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Cooperation Control of Under-actuated Mobile Robots with RBF-NN Approximator
Zhenning Yu1,2; Seng Fat Wong2
2019-01-10
Conference Name2018 International Automatic Control Conference, CACS 2018
Source Publication2018 International Automatic Control Conference, CACS 2018
Conference Date04-07 November 2018
Conference PlaceTaoyuan, Taiwan, China
CountryChina
PublisherIEEE
Abstract

The underactuated system adaptive control is a tough problem since its dynamic model limitation and nonlinear unknown parameters. In this paper, based on a two active wheels mobile robot kinematics and dynamics model, a Radial Basis Function neural network (RBFnn) was embedded into control system to approximate unknown terms. In mathematics aspect, the control algorithm is based on Lyapunov direct theory and backstepping method, which solving the states (position, orientation, velocity, etc) errors boundedness and convergence problem. The controller includes following aspects: 1.Driving robots states approach to predefined location, 2.Using saturation to avoid step signal disturbance, 3.Approximate unmodeled dynamic terms by RBF neural network. Moreover, a kind of cooperation control methodology was designed, to ensure several robots running in a specific formation. Finally, the simulation results performs that the system is stable and reasonable in the large modeling errors.

KeywordCooperation Control Lyapunov Direct Method Rbf Neural Networks Tracking Control Algorithm Underactuated Mobile Robot
DOI10.1109/CACS.2018.8606735
URLView the original
Indexed ByCPCI-S
Language英語English
WOS Research AreaAutomation & Control Systems
WOS SubjectAutomation & Control Systems
WOS IDWOS:000457604100005
The Source to Articlehttps://ieeexplore.ieee.org/document/8606735
Scopus ID2-s2.0-85062431099
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Citation statistics
Document TypeConference paper
CollectionDEPARTMENT OF ELECTROMECHANICAL ENGINEERING
Faculty of Science and Technology
Affiliation1.Logistics College,Beijing Normal University,Zhuhai, Guangdong, China
2.Department of Electromechanical Engineering, Faculty of Science and Technology, University of Macau, Taipa, Macau, China
First Author AffilicationFaculty of Science and Technology
Recommended Citation
GB/T 7714
Zhenning Yu,Seng Fat Wong. Cooperation Control of Under-actuated Mobile Robots with RBF-NN Approximator[C]:IEEE, 2019.
APA Zhenning Yu., & Seng Fat Wong (2019). Cooperation Control of Under-actuated Mobile Robots with RBF-NN Approximator. 2018 International Automatic Control Conference, CACS 2018.
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