Active vibration control of flexible manipulator using genetic algorithm with parameter exchanger

Active vibration control (AVC) is widely utilised for vibration reduction especially in flexible structures in order to minimise structural damage and increase efficiency of the system. Hence, in this paper unwanted vibration of flexible manipulator was tackled using AVC strategy utilizing PID contr...

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Main Authors: Mohd. Yatim, Hanim, Mat Darus, Intan Zaurah, Ab. Talib, Mat Hussin, Abu Bakar, Muhammad Haikal, Hadi, Muhamad Sukri, Ab. Wahid, Mastura
Format: Conference or Workshop Item
Published: 2022
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Online Access:http://eprints.utm.my/id/eprint/98917/
http://dx.doi.org/10.1109/ICSIMA55652.2022.9928820
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spelling my.utm.989172023-02-08T05:24:16Z http://eprints.utm.my/id/eprint/98917/ Active vibration control of flexible manipulator using genetic algorithm with parameter exchanger Mohd. Yatim, Hanim Mat Darus, Intan Zaurah Ab. Talib, Mat Hussin Abu Bakar, Muhammad Haikal Hadi, Muhamad Sukri Ab. Wahid, Mastura TJ Mechanical engineering and machinery Active vibration control (AVC) is widely utilised for vibration reduction especially in flexible structures in order to minimise structural damage and increase efficiency of the system. Hence, in this paper unwanted vibration of flexible manipulator was tackled using AVC strategy utilizing PID controller adjusted by intelligent optimization approaches. New intelligent optimizer called as Genetic Algorithm with Parameter Exchanger (GAPE) was introduced. Firstly, experimental rig was developed to acquire the input-output data of the system. The collected vibration data were utilized to develop the system model and validated. Then, the developed model was used as a platform for the implementation of PID controller using an active vibration control technique. PID parameters were then optimized using novel GAPE and its performance was compared with standard GA. Results shown that PID-GAPE has performed better in vibration attenuation of flexible manipulator with 27.13 dB at first mode of vibration as compared to PID-GA. 2022 Conference or Workshop Item PeerReviewed Mohd. Yatim, Hanim and Mat Darus, Intan Zaurah and Ab. Talib, Mat Hussin and Abu Bakar, Muhammad Haikal and Hadi, Muhamad Sukri and Ab. Wahid, Mastura (2022) Active vibration control of flexible manipulator using genetic algorithm with parameter exchanger. In: 8th IEEE International Conference on Smart Instrumentation, Measurement and Applications, ICSIMA 2022, 27 - 28 September 2022, Melaka, Malaysia. http://dx.doi.org/10.1109/ICSIMA55652.2022.9928820
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic TJ Mechanical engineering and machinery
spellingShingle TJ Mechanical engineering and machinery
Mohd. Yatim, Hanim
Mat Darus, Intan Zaurah
Ab. Talib, Mat Hussin
Abu Bakar, Muhammad Haikal
Hadi, Muhamad Sukri
Ab. Wahid, Mastura
Active vibration control of flexible manipulator using genetic algorithm with parameter exchanger
description Active vibration control (AVC) is widely utilised for vibration reduction especially in flexible structures in order to minimise structural damage and increase efficiency of the system. Hence, in this paper unwanted vibration of flexible manipulator was tackled using AVC strategy utilizing PID controller adjusted by intelligent optimization approaches. New intelligent optimizer called as Genetic Algorithm with Parameter Exchanger (GAPE) was introduced. Firstly, experimental rig was developed to acquire the input-output data of the system. The collected vibration data were utilized to develop the system model and validated. Then, the developed model was used as a platform for the implementation of PID controller using an active vibration control technique. PID parameters were then optimized using novel GAPE and its performance was compared with standard GA. Results shown that PID-GAPE has performed better in vibration attenuation of flexible manipulator with 27.13 dB at first mode of vibration as compared to PID-GA.
format Conference or Workshop Item
author Mohd. Yatim, Hanim
Mat Darus, Intan Zaurah
Ab. Talib, Mat Hussin
Abu Bakar, Muhammad Haikal
Hadi, Muhamad Sukri
Ab. Wahid, Mastura
author_facet Mohd. Yatim, Hanim
Mat Darus, Intan Zaurah
Ab. Talib, Mat Hussin
Abu Bakar, Muhammad Haikal
Hadi, Muhamad Sukri
Ab. Wahid, Mastura
author_sort Mohd. Yatim, Hanim
title Active vibration control of flexible manipulator using genetic algorithm with parameter exchanger
title_short Active vibration control of flexible manipulator using genetic algorithm with parameter exchanger
title_full Active vibration control of flexible manipulator using genetic algorithm with parameter exchanger
title_fullStr Active vibration control of flexible manipulator using genetic algorithm with parameter exchanger
title_full_unstemmed Active vibration control of flexible manipulator using genetic algorithm with parameter exchanger
title_sort active vibration control of flexible manipulator using genetic algorithm with parameter exchanger
publishDate 2022
url http://eprints.utm.my/id/eprint/98917/
http://dx.doi.org/10.1109/ICSIMA55652.2022.9928820
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score 13.244404