Adaptive neural controller for cooperative multiple robot manipulator system manipulating a single rigid object

التفاصيل البيبلوغرافية
العنوان: Adaptive neural controller for cooperative multiple robot manipulator system manipulating a single rigid object
المؤلفون: Jin-Hwan Borm, Nagarajan Sukavanam, Vikas Panwar, Naveen Kumar
المصدر: Applied Soft Computing. 12:216-227
بيانات النشر: Elsevier BV, 2012.
سنة النشر: 2012
مصطلحات موضوعية: Computer Science::Robotics, Lyapunov stability, Artificial neural network, Control theory, Computer science, Offline learning, Trajectory, Robot manipulator, Feedforward neural network, Adaptive learning, Object (computer science), Software
الوصف: In this article, an adaptive neural controller is developed for cooperative multiple robot manipulator system carrying and manipulating a common rigid object. In coordinated manipulation of a single object using multiple robot manipulators simultaneous control of the object motion and the internal force exerted by manipulators on the object is required. Firstly, an integrated dynamic model of the manipulators and the object is derived in terms of object position and orientation as the states of the derived model. Based on this model, a controller is proposed that achieves required trajectory tracking of the object as well as tracking of the desired internal forces arising in the system. A feedforward neural network is employed to learn the unknown dynamics of robot manipulators and the object. It is shown that the neural network can cope with the unknown nonlinearities through the adaptive learning process and requires no preliminary offline learning. The adaptive learning algorithm is derived from Lyapunov stability analysis so that both error convergence and tracking stability are guaranteed in the closed loop system. Finally, simulation studies and analysis are carried out for two three-link planar manipulators moving a circular disc on specified trajectory.
تدمد: 1568-4946
URL الوصول: https://explore.openaire.eu/search/publication?articleId=doi_________::36db7e891b0d32f5645d53949bec4f3e
https://doi.org/10.1016/j.asoc.2011.08.051
حقوق: CLOSED
رقم الأكسشن: edsair.doi...........36db7e891b0d32f5645d53949bec4f3e
قاعدة البيانات: OpenAIRE