کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
392651 665146 2014 15 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Type-1 and Type-2 fuzzy logic controller design using a Hybrid PSO–GA optimization method
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
Type-1 and Type-2 fuzzy logic controller design using a Hybrid PSO–GA optimization method
چکیده انگلیسی

In this paper we propose a Hybrid PSO–GA optimization method for automatic design of fuzzy logic controllers (FLC) to minimize the steady state error of a plant’s response. We test the optimal FLC obtained by the Hybrid PSO–GA method using benchmark control plants and an autonomous mobile robot for trajectory tracking control. The bio-inspired method is used to find the parameters of the membership functions of the FLC to obtain the optimal controller for the respective plants. Simulation results show the feasibility of the proposed approach for these control applications. A comparison is also made among the proposed Hybrid PSO–GA, with GA and PSO to determine if there is a significant difference in the results.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Information Sciences - Volume 285, 20 November 2014, Pages 35–49
نویسندگان
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