Interval Type-2 Takagi-Sugeno-Kang Fuzzy Logic Approach for Three-Tank System Modeling

被引：0
作者：
Maalej, Imen [1 ]
Rekik, Chokri [1 ]
Ben Halima Abid, Donia [1 ]
Derbel, Nabil [1 ]
机构：
[1] Univ Sfax, Sfax Engn Sch, Control & Energy Management Lab, Sfax 3038, Tunisia
来源：
2014 IEEE 23RD INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS (ISIE) | 2014年
关键词：
Fuzzy rules; type-2 fuzzy sets; IT2 TSK FLSs; T1 TSK FLSs; modeling; DESIGN; IDENTIFICATION; CONTROLLER; SETS;
D O I：
暂无
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
This paper concerns the use of fuzzy structures to model non linear dynamic systems. An interval type-2 Takagi Sugeno Kang fuzzy logic systems (IT2 TSK FLSs) is proposed. The proposed approach is a combination of IT2 fuzzy system and TSK fuzzy models and it presents an extension of the type-1 Takagi Sugeno Kang fuzzy logic system (T1 TSK FLSs). The interval type-2 fuzzy sets provide additional degrees of freedom and offer the capability to directly handle uncertainties. Different steps of this approach are described. The performance of the IT2 TSK FLSs is compared to the traditional T1 TSK FLSs. Simulation results performed on three tank system illustrate the efficiency of the suggested method.
引用
收藏
页码：144 / 149
页数：6
相关论文
共 23 条
[1]  
[Anonymous], ICGST ACSE J
[2]  
Bezdek J. E., 1993, IEEE Transactions on Fuzzy Systems, V1, P1, DOI 10.1109/TFUZZ.1993.6027269
[3]  
Biglarbegian M., 2010, P NAFIPS TOR CAN JUL
[4]   Design of Novel Interval Type-2 Fuzzy Controllers for Modular and Reconfigurable Robots: Theory and Experiments [J].
Biglarbegian, Mohammad ;
Melek, William W. ;
Mendel, Jerry M. .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2011, 58 (04) :1371-1384
[5]   FUZZY I/O CONTROLLER [J].
BUCKLEY, JJ .
FUZZY SETS AND SYSTEMS, 1991, 43 (02) :127-137
[6]  
Castillo O, 2008, STUD FUZZ SOFT COMP, V223, P1
[7]  
Karnik N. N., 1998, P IEEE INT C FUZZ SY
[8]   Centroid of a type-2 fuzzy set [J].
Karnik, NN ;
Mendel, JM .
INFORMATION SCIENCES, 2001, 132 (1-4) :195-220
[9]   Type-2 fuzzy logic systems [J].
Karnik, NN ;
Mendel, JM ;
Liang, QL .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1999, 7 (06) :643-658
[10]   Interval type-2 fuzzy logic systems: Theory and design [J].
Liang, QL ;
Mendel, JM .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2000, 8 (05) :535-550
123