Hybrid learning control schemes with input shaping of a flexible manipulator system.

The paper describes a practical approach to investigate and develop a hybrid iterative learning control scheme with input shaping. An experimental flexible manipulator rig and corresponding simulation environment are used to demonstrate the effectiveness of the proposed control strategy. A colloca...

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Main Authors: Md. Zain, M. Z., Tokhi, M. O., Mohamed, Z.
Format: Article
Language:English
Published: Elsevier 2006
Subjects:
Online Access:http://eprints.utm.my/398/
http://eprints.utm.my/398/1/1.pdf
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author Md. Zain, M. Z.
Tokhi, M. O.
Mohamed, Z.
author_facet Md. Zain, M. Z.
Tokhi, M. O.
Mohamed, Z.
author_sort Md. Zain, M. Z.
building UTeM Institutional Repository
collection Online Access
description The paper describes a practical approach to investigate and develop a hybrid iterative learning control scheme with input shaping. An experimental flexible manipulator rig and corresponding simulation environment are used to demonstrate the effectiveness of the proposed control strategy. A collocated proportional-derivative (PD) controller utilizing hub-angle and hub-velocity feedback is developed for control of rigid-body motion of the system. This is then extended to incorporate iterative learning control with acceleration feedback and genetic algorithms (GAs) for optimization of the learning parameters and a feedforward controller based on input shaping techniques for control of vibration (flexible motion) of the system. The system performance with the controllers is presented and analysed in the time and frequency domains. The performance of the hybrid learning control scheme with input shaping is assessed in terms of input tracking and level of vibration reduction. The effectiveness of the control schemes in handling various payloads is also studied.
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institution Universiti Teknologi Malaysia
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language English
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publishDate 2006
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spelling utm-3982017-10-23T06:30:12Z http://eprints.utm.my/398/ Hybrid learning control schemes with input shaping of a flexible manipulator system. Md. Zain, M. Z. Tokhi, M. O. Mohamed, Z. TK Electrical engineering. Electronics Nuclear engineering The paper describes a practical approach to investigate and develop a hybrid iterative learning control scheme with input shaping. An experimental flexible manipulator rig and corresponding simulation environment are used to demonstrate the effectiveness of the proposed control strategy. A collocated proportional-derivative (PD) controller utilizing hub-angle and hub-velocity feedback is developed for control of rigid-body motion of the system. This is then extended to incorporate iterative learning control with acceleration feedback and genetic algorithms (GAs) for optimization of the learning parameters and a feedforward controller based on input shaping techniques for control of vibration (flexible motion) of the system. The system performance with the controllers is presented and analysed in the time and frequency domains. The performance of the hybrid learning control scheme with input shaping is assessed in terms of input tracking and level of vibration reduction. The effectiveness of the control schemes in handling various payloads is also studied. Elsevier 2006 Article PeerReviewed application/pdf en http://eprints.utm.my/398/1/1.pdf Md. Zain, M. Z. and Tokhi, M. O. and Mohamed, Z. (2006) Hybrid learning control schemes with input shaping of a flexible manipulator system. Mechatronics, 16 (3-4). pp. 209-219. ISSN 0957-4158 http://dx.doi.org/10.1016/j.mechatronics.2005.11.004 10.1016/j.mechatronics.2005.11.004
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Md. Zain, M. Z.
Tokhi, M. O.
Mohamed, Z.
Hybrid learning control schemes with input shaping of a flexible manipulator system.
title Hybrid learning control schemes with input shaping of a flexible manipulator system.
title_full Hybrid learning control schemes with input shaping of a flexible manipulator system.
title_fullStr Hybrid learning control schemes with input shaping of a flexible manipulator system.
title_full_unstemmed Hybrid learning control schemes with input shaping of a flexible manipulator system.
title_short Hybrid learning control schemes with input shaping of a flexible manipulator system.
title_sort hybrid learning control schemes with input shaping of a flexible manipulator system.
topic TK Electrical engineering. Electronics Nuclear engineering
url http://eprints.utm.my/398/
http://eprints.utm.my/398/
http://eprints.utm.my/398/
http://eprints.utm.my/398/1/1.pdf