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Chapter 7: Hybrid Intelligent Systems

Chapter 7: Hybrid Intelligent Systems

pp. 225-251

Authors

, Idaho State University
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Extract

Hybrid systems often try to leverage the advantages of one algorithm with the once of another while minimize its own disadvantages. Having discussed fuzzy logic and neural networks as well as a number of optimization algorithms, Chapter 7 presents several hybrid algorithms that can be used for optimization, controls, and modeling. In particular, we look at neural expert systems, expand these systems to neuro fuzzy systems and adaptive neuro-fuzzy inference systems, which we use for control applications. While revisiting the Mamdani and Sugeno fuzzy inference system, the Tsukamoto fuzzy system as well as different partitioning methods are discussed, such as the grid, the tree and the scatter partitioning. Examples using Matlab FIS app as well as Matlab’s ANFIS editor are used throughout the chapter.

Keywords

  • Neural expert system
  • neuro-fuzzy system
  • adaptive neuro-fuzzy system
  • ANFIS control

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