Path Tracking Control Of Mecanum−Wheeled Robot With Output−Scheduled Fractional−Order Proportional−Integral Controller

Mecanum-wheeled robot (MWR) has always been the limelight of mobile robot engineering and industrial applications due to its capability to manoeuvre from one position to another, achieving prominences of being time-saving and space-saving. However, as Mecanum wheel is made up of rollers, the MWR suf...

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第一著者: Keek,, Joe Siang
フォーマット: 学位論文
言語:英語
英語
出版事項: 2019
主題:
オンライン・アクセス:http://eprints.utem.edu.my/id/eprint/24720/
https://plh.utem.edu.my/cgi-bin/koha/opac-detail.pl?biblionumber=116896
Abstract Abstract here
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author Keek,, Joe Siang
author_facet Keek,, Joe Siang
author_sort Keek,, Joe Siang
description Mecanum-wheeled robot (MWR) has always been the limelight of mobile robot engineering and industrial applications due to its capability to manoeuvre from one position to another, achieving prominences of being time-saving and space-saving. However, as Mecanum wheel is made up of rollers, the MWR suffers from uncertainties arose from slippage, dynamic wheel radius and centre of mass, nonlinear actuation and et cetera. These factors complicate the control of the MWR. Merely kinematic and dynamic modellings are often inadequate to develop a path-trackable MWR control system. In other words, modelling and quantifying the uncertainties are often compulsory as shown in the literatures, but these further increase the complexity of the control system. Therefore, in this research, an Output-scheduled Fractional-order Proportional-integral (OS FOPI) controller is proposed as a simpler approach, with achievement of various complex path tracking as end result. First of all, the MWR in this research has two computer ball mice as positioning sensors to realize a 3-DOF localization, and four brushed DC geared motors rated at 19 RPM as actuators for Ø60 mm Mecanum wheels. The nonlinearities of the actuators are linearized based on open-loop step responses and are estimated by using polynomial regression. However, the nonlinearities are not completely eradicated and are significant especially during low RPM operation. Therefore, the OS FOPI controller which has fractional integral nonlinear properties is implemented. A conditional integral-reset anti-windup is supplemented to overcome controller saturation caused by the slow RPM actuations. Next, unlike conventional control method for MWR, the proposed control system does not require modellings of kinematics, dynamics and uncertainties in order to achieve path tracking. This is due to the output-scheduling method, which involves mathematical operation that linearly maps the summation of two angles – robot’s immediate heading angle and angle between positions, into gains that control each Mecanum wheel. In addition, the output-scheduling method is directly a displacement-controlled approach and thus requires no unit conversion from velocity to displacement. Overall, the proposed control system is more intuitive and straightforward. The effectiveness of the OS FOPI controller is evaluated with OS P controller and OS PI controller. The experiment results show that all three output-scheduling controllers successfully achieve trackings of complex-shaped paths. However, the OS FOPI controller exhibits better tracking performance than the others with overall 28 % and 40 % of improvements on integrals of absolute error (IAE) and squared error (ISE), respectively. In addition, among the OS PI and OS FOPI controllers, OS FOPI controller outperforms the former with 17 % lesser path tracking vibration. In conclusion, successful trackings of various complex-shaped paths are experimentally demonstrated with a simpler control system.
