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Designing an Output Feedback Tracking Controller for Mobile Manipulators by Using a Neural Adaptive Robust Technique
Author(s) -
Nooshin Poorvaez,
Khoshnam Shojaei
Publication year - 2018
Publication title -
journal of control
Language(s) - English
Resource type - Journals
eISSN - 2538-3752
pISSN - 2008-8345
DOI - 10.29252/joc.12.2.27
Subject(s) - control theory (sociology) , tracking (education) , computer science , control engineering , controller (irrigation) , adaptive control , output feedback , artificial intelligence , engineering , control (management) , psychology , pedagogy , agronomy , biology
In this paper, the tracking control of a robotic arm mounted on a wheeled mobile platform is considered. A nonlinear neural adaptive robust control algorithm is proposed for the output feedback tracking control of a wheeled mobile manipulator without measuring system velocities to deal with the unmodeled system dynamics, parametric uncertainties and external disturbances. A Lyapunov-based stability analysis shows that tracking and observation errors are Uniformly Ultimately Bounded (UUB) and converge to a small ball containing the origin. A Radial Basis Function Neural Network (RBFNN) is employed to compensate for the uncertainties of mobile manipulator dynamics. Nonparametric uncertainties and NN approximation errors are also compensated by an adaptive robust controller. In addition, hyperbolic tangent function is employed in the design of the output feedback controller to reduce the risk of actuators saturation and to produce smoother control signals. Finally, simulation results demonstrate the effectiveness of the proposed controller well. D ow nl oa de d fr om jo c. kn tu .a c. ir at 1 9: 14 + 04 30 o n W ed ne sd ay S ep te m be r 16 th 2 02 0 [ D O I: 10 .2 92 52 /jo c. 12 .2 .2 7 ] 28 لرتنک کي یحارط یبصع ِیقيبطت ِمواقم کينكت کي زا هدافتسا اب کرحتم یاهوزاب یارب یجورخ کبديف بايدر هدننک یعاجش مانشوخ ،یناهفصا ظعاوروپ نيشون Journal of Control, Vol. 12, No. 2, Summer 2018 دلج ،لرتنک هلجم 12 هرامش ، 2 ناتسبات ، 1397

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