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...
Published in: | 8th IEEE International Conference on Smart Instrumentation, Measurement and Applications, ICSIMA 2022 |
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Institute of Electrical and Electronics Engineers Inc.
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2-s2.0-85141863598 Yatim H.M.; Darus I.Z.M.; Talib M.H.A.; Bakar M.H.A.; Hadi M.S.; Wahid M.A. Active Vibration Control of Flexible Manipulator using Genetic Algorithm with Parameter Exchanger 2022 8th IEEE International Conference on Smart Instrumentation, Measurement and Applications, ICSIMA 2022 10.1109/ICSIMA55652.2022.9928820 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85141863598&doi=10.1109%2fICSIMA55652.2022.9928820&partnerID=40&md5=9b3ed85012e62d9aeef1fae3bf5d0c6b 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 IEEE. Institute of Electrical and Electronics Engineers Inc. English Conference paper |
author |
Yatim H.M.; Darus I.Z.M.; Talib M.H.A.; Bakar M.H.A.; Hadi M.S.; Wahid M.A. |
spellingShingle |
Yatim H.M.; Darus I.Z.M.; Talib M.H.A.; Bakar M.H.A.; Hadi M.S.; Wahid M.A. Active Vibration Control of Flexible Manipulator using Genetic Algorithm with Parameter Exchanger |
author_facet |
Yatim H.M.; Darus I.Z.M.; Talib M.H.A.; Bakar M.H.A.; Hadi M.S.; Wahid M.A. |
author_sort |
Yatim H.M.; Darus I.Z.M.; Talib M.H.A.; Bakar M.H.A.; Hadi M.S.; Wahid M.A. |
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 |
container_title |
8th IEEE International Conference on Smart Instrumentation, Measurement and Applications, ICSIMA 2022 |
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container_issue |
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doi_str_mv |
10.1109/ICSIMA55652.2022.9928820 |
url |
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85141863598&doi=10.1109%2fICSIMA55652.2022.9928820&partnerID=40&md5=9b3ed85012e62d9aeef1fae3bf5d0c6b |
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. © 2022 IEEE. |
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Institute of Electrical and Electronics Engineers Inc. |
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English |
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Conference paper |
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scopus |
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Scopus |
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1809677892374757376 |