Data-driven PID control for DC/DC buck-boost converter-inverter-DC motor based on safe experimentation dynamics

This research paper presents a data-driven PID control for a DC/DC Buck-Boost converter-inverter-DC motor system based on safe experimentation dynamics (SED). The data-driven is a control scheme refers to a controller that is designed using the input-output data measurement obtained from an actual p...

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Main Authors: Mohd Riduwan, Ghazali, Mohd Ashraf, Ahmad, Raja Mohd Taufika, Raja Ismail
Format: Conference or Workshop Item
Language:English
Published: Universiti Malaysia Pahang 2019
Subjects:
Online Access:http://umpir.ump.edu.my/id/eprint/24543/1/69.%20Data%20driven%20PID%20control%20for%20DC%20-%20DC.pdf
http://umpir.ump.edu.my/id/eprint/24543/
https://doi.org/10.1109/SPC.2018.8704161
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spelling my.ump.umpir.245432019-10-16T03:57:28Z http://umpir.ump.edu.my/id/eprint/24543/ Data-driven PID control for DC/DC buck-boost converter-inverter-DC motor based on safe experimentation dynamics Mohd Riduwan, Ghazali Mohd Ashraf, Ahmad Raja Mohd Taufika, Raja Ismail TK Electrical engineering. Electronics Nuclear engineering This research paper presents a data-driven PID control for a DC/DC Buck-Boost converter-inverter-DC motor system based on safe experimentation dynamics (SED). The data-driven is a control scheme refers to a controller that is designed using the input-output data measurement obtained from an actual plant. Then, the data-driven scheme required an optimization tool for finding the optimal parameter controller design with the help of the running data. Hence, the SED is an optimization method provides high accuracy solution by keeping the best controller parameter values based on the input-output data measurement. Moreover, the SED method is a single agent-based optimization that provides a fast solution in order to find an optimal solution, especially in the high dimensional problem. Apart from that, a proportional-integral-derivative (PID) controller structure is chosen due to its simple structure and robust performance that allows it to be used for a wide range of operating conditions. The performance of the data-driven PID control based on the SED method is evaluated by an extensive numerical example based on the tracking performance and computational time for DC/DC buck-boost inverter-converter of DC motor. In addition, the performance accuracy of the SED based method is compared to simultaneous perturbation stochastic approximation (SPSA) based method. The simulation results show that the data-driven PID based on the SED is capable to track the trajectory task given and obtain a better control accuracy as compared to the SPSA based method. Universiti Malaysia Pahang 2019-11 Conference or Workshop Item NonPeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/24543/1/69.%20Data%20driven%20PID%20control%20for%20DC%20-%20DC.pdf Mohd Riduwan, Ghazali and Mohd Ashraf, Ahmad and Raja Mohd Taufika, Raja Ismail (2019) Data-driven PID control for DC/DC buck-boost converter-inverter-DC motor based on safe experimentation dynamics. In: 2018 IEEE Conference on Systems, Process and Control (ICSPC), 14-15 December 2018 , Melaka, Malaysia. pp. 89-93.. ISBN 978-1-5386-6327-1 (Unpublished) https://doi.org/10.1109/SPC.2018.8704161
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
Data-driven PID control for DC/DC buck-boost converter-inverter-DC motor based on safe experimentation dynamics
description This research paper presents a data-driven PID control for a DC/DC Buck-Boost converter-inverter-DC motor system based on safe experimentation dynamics (SED). The data-driven is a control scheme refers to a controller that is designed using the input-output data measurement obtained from an actual plant. Then, the data-driven scheme required an optimization tool for finding the optimal parameter controller design with the help of the running data. Hence, the SED is an optimization method provides high accuracy solution by keeping the best controller parameter values based on the input-output data measurement. Moreover, the SED method is a single agent-based optimization that provides a fast solution in order to find an optimal solution, especially in the high dimensional problem. Apart from that, a proportional-integral-derivative (PID) controller structure is chosen due to its simple structure and robust performance that allows it to be used for a wide range of operating conditions. The performance of the data-driven PID control based on the SED method is evaluated by an extensive numerical example based on the tracking performance and computational time for DC/DC buck-boost inverter-converter of DC motor. In addition, the performance accuracy of the SED based method is compared to simultaneous perturbation stochastic approximation (SPSA) based method. The simulation results show that the data-driven PID based on the SED is capable to track the trajectory task given and obtain a better control accuracy as compared to the SPSA based method.
format Conference or Workshop Item
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 Data-driven PID control for DC/DC buck-boost converter-inverter-DC motor based on safe experimentation dynamics
title_short Data-driven PID control for DC/DC buck-boost converter-inverter-DC motor based on safe experimentation dynamics
title_full Data-driven PID control for DC/DC buck-boost converter-inverter-DC motor based on safe experimentation dynamics
title_fullStr Data-driven PID control for DC/DC buck-boost converter-inverter-DC motor based on safe experimentation dynamics
title_full_unstemmed Data-driven PID control for DC/DC buck-boost converter-inverter-DC motor based on safe experimentation dynamics
title_sort data-driven pid control for dc/dc buck-boost converter-inverter-dc motor based on safe experimentation dynamics
publisher Universiti Malaysia Pahang
publishDate 2019
url http://umpir.ump.edu.my/id/eprint/24543/1/69.%20Data%20driven%20PID%20control%20for%20DC%20-%20DC.pdf
http://umpir.ump.edu.my/id/eprint/24543/
https://doi.org/10.1109/SPC.2018.8704161
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score 13.160551