Title :
Time optimal control using pi-sigma networks
Author :
Iwata, Kunio ; Ghosh, Joydeep ; Shin, Yoan
Author_Institution :
Dept. of Electr. & Comput. Eng., Texas Univ., Austin, TX, USA
Abstract :
A controller for providing time-optimal trajectory of objects is proposed based on the pi-sigma neural network. This network facilitates the use of a priori knowledge of the problem in determining suitable weight initializations. A contracting delta descent algorithm is introduced for direct adaptive control, which avoids the necessity for an identification model and ensuing backpropagation of error. Simulation results using a controller for the actuator of a hard disk drive show a smooth trajectory with no overshoot or ringing
Keywords :
adaptive control; hard discs; neural nets; optimal control; position control; actuator; delta descent algorithm; direct adaptive control; hard disk drive; neural network; pi-sigma networks; time optimal control; time-optimal trajectory; weight initializations; Actuators; Adaptive control; Artificial neural networks; Cost function; Error correction; Force control; Hard disks; Neural networks; Optimal control; Programmable control;
Conference_Titel :
Neural Networks, 1993., IEEE International Conference on
Conference_Location :
San Francisco, CA
Print_ISBN :
0-7803-0999-5
DOI :
10.1109/ICNN.1993.298616