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spelling utem-247202021-10-05T12:37:51Z http://eprints.utem.edu.my/id/eprint/24720/ Path Tracking Control Of Mecanum−Wheeled Robot With Output−Scheduled Fractional−Order Proportional−Integral Controller Keek,, Joe Siang TJ Mechanical engineering and machinery Mecanum-wheeled robot (MWR) has always been the limelight of mobile robot engineering and industrial applications due to its capability to manoeuvre from one position to another, achieving prominences of being time-saving and space-saving. However, as Mecanum wheel is made up of rollers, the MWR suffers from uncertainties arose from slippage, dynamic wheel radius and centre of mass, nonlinear actuation and et cetera. These factors complicate the control of the MWR. Merely kinematic and dynamic modellings are often inadequate to develop a path-trackable MWR control system. In other words, modelling and quantifying the uncertainties are often compulsory as shown in the literatures, but these further increase the complexity of the control system. Therefore, in this research, an Output-scheduled Fractional-order Proportional-integral (OS FOPI) controller is proposed as a simpler approach, with achievement of various complex path tracking as end result. First of all, the MWR in this research has two computer ball mice as positioning sensors to realize a 3-DOF localization, and four brushed DC geared motors rated at 19 RPM as actuators for Ø60 mm Mecanum wheels. The nonlinearities of the actuators are linearized based on open-loop step responses and are estimated by using polynomial regression. However, the nonlinearities are not completely eradicated and are significant especially during low RPM operation. Therefore, the OS FOPI controller which has fractional integral nonlinear properties is implemented. A conditional integral-reset anti-windup is supplemented to overcome controller saturation caused by the slow RPM actuations. Next, unlike conventional control method for MWR, the proposed control system does not require modellings of kinematics, dynamics and uncertainties in order to achieve path tracking. This is due to the output-scheduling method, which involves mathematical operation that linearly maps the summation of two angles – robot’s immediate heading angle and angle between positions, into gains that control each Mecanum wheel. In addition, the output-scheduling method is directly a displacement-controlled approach and thus requires no unit conversion from velocity to displacement. Overall, the proposed control system is more intuitive and straightforward. The effectiveness of the OS FOPI controller is evaluated with OS P controller and OS PI controller. The experiment results show that all three output-scheduling controllers successfully achieve trackings of complex-shaped paths. However, the OS FOPI controller exhibits better tracking performance than the others with overall 28 % and 40 % of improvements on integrals of absolute error (IAE) and squared error (ISE), respectively. In addition, among the OS PI and OS FOPI controllers, OS FOPI controller outperforms the former with 17 % lesser path tracking vibration. In conclusion, successful trackings of various complex-shaped paths are experimentally demonstrated with a simpler control system. 2019 Thesis NonPeerReviewed text en http://eprints.utem.edu.my/id/eprint/24720/1/Path%20Tracking%20Control%20Of%20Mecanum%E2%88%92Wheeled%20Robot%20With%20Output%E2%88%92Scheduled%20Fractional%E2%88%92Order%20Proportional%E2%88%92Integral%20Controller.pdf text en http://eprints.utem.edu.my/id/eprint/24720/2/Path%20Tracking%20Control%20Of%20Mecanum%E2%88%92Wheeled%20Robot%20With%20Output%E2%88%92Scheduled%20Fractional%E2%88%92Order%20Proportional%E2%88%92Integral%20Controller.pdf Keek,, Joe Siang (2019) Path Tracking Control Of Mecanum−Wheeled Robot With Output−Scheduled Fractional−Order Proportional−Integral Controller. Masters thesis, Universiti Teknikal Malaysia Melaka. https://plh.utem.edu.my/cgi-bin/koha/opac-detail.pl?biblionumber=116896
spellingShingle TJ Mechanical engineering and machinery
Keek,, Joe Siang
Path Tracking Control Of Mecanum−Wheeled Robot With Output−Scheduled Fractional−Order Proportional−Integral Controller
thesis_level Master
title Path Tracking Control Of Mecanum−Wheeled Robot With Output−Scheduled Fractional−Order Proportional−Integral Controller
title_full Path Tracking Control Of Mecanum−Wheeled Robot With Output−Scheduled Fractional−Order Proportional−Integral Controller
title_fullStr Path Tracking Control Of Mecanum−Wheeled Robot With Output−Scheduled Fractional−Order Proportional−Integral Controller
title_full_unstemmed Path Tracking Control Of Mecanum−Wheeled Robot With Output−Scheduled Fractional−Order Proportional−Integral Controller
title_short Path Tracking Control Of Mecanum−Wheeled Robot With Output−Scheduled Fractional−Order Proportional−Integral Controller
title_sort path tracking control of mecanum wheeled robot with output scheduled fractional order proportional integral controller
topic TJ Mechanical engineering and machinery
url http://eprints.utem.edu.my/id/eprint/24720/
https://plh.utem.edu.my/cgi-bin/koha/opac-detail.pl?biblionumber=116896
work_keys_str_mv AT keekjoesiang pathtrackingcontrolofmecanumwheeledrobotwithoutputscheduledfractionalorderproportionalintegralcontroller