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Application of genetic algorithm for optimization of control rods positioning in a fast breeder reactor core

机译:遗传算法在快中子增殖堆堆芯控制棒位置优化中的应用

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In this work, an integer coded genetic algorithm is implemented for finding the optimal arrangement of twelve absorber rods (control rods) within the active core of a fast breeder reactor, satisfying and optimizing operational and safety parameters. This is a multi-objective, multi constraint combinatorial optimization problem. The problem is having a large search space due to the huge number of control rod arrangements possible. A chromosome in genetic algorithm, which denotes a particular arrangement of control rods, is represented as a set of 12 integers. Each integer stands for one control rod and denotes the position of the rod in the reactor core. The genetic operations, crossover and mutation are modified and adapted for this particular study to take into consideration the geometric positioning of control rods within the core. The results obtained show that the algorithm is able to converge to optimal, feasible configurations by exploring the search space effectively. The performance of algorithm is further enhanced by applying parallel programming techniques in the evaluation of genetic population. The study attempts to validate the effectiveness of genetic algorithms in handling objectives and constraints related to reactor physics as well as engineering design domains.
机译:在这项工作中,实现了一种整数编码遗传算法,用于在快速增殖反应堆的活动堆芯内找到十二个吸收棒(控制棒)的最佳布置,从而满足并优化运行和安全参数。这是一个多目标,多约束的组合优化问题。由于控制杆布置的数量众多,问题在于搜索空间很大。遗传算法中的染色体表示一组特定的控制棒,它表示为一组12个整数。每个整数代表一个控制棒,并表示该棒在反应堆堆芯中的位置。对遗传操作,交叉和突变进行了修改,并针对此特定研究进行了调整,以考虑控制棒在核心中的几何定位。所得结果表明,通过有效地探索搜索空间,该算法能够收敛到最优,可行的配置。通过在遗传种群的评估中应用并行编程技术,可以进一步提高算法的性能。该研究试图验证遗传算法在处理与反应堆物理以及工程设计领域有关的目标和约束方面的有效性。

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