malaysia Pahang
building UMP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang
content_source UMP Institutional Repository
url_provider http://umpir.ump.edu.my/
language English
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Mohd Riduwan, Ghazali
Mohd Ashraf, Ahmad
Raja Mohd Taufika, Raja Ismail
A multiple-node hormone regulation of neuroendocrine-PID (MnHR-NEPID) control for nonlinear MIMO systems
description This paper proposed a multiple-node hormone regulation neuroendocrine-proportional-integration-differential (MnHR-NEPID) controller based on adaptive safe experimentation Dynamics (ASED) for nonlinear multi-input-multi-output (MIMO) systems. In the existing neuroendocrine-PID (NEPID) controller of the single-input-single-output (SISO) system, only a single node of hormone regulation is used due to a single control variable. Meanwhile, in the MIMO system, since having many control variables, it is worth introducing an MnHR-NEPID for better controller performance by prioritizing each node’s control regulation from their level of error. In particular, instead of considering its own hormone regulation, each node’s hormone regulation is also generated based on the change of error from other control variables or nodes if the error of that corresponding control variable exceeds the given error threshold. Here, the relation between hormone regulation and the change of error is adopted based on the normalized Gaussian function. As a result, better prioritize control regulation with heightened control accuracy can be subsequently achieved due to interactions between multiple nodes of hormones available for the nonlinear MIMO system. The performance error and control input for several nonlinear MIMO systems were further tracked to assess the proposed controller’s performance. Standard PID, NEPID, and sigmoid-based secretion rate neuroendocrine-PID (SbSR-NEPID) controllers were also compared. Thus, this simulation work has acknowledged higher accuracy within the design of an MnHR-NEPID controller, with comparatively superior objective function and total norm of error resulted in better control performance.
format Article
author Mohd Riduwan, Ghazali
Mohd Ashraf, Ahmad
Raja Mohd Taufika, Raja Ismail
author_facet Mohd Riduwan, Ghazali
Mohd Ashraf, Ahmad
Raja Mohd Taufika, Raja Ismail
author_sort Mohd Riduwan, Ghazali
title A multiple-node hormone regulation of neuroendocrine-PID (MnHR-NEPID) control for nonlinear MIMO systems
title_short A multiple-node hormone regulation of neuroendocrine-PID (MnHR-NEPID) control for nonlinear MIMO systems
title_full A multiple-node hormone regulation of neuroendocrine-PID (MnHR-NEPID) control for nonlinear MIMO systems
title_fullStr A multiple-node hormone regulation of neuroendocrine-PID (MnHR-NEPID) control for nonlinear MIMO systems
title_full_unstemmed A multiple-node hormone regulation of neuroendocrine-PID (MnHR-NEPID) control for nonlinear MIMO systems
title_sort multiple-node hormone regulation of neuroendocrine-pid (mnhr-nepid) control for nonlinear mimo systems
publisher Taylor & Francis
publishDate 2020
url http://umpir.ump.edu.my/id/eprint/29180/1/Journal_3_Published_UMPIR.pdf
http://umpir.ump.edu.my/id/eprint/29180/
https://doi.org/10.1080/03772063.2020.1795939
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score 13.160551