Modelling, simulation and performance comparison of different membership functions based fuzzy logic control for an active magnetic bearing system

被引:7
作者
Gupta, Suraj [1 ]
Biswas, Pabitra Kumar [1 ,2 ]
Aljafari, Belqasem
Thanikanti, Sudhakar Babu [3 ]
Das, Sajal K. K. [4 ]
机构
[1] Natl Inst Technol Mizoram, Dept Elect & Elect Engn, Aizawl, India
[2] Najran Univ, Coll Engn, Dept Elect Engn, Najran, Saudi Arabia
[3] Chaitanya Bharathi Inst Technol, Dept Elect & Elect Engn, Hyderabad, India
[4] Rajshahi Univ Engn & Technol, Dept Mechatron Engn, Rajshahi 6204, Bangladesh
来源
JOURNAL OF ENGINEERING-JOE | 2023年 / 2023卷 / 02期
关键词
active magnetic bearing; fuzzy logic control; Mamdani-type fuzzy inference system; membership functions; Sugeno-type fuzzy inference system; FEEDBACK LINEARIZATION; IDENTIFICATION;
D O I
10.1049/tje2.12229
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In-house prototype model of an active magnetic bearing is built and using its physical parameter values a linearized transfer function of order two, is mathematically obtained for a specific point of operation. In this work, a closed loop active magnetic bearing system is proposed and controller for this closed loop is designed using fuzzy logic control. Two different fuzzy inference systems: Mamdani and Sugeno fuzzy inference system constructed individually with eleven different types of membership functions separately. The considered membership functions are-linear, generalized bell-shaped, Gaussian distribution based, quadratic, cubic polynomial and sigmoidal curve-based membership functions. Calculating the transient state and steady state parameter values together with the controller output allows to see how these various membership functions perform on the proposed closed loop active magnetic bearing system. Observed data shows that changing the fuzzy inference system for a specific membership function will result in 67.41% reduction in the overshoot value, 29.70% reduction in settling time value, 10.42% change in rise time value and 2.91% variation is peak time value. Practicality of all membership functions are analysed based on calculated data and their performances with the proposed model.
引用
收藏
页数:20
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