Title :
An experimental approach to simultaneous structure/control design using rapid recursive prototype modification
Author :
Pil, Anton C. ; Asada, Haruhiko
Author_Institution :
Dept. of Mech. Eng., MIT, Cambridge, MA, USA
Abstract :
This paper describes an experimental recursive method for simultaneously changing both the mechanical structure and control of a positioning system in order to improve the system´s overall control performance. A method is devised which allows a robotic system to improve its control performance through concurrent repetitive reinforcement of its structure and optimization of its control gains. To expedite the process of modifying a prototype structure, a method for coating the structure with steel-reinforced epoxy is developed. A recursive algorithm, based on a gradient descent method and a parameter estimation theory, is developed to determine both the optimal incremental structure changes and the required control parameter changes. The resultant changes are then immediately implemented by using the epoxy reinforcement coating method as well as by changing the control gains. The entire process consisting of experimental evaluation, data analysis, and structure reinforcement is repeated until the task performance is improved to the desired level
Keywords :
control system synthesis; least squares approximations; optimisation; position control; recursive estimation; robots; structural engineering; control gains; data analysis; gradient descent method; mechanical structure; optimization; parameter estimation; positioning system; rapid recursive prototype modification; robotic system; steel-reinforced epoxy coating; structure reinforcement; Coatings; Control design; Control systems; Data analysis; Optimal control; Optimization methods; Parameter estimation; Performance gain; Prototypes; Robots;
Conference_Titel :
Robotics and Automation, 1995. Proceedings., 1995 IEEE International Conference on
Conference_Location :
Nagoya
Print_ISBN :
0-7803-1965-6
DOI :
10.1109/ROBOT.1995.525434