Comparative Analysis of PWM AC Choppers with Different Loads with and Without Neural Network Application
DOI:
https://doi.org/10.31185/wjcms.196Abstract
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.
References
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.
I. Ando, H. Haga, and K. Ohishi, “Development of single phase UPS having ac chopper and active filter ability,” 2006 IEEE International Conference on Industrial Technology, pp. 1498–1503, 2006.
H. A. Ashour, “A new electronic step-up/down voltage stabilizer topology based on H-Bridge AC chopper,” 2008 12th International Middle-East Power System Conference, pp. 600–604, 2008.
M. Balci and M. Hocaoglu, “Effects of source voltage harmonic distortion on power factor compensation in triac controlled AC chopper circuits,” 2005 International Conference on Power Electronics and Drives Systems, vol. 2, pp. 1199–1204, 2005.
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.
Y. Hongxiang, L. Min, and J. Yanchao, “An advanced harmonic elimination PWM technique for AC choppers,” 2004 IEEE 35th Annual Power Electronics Specialists Conference, vol. 1, pp. 161–165, 2004.
P. Rani, S. Verma, S. P. Yadav, B. K. Rai, M. S. Naruka, and D. Kumar, “Simulation of the Lightweight Blockchain Technique Based on Privacy and Security for Healthcare Data for the Cloud System,” International Journal of E-Health and Medical Communications (IJEHMC), vol. 13, no. 4, pp. 1–15, 2022.
N. Hussain, P. Rani, N. Kumar, and M. G. Chaudhary, “A deep comprehensive research architecture, characteristics, challenges, issues, and benefits of routing protocol for vehicular ad-hoc networks,” International Journal of Distributed Systems and Technologies (IJDST), vol. 13, no. 8, pp. 1–23, 2022.
M. N. Kumar and K. Anjaneyulu, “Simulation of four switch pwm ac chopper fed single phase induction motor,” The Annals of “Dunarea de Jos “University of Galati. Fascicle III, Electrotechnics, Electronics, Automatic Control, Informatics, vol. 33, pp. 122–127, 2010.
L. Li, J. Yang, and Q. Zhong, “Novel family of single-stage three-level ac choppers,” IEEE Transactions on Power Electronics, vol. 26, no. 2, pp. 504–511, 2010.
H. Liu and J. Wang, “Analysis and control of a single phase AC chopper in series connection with an auto-transformer,” 18th international conference on automation and computing (ICAC), pp. 1–6, 2012.
M. Lucanu, O. Ursaru, and C. Aghion, “Single phase AC choppers with inductive load and improved efficiency,” International Symposium on Signals, Circuits and Systems, vol. 2, pp. 597–600, 2005.
A. M. Epemu and K. O. Enalume, “Speed control of a single phase induction motor using step-down cycloconverter,” International Journal of Industrial and Manufacturing Systems Engineering, vol. 3, no. 1, pp. 6–6, 2018.
G. Ansari, P. Rani, and V. Kumar, “A Novel Technique of Mixed Gas Identification Based on the Group Method of Data Handling (GMDH) on Time-Dependent MOX Gas Sensor Data,” Proceedings of International Conference on Recent Trends in Computing: ICRTC 2022, pp. 641–654, 2023.
K. Sundareswaran and S. Palani, “Performance enhancement of AC voltage controller-fed induction motor drive using neural networks,” Proceedings of IEEE International Conference on Industrial Technology, vol. 1, pp. 735–740, 2000.
S. G. Dan, D. D. Benjamin, R. Magureanu, L. Asminoaei, R. Teodorescu, and F. Blaabjerg, “Control strategies of active filters in the context of power conditioning,” 2005 European Conference on Power Electronics and Applications, vol. 10, pp. 10–10, 2005.
Downloads
Published
Issue
Section
License
Copyright (c) 2023 Mariem Bounabi, Guma Ali
This work is licensed under a Creative Commons Attribution 4.0 International License.
