改进遗传算法,优化使用高浓缩铀燃料的 DNRR 的燃料装载量

Giang T. T. Phan, Hoai Nam Tran, Q. Do
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摘要

本文研究了遗传算法(GA)与改进选择技术(即锦标赛和轮盘赌)在达拉特核研究反应堆(DNRR)堆芯燃料管理中的应用效果。数值计算以装有 100 个 HEU 燃料束的 DNRR 堆芯为基础进行。选择的最佳适应性函数是使 keff 最大化和功率峰值因数最小化。使用曼-惠特尼检验进行的统计分析表明,在 DNRR 的 ICFM 问题中,采用锦标赛选择的 GA 性能优于轮盘选择。与参考磁芯相比,改进 GA 方法获得的最佳磁芯配置的 keff 值提高了约 500 pcm,PPF 降低了约 4.0%。
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Improved Genetic algorithm for fuel loading optimization of the DNRR with HEU fuel
This paper investigates the performance of genetic algorithm (GA) with improved selection techniques, i.e. Tournament and Roulette Wheel, applied to in-core fuel management of the Dalat nuclear research reactor (DNRR). Numerical calculations have been performed based on the DNRR core with 100 HEU fuel bundles. The optimal fitness function was chosen to maximize the keff and minimize the power peaking factor. The statistical analysis using Mann-Whitney test shows that the performance of GA with Tournament selection is advantageous over the Roulette Wheel selection in the ICFM problem of the DNRR. The optimal core configurations obtained with the improved GA methods have the keff values greater by about 500 pcm, and the PPF lower by about 4.0% compared to the reference core.
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