A class-based search for the in-core fuel management optimization of a pressurized water reactor

被引:5
|
作者
de Moura Meneses, Anderson Alvarenga [1 ]
Rancoita, Paola [2 ,3 ]
Schirru, Roberto [1 ]
Gambardella, Luca Maria [2 ]
机构
[1] Univ Fed Rio de Janeiro, COPPE, Nucl Engn Program, BR-21941972 Rio De Janeiro, Brazil
[2] IDSIA Dalle Molle Inst Artificial Intelligence, CH-6982 Manno Lugano, TI, Switzerland
[3] Univ Milan, Dept Math, I-20122 Milan, Italy
基金
瑞士国家科学基金会;
关键词
Nuclear Power; In-Core Fuel Management Optimization; Nuclear reactor reloading problem; Optimization metaheuristics; Combinatorial optimization; NUCLEAR RELOAD PROBLEM; FLUX-EXPANSION METHOD; DESIGN;
D O I
10.1016/j.anucene.2010.06.008
中图分类号
TL [原子能技术]; O571 [原子核物理学];
学科分类号
0827 ; 082701 ;
摘要
The In-Core Fuel Management Optimization (ICFMO) is a prominent problem in nuclear engineering, with high complexity and studied for more than 40 years. Besides manual optimization and knowledge-based methods, optimization metaheuristics such as Genetic Algorithms, Ant Colony Optimization and Particle Swarm Optimization have yielded outstanding results for the ICFMO. In the present article, the Class-Based Search (CBS) is presented for application to the ICFMO. It is a novel metaheuristic approach that performs the search based on the main nuclear characteristics of the fuel assemblies, such as reactivity. The CBS is then compared to the one of the state-of-art algorithms applied to the ICFMO, the Particle Swarm Optimization. Experiments were performed for the optimization of Angra 1 Nuclear Power Plant, located at the Southeast of Brazil. The CBS presented noticeable performance, providing Loading Patterns that yield a higher average of Effective Full Power Days in the simulation of Angra 1 NPP operation, according to our methodology. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1554 / 1560
页数:7
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