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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Published in:8th IEEE International Conference on Smart Instrumentation, Measurement and Applications, ICSIMA 2022
Main Author: Yatim H.M.; Darus I.Z.M.; Talib M.H.A.; Bakar M.H.A.; Hadi M.S.; Wahid M.A.
Format: Conference paper
Language:English
Published: Institute of Electrical and Electronics Engineers Inc. 2022
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85141863598&doi=10.1109%2fICSIMA55652.2022.9928820&partnerID=40&md5=9b3ed85012e62d9aeef1fae3bf5d0c6b
id 2-s2.0-85141863598
spelling 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
container_volume
container_issue
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.
publisher Institute of Electrical and Electronics Engineers Inc.
issn
language English
format Conference paper
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