A novel self-adaptive chaotic genetic algorithm

Tien Tzu Hsueh Pao/Acta Electronica Sinica

Volumn 34, Issue 4, 2006, Pages 708-712

  Yuan, Xiao Hui ^a   Yuan, Yan Bin ^b   Wang, Cheng ^a   Zhang, Yong Chuan ^a  

^a HUAZHONG UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

^b WUHAN UNIVERSITY OF TECHNOLOGY   (China)

Author keywords

Chaos; Entropy; Genetic algorithm; Premature convergence

Indexed keywords

CHAOS THEORY; CONVERGENCE OF NUMERICAL METHODS; ENCODING (SYMBOLS); ENTROPY; FUNCTIONS; MATHEMATICAL OPERATORS; NEURAL NETWORKS; OPTIMIZATION; PROBABILITY DISTRIBUTIONS;

BINARY CODING; CROSSOVER OPERATORS; FUNCTION OPTIMIZATION; POPULATION DIVERSITY; PREMATURE CONVERGENCE; REAL VALUE ENCODING; SELF ADAPTIVE CHAOTIC GENETIC ALGORITHMS;

GENETIC ALGORITHMS;

EID: 33745746720     PISSN: 03722112     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (14)

1. Li Min-qiang, Kou Ji-song, Lin Dan, et al. Genetic algorithm theory and applications[M]. Beijing: Science Press, 2002. 163-253 (in Chinese)
2. Xu Xiao-jing, Rao Ni-ni. Study of image information restoration based on an improved genetic algorithm[J]. Acta Electronica Sinica, 2004, 32(7): 1120-1123. (in Chinese)
3. Prugel A. Modeling crossover-induced linkage in genetic algorithms[J]. IEEE Trans on Evolutionary computation, 2001, 5(4): 376-387.
4. Richard M, Edwin R H. Empirical modeling of genetic algorithms[J]. Evolutionary computation, 2001, 9(4): 461-493.
5. Li J, Balaze M. A species conserving genetic algorithm for multimodal function optimization[J]. Evolutionary computation, 2002, 10(3): 207-234.
6. Yoon H, Moon B. An empirical study on the synergy of multiple crossover operators[J]. IEEE Trans on Evolutionary computation, 2002, 6(2), 212-223.
7. Ahn C, Ramakrishna R. Elitism-based compact genetic algorithms[J]. IEEE Trans on Evolutionary computation, 2003, 7(4), 367-385.
8. Tsai J, Liu T. Hybrid taguchi-genetic algorithm for global numerical optimization[J]. IEEE Trans on Evolutionary Computation, 2004, 8(4), 365-377.
9. Yuan X, Yuan Y. A hybrid chaotic genetic algorithm for short-term hydro system scheduling[J]. Mathematics and Computers in Simulation, 2002, 59(4): 319-327.
10. Luo Chen-zhong, Shao Hui-he. Evolutionary algorithms with chaotic mutations[J]. Control and Decision, 2000, 15(5): 557-560. (in Chinese)
11. Chun J, Kim M. Shape optimization of electromagnetic devices using immune algorithm[J]. IEEE Trans on Magnetics, 1997, 33(3): 1876-1879.
12. Deb K, Agrawal R. Simulated binary crossover for continuous search space[J]. Complex Systems, 1995, 9(6): 115-148.
13. Chen L, Aihara K. Chaotic simulated annealing by a neural network model with transient chaos[J]. Neural networks, 1995, 8(6): 915-930.
14. Choi C. Dynamic bidirectional associative memory using chaotic neural network[D]. Korea: Korea Advanced Institute of Science and Technology, 1998.