采用模糊逻辑和问题特定变异方法提高遗传算法的频谱优化性能

N.H. Eklund, M. Embrechts
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引用次数: 3

摘要

本文提出了一种改进的方法来确定最佳过滤器(相对于效率),以将灯从其在色彩空间中的“自然”位置移动到色彩空间中的任意位置。与使用“染色体平滑算子”的固定参数遗传算法相比,使用某些遗传算法参数的模糊控制和应用特定的突变方法可以大大减少所需的函数评估次数,同时保持相同的总体解质量水平。
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Employing fuzzy logic and problem specific mutation methods to boost the performance of spectrum optimization via genetic algorithms
This paper presents an improved method for determining the optimal filter (with respect to efficiency) to move a lamp from its "natural" position in color space to an arbitrary position in color space. Compared to a fixed parameter GA application employing the "chromosome smoothing operator" the use of fuzzy control of some GA parameters and application specific mutation methods leads to a substantial reduction in the number of function evaluations required, while maintaining the same overall level of solution quality.
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