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首页> 外文期刊>Journal of Harbin Institute of Technology >Genetic algorithm-based evaluation of spatial straightness error
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Genetic algorithm-based evaluation of spatial straightness error

机译:基于遗传算法的空间直线度误差评估

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摘要

A genetic algorithm (GA) -based approach is proposed to evaluate the straightness error of spatial tines. According to the mathematical definition of spatial straightness, a verification model is established for straightness error, and the fitness function of GA is then given and the implementation techniques of the proposed algorithm is discussed in detail. The implementation techniques include real number encoding, adaptive variable range choosing, roulette wheel and elitist combination selection strategies, heuristic crossover and single point mutation schemes etc. An application example is quoted to validate the proposed algorithm. The computation result shows that the GA-based approach is a superior nonlinear parallel optimization method. The performance of the evolution population can be improved through genetic operations such as reproduction, crossover and mutation until the optimum goal of the minimum zone solution is obtained. The quality of the solution is better and the efficiency of computation is higher than other methods.
机译:提出了一种基于遗传算法的空间齿直线度误差评估方法。根据空间直线度的数学定义,建立直线度误差的验证模型,给出遗传算法的适应度函数,详细讨论了该算法的实现技术。实现技术包括实数编码,自适应可变范围选择,轮盘和精英组合选择策略,启发式交叉和单点突变方案等。以应用实例为例对所提出的算法进行了验证。计算结果表明,基于遗传算法的方法是一种较好的非线性并行优化方法。可通过遗传操作(例如繁殖,杂交和突变)改善进化种群的性能,直到获得最小区域解的最佳目标为止。与其他方法相比,该解决方案的质量更好,计算效率更高。

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