کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
727206 1461509 2016 14 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Fuzzy logic speed controller optimization approach for induction motor drive using backtracking search algorithm
ترجمه فارسی عنوان
رویکرد بهینه سازی کنترل کننده سرعت منطق فازی برای درایو موتور القایی با استفاده از الگوریتم جستجوی عقب نشینی
کلمات کلیدی
کنترل منطق فازی؛ عقب نشینی الگوریتم جستجوی؛ الگوریتم جستجوی گرانشی؛ بهینه سازی ازدحام ذرات؛ موتور القایی؛ کنترل اسکالر
موضوعات مرتبط
مهندسی و علوم پایه سایر رشته های مهندسی کنترل و سیستم های مهندسی
چکیده انگلیسی


• A BSA-based fuzzy logic controller is developed for controlling TIM variables.
• A GSA and PSO based fuzzy logic controller is developed to validate BSA-based FLC.
• Improved scalar control is developed for three-phase induction motor.
• The space vector pulse width modulation is utilized for inverter switching.
• TIM actuating capabilities are evaluated varying the load and speed changes.

This paper presents an adaptive fuzzy logic controller (FLC) design technique for controlling an induction motor speed drive using backtracking search algorithm (BSA). This technique avoids the exhaustive traditional trial-and-error procedure for obtaining membership functions (MFs). The generated adaptive MFs are implemented in speed controller design for input and output based on the evaluation results of the fitness function formulated by the BSA. In this paper, the mean absolute error (MAE) of the rotor speed response for three phase induction motor (TIM) is used as a fitness function. An optimal BSA-based FLC (BSAF) fitness function is also employed to tune and minimize the MAE to improve the performance of the TIM in terms of changes in speed and torque. Moreover, the measurement of the real TIM parameters via three practical tests is used for simulation the TIM. Results obtained from the BSAF are compared with those obtained through gravitational search algorithm (GSA) and particle swarm optimization (PSO) to validate the developed controller. Design procedure and accuracy of the develop FLC are illustrated and investigated via simulation tests for TIM in a MATLAB/Simulink environment. Results show that the BSAF controller is better than the GSA and PSO controllers in all tested cases in terms of damping capability, and transient response under different mechanical loads and speeds.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Measurement - Volume 78, January 2016, Pages 49–62
نویسندگان
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