Abstract
In this paper, we focus on the "Artificial Neural Network (ANN) based PWM-AC chopper". This system is based on the PWM AC chopper-encouraged single-phase induction motor. The main purpose of this paper is to design and implement an ideal technique regarding speed control. Here analyzed PWM-based AC-AC converter with resistive load, R-L load and finally, the PWM AC chopper is fed to single phase induction for speed control. Using other soft computing and optimization techniques such as Artificial Neural Networks, Fuzzy Logic, Convolution algorithm, PSO, and Neuro Fuzzy can control the Speed. We used Artificial Neural Network to control the Speed of the PWM-AC Single phase induction motor drive. The Neural Network toolbox has been further used for getting desired responses. Neural system computer programs are executed in MATLAB. The performance of the proposed method of ANN system of PWM AC Chopper fed single phase induction motor drive is better than other traditional and base methods for controlling the Speed, based on the MOSFET.
Subject
Industrial and Manufacturing Engineering,Materials Science (miscellaneous),Business and International Management
Reference16 articles.
1. T. Shinyama, A. Ueda, and A. Torii, "AC chopper using four switches," in Proceedings of the Power Conversion Conference-Osaka 2002 (Cat. No. 02TH8579), 2002, vol. 3: IEEE, pp. 1056-1060.
2. I. Ando, H. Haga, and K. Ohishi, "Development of single phase UPS having ac chopper and active filter ability," in 2006 IEEE International Conference on Industrial Technology, 2006: IEEE, pp. 1498-1503.
3. H. A. Ashour, "A new electronic step-up/down voltage stabilizer topology based on H-Bridge AC chopper," in 2008 12th International Middle-East Power System Conference, 2008: IEEE, pp. 600-604.
4. M. Balci and M. Hocaoglu, "Effects of source voltage harmonic distortion on power factor compensation in triac controlled AC chopper circuits," in 2005 International Conference on Power Electronics and Drives Systems, 2005, vol. 2: IEEE, pp. 1199-1204.
5. J. Holtz and X. Qi, "Optimal control of medium-voltage drives—An overview," IEEE Transactions on Industrial Electronics, vol. 60, no. 12, pp. 5472-5481, 2012.