期刊
NONLINEAR DYNAMICS
卷 77, 期 1-2, 页码 61-71出版社
SPRINGER
DOI: 10.1007/s11071-014-1273-9
关键词
Differential evolution algorithm; Artificial bee colony; Exploration; Exploitation; Chaotic system; Parameter estimation
资金
- National Natural Science Foundation of China [61370052, 61370156, 11226275]
- Natural Science Foundation of Jilin Province [201215006]
- Program for New Century Excellent Talents in University [NCET-13-0724]
This paper is concerned with the parameter estimation of nonlinear chaotic system, which could be essentially formulated as a multi-dimensional optimization problem. In this paper, a hybrid algorithm by combining differential evolution with artificial bee colony is implemented to solve parameter estimation for chaotic systems. Hybrid algorithm combines the exploration of differential evolution with the exploitation of the artificial bee colony effectively. Experiments have been conducted on Lorenz system and Chen system. The proposed algorithm is applied to estimate the parameters of two chaotic systems. Simulation results and comparisons demonstrate that the proposed algorithm is better or at least comparable to differential evolution, artificial bee colony, particle swarm optimization, and genetic algorithm from literature when considering the quality of the solutions obtained.
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