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Efficiency Competition on N-Queen Problem: DE vs. CMA-ES

机译:N-Queen问题的效率竞争:DE与CMA-ES

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摘要

In this paper, two well-known evolutionary algorithms, namely, Differential Evolution (DE) and Covariance Matrix Adaptation Evolution Strategy (CMA-ES), are compared on solving N-queen problem (a classical combinatorial optimization problem). Convergence velocity and robustness are our main measures in the current comparative study. Experiments are conducted on twelve chessboard dimensions. Results confirm that CMA-ES performs better than DE with respect to success rate and also success performance. Details about the N-queen problem, comparison strategies, metrics, and results are provided.
机译:在本文中,比较了两个众所周知的进化算法,即差分演进(DE)和协方差矩阵适应演化策略(CMA-ES),并在解决N-Queen问题(经典组合优化问题)。收敛速度和鲁棒性是我们当前比较研究中的主要措施。实验是在十二个棋盘尺寸上进行的。结果证实,CMA-ES在成功率和成功性能方面表现优于DE。提供了关于N-女王问题,比较策略,指标和结果的详细信息。

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