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Wavelet Interval Type-2 Fuzzy Quad-Function-Link Brain Emotional Control Algorithm for the Synchronization of 3D Nonlinear Chaotic Systems
- Source :
- International Journal of Fuzzy Systems. 22:2546-2564
- Publication Year :
- 2020
- Publisher :
- Springer Science and Business Media LLC, 2020.
-
Abstract
- This study provides a novel quad-function-link network to adjust the lower and upper weights of a wavelet interval type-2 fuzzy brain emotional structure to increase the response and performance for the synchronization of 3D nonlinear chaotic systems. The proposed control system is a hybrid method that comprises a new wavelet interval type-2 fuzzy quad-function-link brain emotional controller and a robust controller. It contains a fuzzy inference system and three substructures with five layers. The substructures are an amygdala, a prefrontal cortex, and a novel quad-function-link network that can adjust the weights efficiently for the amygdala and prefrontal cortex networks to achieve the synchronization of the master–slave systems well with reduced tracking errors. Then, a Lyapunov stability function is employed to provide the adaptive laws, and they are effectively used online to adjust the system parameters. Finally, simulation studies of two 3D nonlinear chaotic systems are used to verify the superiority and advantage of the proposed algorithm.
- Subjects :
- Lyapunov stability
Computer science
02 engineering and technology
Interval (mathematics)
Fuzzy logic
Synchronization
Theoretical Computer Science
Nonlinear system
Wavelet
Computational Theory and Mathematics
Artificial Intelligence
Control theory
Control system
0202 electrical engineering, electronic engineering, information engineering
020201 artificial intelligence & image processing
Algorithm
Software
Subjects
Details
- ISSN :
- 21993211 and 15622479
- Volume :
- 22
- Database :
- OpenAIRE
- Journal :
- International Journal of Fuzzy Systems
- Accession number :
- edsair.doi...........55e80bfa1980013d6caff4e438a9d551
- Full Text :
- https://doi.org/10.1007/s40815-020-00941-7