A novel inertia moment estimation algorithm collaborated with Active Force Control scheme for wheeled mobile robot control in constrained environments

This paper presents a novel inertia moment estimation algorithm to enable the Active Force Control Scheme for tracking a wheeled mobile robot (WMR) effectively in a specific trajectory within constrained environments such as on roads or in factories. This algorithm, also known as laser simulator log...

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Main Authors: Ali, Mohammed Abdo Hashem, Radzak, Muhammad Sawal A., Mailah, Musa, Yusoff, Nukman, Abd Razak, Bushroa, Ab Karim, Mohd Sayuti, Ameen, Wadea, Jabbar, Waheb A., Alsewari, AbdulRahman A., Rassem, Taha H., Nasser, Abdullah B., Abdulghafor, Rawad
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Published: Elsevier 2021
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Online Access:http://eprints.um.edu.my/34485/
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spelling my.um.eprints.344852022-09-14T07:11:21Z http://eprints.um.edu.my/34485/ A novel inertia moment estimation algorithm collaborated with Active Force Control scheme for wheeled mobile robot control in constrained environments Ali, Mohammed Abdo Hashem Radzak, Muhammad Sawal A. Mailah, Musa Yusoff, Nukman Abd Razak, Bushroa Ab Karim, Mohd Sayuti Ameen, Wadea Jabbar, Waheb A. Alsewari, AbdulRahman A. Rassem, Taha H. Nasser, Abdullah B. Abdulghafor, Rawad TJ Mechanical engineering and machinery This paper presents a novel inertia moment estimation algorithm to enable the Active Force Control Scheme for tracking a wheeled mobile robot (WMR) effectively in a specific trajectory within constrained environments such as on roads or in factories. This algorithm, also known as laser simulator logic, has the capability to estimate the inertia moment of the AFC-controller when the robot is moving in a pre-planned path with the presence of noisy measurements. The estimation is accomplished by calculating the membership function based on the experts' views in any form (symmetric or non-symmetric) with lowly or highly overlapped linguistic variables. A new Proportional-Derivative Active Force Controller (PD-AFC-LS-QC), employing the use of laser simulator logic and quick compensation loop, has been developed in this paper to robustly reject the noise and disturbances. This controller has three feedback control loops, namely, internal, external and quick compensation loops to compensate effectively the disturbances in the constrained environments. A simulation and experimental studies on WMR path control in two kinds of environments; namely, zigzag and highly curved terrains, were conducted to verify the proposed algorithm and controller which was then compared with other existed control schemes. The results of the simulation and experimental works show the capability of the proposed algorithms and the controller to robustly move the WMR in the constrained environments. Elsevier 2021-11-30 Article PeerReviewed Ali, Mohammed Abdo Hashem and Radzak, Muhammad Sawal A. and Mailah, Musa and Yusoff, Nukman and Abd Razak, Bushroa and Ab Karim, Mohd Sayuti and Ameen, Wadea and Jabbar, Waheb A. and Alsewari, AbdulRahman A. and Rassem, Taha H. and Nasser, Abdullah B. and Abdulghafor, Rawad (2021) A novel inertia moment estimation algorithm collaborated with Active Force Control scheme for wheeled mobile robot control in constrained environments. Expert Systems with Applications, 183. ISSN 0957-4174, DOI https://doi.org/10.1016/j.eswa.2021.115454 <https://doi.org/10.1016/j.eswa.2021.115454>. 10.1016/j.eswa.2021.115454
institution Universiti Malaya
building UM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaya
content_source UM Research Repository
url_provider http://eprints.um.edu.my/
topic TJ Mechanical engineering and machinery
spellingShingle TJ Mechanical engineering and machinery
Ali, Mohammed Abdo Hashem
Radzak, Muhammad Sawal A.
Mailah, Musa
Yusoff, Nukman
Abd Razak, Bushroa
Ab Karim, Mohd Sayuti
Ameen, Wadea
Jabbar, Waheb A.
Alsewari, AbdulRahman A.
Rassem, Taha H.
Nasser, Abdullah B.
Abdulghafor, Rawad
A novel inertia moment estimation algorithm collaborated with Active Force Control scheme for wheeled mobile robot control in constrained environments
description This paper presents a novel inertia moment estimation algorithm to enable the Active Force Control Scheme for tracking a wheeled mobile robot (WMR) effectively in a specific trajectory within constrained environments such as on roads or in factories. This algorithm, also known as laser simulator logic, has the capability to estimate the inertia moment of the AFC-controller when the robot is moving in a pre-planned path with the presence of noisy measurements. The estimation is accomplished by calculating the membership function based on the experts' views in any form (symmetric or non-symmetric) with lowly or highly overlapped linguistic variables. A new Proportional-Derivative Active Force Controller (PD-AFC-LS-QC), employing the use of laser simulator logic and quick compensation loop, has been developed in this paper to robustly reject the noise and disturbances. This controller has three feedback control loops, namely, internal, external and quick compensation loops to compensate effectively the disturbances in the constrained environments. A simulation and experimental studies on WMR path control in two kinds of environments; namely, zigzag and highly curved terrains, were conducted to verify the proposed algorithm and controller which was then compared with other existed control schemes. The results of the simulation and experimental works show the capability of the proposed algorithms and the controller to robustly move the WMR in the constrained environments.
format Article
author Ali, Mohammed Abdo Hashem
Radzak, Muhammad Sawal A.
Mailah, Musa
Yusoff, Nukman
Abd Razak, Bushroa
Ab Karim, Mohd Sayuti
Ameen, Wadea
Jabbar, Waheb A.
Alsewari, AbdulRahman A.
Rassem, Taha H.
Nasser, Abdullah B.
Abdulghafor, Rawad
author_facet Ali, Mohammed Abdo Hashem
Radzak, Muhammad Sawal A.
Mailah, Musa
Yusoff, Nukman
Abd Razak, Bushroa
Ab Karim, Mohd Sayuti
Ameen, Wadea
Jabbar, Waheb A.
Alsewari, AbdulRahman A.
Rassem, Taha H.
Nasser, Abdullah B.
Abdulghafor, Rawad
author_sort Ali, Mohammed Abdo Hashem
title A novel inertia moment estimation algorithm collaborated with Active Force Control scheme for wheeled mobile robot control in constrained environments
title_short A novel inertia moment estimation algorithm collaborated with Active Force Control scheme for wheeled mobile robot control in constrained environments
title_full A novel inertia moment estimation algorithm collaborated with Active Force Control scheme for wheeled mobile robot control in constrained environments
title_fullStr A novel inertia moment estimation algorithm collaborated with Active Force Control scheme for wheeled mobile robot control in constrained environments
title_full_unstemmed A novel inertia moment estimation algorithm collaborated with Active Force Control scheme for wheeled mobile robot control in constrained environments
title_sort novel inertia moment estimation algorithm collaborated with active force control scheme for wheeled mobile robot control in constrained environments
publisher Elsevier
publishDate 2021
url http://eprints.um.edu.my/34485/
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