Design and Tuning PID Fuzzy Controllers for Armature-controlled DC Motors
Abstract
Design and tuning PID fuzzy controllers is an active research field looks for the optimal design for these controllers. In this paper, we propose a novel optimization design method that is using performance rule-based model with any design method of the PID fuzzy controllers to satisfy certain desired performance. Since constructing the membership functions is the most critical part of the fuzzy controller, a self-optimized membership functions algorithm is introduced. Armature-controlled DC motors, as an application representing second-order systems, was used to analyze the performance of the proposed design method and compare its performance with other various design methods. The accuracy analysis shows that the proposed design methods is 2 seconds faster in rise-time, 2 seconds faster in settling-time and, at the same time, it decreases the overshot 1.7% than the original design methods. Meanwhile, the robustness analysis shows that the proposed design methods is 2 seconds faster in rise-time, 2.6 seconds faster in settling-time and, at the same time, it decreases the overshot 3.4% than the original design methods.Downloads
References
J. Jantzen, "Foundations of Fuzzy Control: A Practical Approach", 2nd Edition, Wiley, 2013.
C. C. Lee, "Fuzzy Logic in Control Systems: Fuzzy Logic Controller-Part I", IEEE Transactions on Systems, Man, and Cybernetics, Vol. 20, No. 2, pp. 404-418, 1990.
C. C. Lee, "Fuzzy Logic in Control Systems: Fuzzy Logic Controller-Part II", IEEE Transactions on Systems, Man, and Cybernetics, Vol. 20, No. 2, pp. 419-435, 1990.
T. E. Marlin, "Process Control: Designing Process and Control Systems for Dynamic Performance", McGraw-Hill, 1995.
J. Nie and D. A. Linkens, "Fuzzy-Neural Control: Principles, algorithms and applications", Prentice Hall, 1995.
E. Natsheh and Khalid Buragga, "Comparison between Conventional and Fuzzy Logic PID Controllers for Controlling DC Motors", International Journal of Computer Science Issues (IJCSI), vol. 7, no. 5, pp. 128-134, 2010.
E. Natsheh and Khalid Buragga, "A Performance Comparison for Various Methods to Design the Three-Term Fuzzy Logic Controller", International Journal of Computer Science and Network Security (IJCSNS), vol. 10, no. 5, pp. 142-151, 2010.
C. Liaw and J. Wang, "Design and Implementation of a Fuzzy Contrller for a High Performance Induction Motor Drive", IEEE Transactions on Systems, Man, and Cybernetics, Vol. SMC-21, No. 4, pp. 921-929, 1991.
H. X. Li and H. B. Gatland, "A New Methodology for Designing a Fuzzy Logic Controller", IEEE Transactions on Systems, Man, and Cybernetics, Vol. SMC-25, No. 3, pp. 505-512, 1995.
K. L. Tang and R. J. Mulholland, "Comparing Fuzzy Logic with Classical Controller Designs", IEEE Transactions on Systems, Man, and Cybernetics, Vol. SMC-17, No. 6, pp. 1085-1087, 1987.
S. Chiu, S. Chand, D. Moore, and A. Chaudhary, "Fuzzy Logic for Control of Roll and Moment for a Flexbile Wing Aircraft", IEEE Control Systems Magazine, June 1991.
R. R. Yager and D. P. Filev, "Essentials of Fuzzy Modeling and Control", John Wiley & Sons, 1994.
J. Kim, J. Park, S. Lee, and E. K. Chong, "A Two-Layered Fuzzy Logic Controller for Systems with Deadzones", IEEE Transactions on Industrial Electronics, Vol. 41, No.2, pp. 155-161, 1994.
Z. Zhao, M. Tomizuka and S. Isaka, "Fuzzy Gain Scheduling of PID Controllers", IEEE Transactions on Systems, Man, and Cybernetics, Vol. SMC-23, No. 5, pp. 1392-1398, 1993.
H. X. Li and H. B. Gatland, "Conventional Fuzzy Control and Its Enhancement", IEEE Transactions on Systems, Man, and CyberneticsPart B: Cybernetics, Vol. SMC-26, No. 5, pp. 791-797, 1996.
R. Dorf and R. Bishop, "Modern Control Systems", 13th Edition, Pearson, 2016.
F. Golnaraghi and B. C. Kuo, "Automatic Control Systems", 10th Edition, McGraw-Hill Education, 2017.
K. Ogata, "Modern Control Engineering", 5th edition, Pearson India, 2015.
D. P. Kwok, P. Tam, C. K. Li, and P. Wang, “linguistic PID controllers”, in Proc. IFAC 11th Triennial World Congr., Vol. 4, pp. 205-210. 1990.
M. Golob, "Decomposition of a Fuzzy Controller Based on the Inference Break-up Method", Intelligent Data Analysis, Vol. 3, Issue 2, pp. 127-137. 1999.
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