Title :
Realization of neural network controller for electromotor frequency conversion speed-regulating based on LonWorks
Author :
Qi, Chang ; Chen, Yuehua ; Huang, Tianshu
Author_Institution :
Inst. of Electron. Inf., Wuhan Univ., China
Abstract :
In this paper, we present a study of neural network controller-based solution for electromotor frequency conversion speed-regulating. The neural network controller combines neural network model - M-P(McCulloch-Pitts) with motor speed closed-loop control. The LonWorks technology offers engineers a powerful solution for realization DCS (distributed control system) monitoring and control system. So, we use LonWorks field bus to establish a field measure and control network. The designs of the neural network controller including hardware design and software design are also based on the LonWorks technology. The algorithm for neural network controller and realization of the algorithm are expatiated. Finally, two tests are performed to test the neural network controller´s static performance and dynamic performance. Results of two tests are presented as two motor-speed response graphs which are plotted by workstation PC.
Keywords :
closed loop systems; electric motors; field buses; machine control; neurocontrollers; velocity control; LonWorks field bus; McCulloch-Pitts neural network model; distributed control system; electromotor frequency conversion speed-regulating; motor speed closed-loop control; neural network controller; Control systems; Distributed control; Frequency conversion; Monitoring; Neural network hardware; Neural networks; Power engineering and energy; Power system modeling; Software design; Testing;
Conference_Titel :
Cellular Neural Networks and Their Applications, 2005 9th International Workshop on
Print_ISBN :
0-7803-9185-3
DOI :
10.1109/CNNA.2005.1543153