A non-dominated discrete differential evolution for fuel loading pattern optimization of a nuclear research reactor

IF 0.4 4区 工程技术 Q4 NUCLEAR SCIENCE & TECHNOLOGY Kerntechnik Pub Date : 2023-10-09 DOI:10.1515/kern-2023-0043
Quang Binh Do
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Abstract

Abstract This paper presents a detailed description of a new variant of differential evolution for nuclear reactor refueling optimization problem. This variant combines the elitism strategy with a discrete differential evolution. The elitism strategy allows non-dominated solutions found during the search and stored in the archive to participate in the differential evolution operation. The population size is the same as the archive size, and the number of non-dominated solutions participating in the search at a particular generation is controlled by a specific probability. The proposed method is successfully applied to a nuclear research reactor for its first refueling time to search for optimal loading patterns that both maximize the effective multiplication k eff and minimize the power peaking factor PPF of the reactor. The optimal loading patterns can significantly improve the operational time and safety of the reactor compared to the loading pattern used in practice.
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核研究堆燃料装载模式优化的非支配离散微分演化
摘要针对核反应堆换料优化问题,提出了一种新的微分演化方法。这种变体结合了精英主义策略和离散的差异进化。精英策略允许在搜索过程中发现并存储在存档中的非支配解决方案参与差异进化操作。种群大小与存档大小相同,在特定的一代参与搜索的非支配解的数量由特定的概率控制。该方法成功地应用于某核研究堆的首次换料时间,以寻找使有效乘法keff最大化和功率峰值因子PPF最小化的最优加载模式。与实际使用的负荷模式相比,优化的负荷模式能显著提高反应堆的运行时间和安全性。
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来源期刊
Kerntechnik
Kerntechnik 工程技术-核科学技术
CiteScore
0.90
自引率
20.00%
发文量
72
审稿时长
6-12 weeks
期刊介绍: Kerntechnik is an independent journal for nuclear engineering (including design, operation, safety and economics of nuclear power stations, research reactors and simulators), energy systems, radiation (ionizing radiation in industry, medicine and research) and radiological protection (biological effects of ionizing radiation, the system of protection for occupational, medical and public exposures, the assessment of doses, operational protection and safety programs, management of radioactive wastes, decommissioning and regulatory requirements).
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