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ISSN 2095-9184 (print), ISSN 2095-9230 (online)

Derivation and analysis on the analytical structure of interval type-2 fuzzy controller with two nonlinear fuzzy sets for each input variable

Abstract: Type-2 fuzzy controllers have been mostly viewed as black-box function generators. Revealing the analytical structure of any type-2 fuzzy controller is important as it will deepen our understanding of how and why a type-2 fuzzy controller functions and lay a foundation for more rigorous system analysis and design. In this study, we derive and analyze the analytical structure of an interval type-2 fuzzy controller that uses the following identical elements: two nonlinear interval type-2 input fuzzy sets for each variable, four interval type-2 singleton output fuzzy sets, a Zadeh AND operator, and the Karnik-Mendel type reducer. Through dividing the input space of the interval type-2 fuzzy controller into 15 partitions, the input-output relationship for each local region is derived. Our derivation shows explicitly that the controller is approximately equivalent to a nonlinear proportional integral or proportional differential controller with variable gains. Furthermore, by comparing with the analytical structure of its type-1 counterpart, potential advantages of the interval type-2 fuzzy controller are analyzed. Finally, the reliability of the analysis results and the effectiveness of the interval type-2 fuzzy controller are verified by a simulation and an experiment.

Key words: Interval type-2 fuzzy controller, Analytical structure, Karnik-Mendel type reducer

Chinese Summary  <30> æ¯ä¸ªè¾“入具有两个éžçº¿æ€§æ¨¡ç³Šé›†åˆçš„区间二型模糊控制器解æžç»“构的推导与分æž

题目:æ¯ä¸ªè¾“入具有两个éžçº¿æ€§æ¨¡ç³Šé›†åˆçš„区间二型模糊控制器解æžç»“构的推导与分æž
目的:针对具有éžçº¿æ€§æ¨¡ç³Šé›†åˆçš„区间二型模糊控制器内部工作原ç†æœªçŸ¥çš„问题,æ出内部解æžç»“构的推导方法,åŒæ—¶åˆ†æžåŒºé—´äºŒåž‹æ¨¡ç³ŠæŽ§åˆ¶å™¨çš„特点和优势,为模糊控制器的系统设计æä¾›ç†è®ºæŒ‡å¯¼ã€‚
创新点:首先,将区间二型模糊控制器的解æžç»“构推导推广到了具有éžçº¿æ€§æ¨¡ç³Šé›†åˆå’Œæ‰Žå¾·ANDç®—å­çš„区间二型模糊控制器。其次,分æžäº†åŒºé—´äºŒåž‹æ¨¡ç³ŠæŽ§åˆ¶å™¨ä¼˜äºŽå¯¹åº”一型模糊控制器的原因。最åŽï¼Œé€šè¿‡ç»“构分æžä¸ºåŒºé—´äºŒåž‹æ¨¡ç³ŠæŽ§åˆ¶å™¨çš„ä¸ç¡®å®šè¿¹å‚数的调整æ供了ç†è®ºä¾æ®ã€‚
方法:首先,根æ®åŒºé—´äºŒåž‹æ¨¡ç³ŠæŽ§åˆ¶å™¨Karnik-Mendelé™åž‹æ–¹æ³•çš„特点将整个模糊输入空间划分为若干分区(图6)。其次,在得到的æ¯ä¸€ä¸ªåˆ†åŒºä¸Šï¼ŒæŽ¨å¯¼åŒºé—´äºŒåž‹æ¨¡ç³ŠæŽ§åˆ¶å™¨å…·ä½“的输入输出函数表达å¼ï¼ˆå¼ï¼ˆ31)ã€å¼ï¼ˆA8)â€ï¼ˆA21))。åŒæ—¶ï¼Œè¯æ˜Žäº†æ–‡ä¸­å…·æœ‰éžçº¿æ€§æ¨¡ç³Šé›†åˆçš„区间二型模糊集åˆè¿‘似等效为具有å˜å¢žç›Šçš„éžçº¿æ€§PI或PD控制器。然åŽï¼Œåœ¨å¾—到的解æžç»“构的基础上,从ç†è®ºä¸Šåˆ†æžäº†æ–‡ä¸­çš„区间二型模糊控制器的å‚æ•°å˜åŒ–对控制性能的影å“以åŠåœ¨è¶…è°ƒé‡å’Œä¸Šå‡æ—¶é—´æ–¹é¢ä¼˜äºŽå¯¹åº”一型模糊控制器的原因。最åŽï¼Œé€šè¿‡ä»¿çœŸå®žä¾‹å’Œå®žéªŒéªŒè¯äº†ä¸Šè¿°ç†è®ºåˆ†æžçš„正确性和文中区间二型模糊控制器的有效性。
结论:文中æ出的具有éžçº¿æ€§æ¨¡ç³Šé›†åˆçš„区间二型模糊集åˆè¿‘似等效为具有å˜å¢žç›Šçš„éžçº¿æ€§PI或PD控制器。

关键è¯ç»„:区间二型模糊控制器;解æžç»“æž„ï¼›Karnik-Mendelé™åž‹


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DOI:

10.1631/FITEE.1601019

CLC number:

TP13

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On-line Access:

2016-06-06

Received:

2016-02-23

Revision Accepted:

2016-04-28

Crosschecked:

2016-05-23

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