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ADORE-GA: Genetic algorithm variant of the ADORE algorithm for ROP detector layout optimization in CANDU reactors

机译:ADORE-GA:用于CANDU反应堆中ROP检测器布局优化的ADORE算法的遗传算法变体

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摘要

The regional overpower protection (ROP) systems protect CANDU® reactors against overpower in the fuel that could reduce the safety margin-to-dryout. The overpower could originate from a localized power peaking within the core or a general increase in the global core power level. The design of the detector layout for ROP systems is a challenging discrete optimization problem. In recent years, two algorithms have been developed to find a quasi optimal solution to this detector layout optimization problem. Both of these algorithms utilize the simulated annealing (SA) algorithm as their optimization engine. In the present paper, an alternative optimization algorithm, namely the genetic algorithm (GA), has been implemented as the optimization engine. The implementation is done within the ADORE algorithm. Results from evaluating the effects of using various mutation rates and crossover parameters are presented in this paper. It has been demonstrated that the algorithm is sufficiently robust in producing similar quality solutions.
机译:区域超功率保护(ROP)系统可保护CANDU®反应堆免受燃料中的功率过大影响,因为燃料过功率可能会降低干馏的安全裕度。过功率可能源自核心内的局部功率峰值或总体核心功率水平的总体提高。 ROP系统的探测器布局设计是一个极具挑战性的离散优化问题。近年来,已经开发了两种算法来找到针对该检测器布局优化问题的准最佳解决方案。这两种算法都利用模拟退火(SA)算法作为优化引擎。在本文中,替代的优化算法,即遗传算法(GA),已被实现为优化引擎。该实现在ADORE算法中完成。本文介绍了评估使用各种突变率和交叉参数的效果的结果。已经证明,该算法在产生相似质量的解决方案中具有足够的鲁棒性。

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