zSlices - Towards bridging the gap between Interval and General Type-2 Fuzzy Logic

被引:50
作者
Wagner, Christian [1 ]
Hagras, Hani [1 ]
机构
[1] Univ Essex, Dept Comp & Elect Syst, Colchester CO4 3SQ, Essex, England
来源
2008 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-5 | 2008年
关键词
D O I
10.1109/FUZZY.2008.4630413
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Higher order fuzzy logic systems such as interval type-2 fuzzy logic systems have been shown to be very well suited to dealing with the large amounts of uncertainties present in the majority of real world applications. General type-2 fuzzy logic systems are expected to further extend this capability. However, the complexity as well as the immense computational requirements have generally prevented a foray into general type-2 fuzzy logic research. This paper introduces an alter-native approach termed zSlices for representing general type-2 sets based on interval type-2 sets. Thus, this will lead to a smooth transition from interval to general type-2 fuzzy systems. The proposed approach will lead to a significant reduction in both the complexity and the computational requirements Or general type-2 fuzzy logic systems. Hence, this will lead to facilitating the application of general type-2 fuzzy logic to many real world applications.
引用
收藏
页码:489 / 497
页数:9
相关论文
共 16 条
[1]  
[Anonymous], P IEEE INT C FUZZ SY
[2]  
COUPLAND S, 2006, P IPMU PAR FRANC JUL, P1332
[3]   Geometric type-1 and type-2 fuzzy logic systems [J].
Coupland, Simon ;
John, Robert I. .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2007, 15 (01) :3-15
[4]  
Greenfield S, 2007, IEEE INT CONF FUZZY, P141
[5]   A hierarchical type-2 fuzzy logic control architecture for autonomous mobile robots [J].
Hagras, HA .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2004, 12 (04) :524-539
[6]   Applications of type-2 fuzzy logic systems to forecasting of time-series [J].
Karnik, NN ;
Mendel, JM .
INFORMATION SCIENCES, 1999, 120 (1-4) :89-111
[7]   Operations on type-2 fuzzy sets [J].
Karnik, NN ;
Mendel, JM .
FUZZY SETS AND SYSTEMS, 2001, 122 (02) :327-348
[8]   MPEG VBR video traffic modeling and classification using fuzzy technique [J].
Liang, QL ;
Mendel, JM .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2001, 9 (01) :183-193
[9]  
Lucas LA, 2007, IEEE INT CONF FUZZY, P1112
[10]   Type-2 fuzzy sets and systems: An overview [J].
Mendel, Jerry M. .
IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE, 2007, 2 (01) :20-29