Optimizing a Fuzzy Neural Network with a Hierarchical Genetic Algorithm
- Resource Type
- Conference
- Authors
- Ma, Ming; Zhang, Li-Biao
- Source
- 2007 International Conference on Machine Learning and Cybernetics Machine Learning and Cybernetics, 2007 International Conference on. 5:2812-2815 Aug, 2007
- Subject
- Computing and Processing
Robotics and Control Systems
Fuzzy neural networks
Genetic algorithms
Fuzzy control
Neural networks
Biological cells
Machine learning
Cybernetics
Network topology
Data mining
Algorithm design and analysis
Hierarchical genetic algorithm
Fuzzy neural network
Optimize
- Language
- ISSN
- 2160-133X
2160-1348
We have proposed an algorithm to optimize fuzzy neural network based on hierarchical genetic algorithm. It can evolve both the fuzzy neural network's topology and weighting parameters. In a real problem, it can automatically obtain the near-optimal structure of fuzzy neural network according to the requirements. Numerical simulations show the effectiveness of the proposed algorithm.