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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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 |
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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 |
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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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1758578037470789632 |
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13.244404 |