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A novel table look-up scheme based on GFScom and its application
- Source :
- Soft Computing. 21:6767-6781
- Publication Year :
- 2016
- Publisher :
- Springer Science and Business Media LLC, 2016.
-
Abstract
- This work considers Mamdani fuzzy systems constructed from finite input–output data pairs using the generalized fuzzy sets with contradictory, opposite and medium negation (GFScom). Considering that the information available often consists of a set of finite numerical data pairs, a new table look-up scheme for constructing Mamdani fuzzy systems is presented. The designed fuzzy system is proved to be capable of approximating any real continuous function on a compact set to arbitrary degree of accuracy. We use this fuzzy modeling method for the truck back-upper control problem. The effectiveness of the proposed method is demonstrated by a comparison with the traditional table look-up scheme.
- Subjects :
- Mathematical optimization
Fuzzy classification
Neuro-fuzzy
010102 general mathematics
02 engineering and technology
Type-2 fuzzy sets and systems
01 natural sciences
Defuzzification
Theoretical Computer Science
Fuzzy mathematics
0202 electrical engineering, electronic engineering, information engineering
Fuzzy number
Fuzzy set operations
020201 artificial intelligence & image processing
Geometry and Topology
0101 mathematics
Algorithm
Software
Membership function
Mathematics
Subjects
Details
- ISSN :
- 14337479 and 14327643
- Volume :
- 21
- Database :
- OpenAIRE
- Journal :
- Soft Computing
- Accession number :
- edsair.doi...........0028082f3354962494ec8a81037d87e3
- Full Text :
- https://doi.org/10.1007/s00500-016-2226-7