Prediction of and genetic algorithm optimization on data induced uncertainty reduction with the use of an integral experiment

IF 2.1 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Nuclear Engineering and Design Pub Date : 2024-09-10 DOI:10.1016/j.nucengdes.2024.113570
Alexander Amedeo DePillis, Sandra Bogetic, Vladimir Sobes
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Abstract

This paper verifies a method for predicting the uncertainty reduction on a parameter of interest in a target application system from adjusting nuclear data based on an integral experiment and developed a procedure for optimizing integral experiments for particular applications. This paper also discusses the expansion of a global optimization software package, Gnowee, to optimize the design of the Flexible Neutron Source (FNS) at the University of Tennessee Knoxville, in combination with MCNP, for the purpose of reducing uncertainties from nuclear data on applications’ parameters of interest. The optimization process considered various isotopes and reactions, and the final design reduced the number of sodium plates almost to the minimum allowed while using a combination of fuel plates and empty spaces. The final design is predicted to be able to reduce the cross section induced uncertainty on a generic sodium fast reactor by 15–20 % on the k-eigenvalue.

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利用积分实验对数据诱导的不确定性减少进行预测和遗传算法优化
本文验证了根据积分实验调整核数据预测目标应用系统中相关参数不确定性减少的方法,并开发了针对特定应用优化积分实验的程序。本文还讨论了对全局优化软件包 Gnowee 的扩展,以优化田纳西大学诺克斯维尔分校柔性中子源 (FNS) 的设计,并与 MCNP 结合使用,目的是减少核数据对应用相关参数的不确定性。优化过程考虑了各种同位素和反应,最终设计将钠板的数量几乎减少到允许的最小值,同时使用燃料板和空位的组合。据预测,最终设计能够将一般钠快堆的截面诱导不确定性在 k 特征值上减少 15-20%。
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来源期刊
Nuclear Engineering and Design
Nuclear Engineering and Design 工程技术-核科学技术
CiteScore
3.40
自引率
11.80%
发文量
377
审稿时长
5 months
期刊介绍: Nuclear Engineering and Design covers the wide range of disciplines involved in the engineering, design, safety and construction of nuclear fission reactors. The Editors welcome papers both on applied and innovative aspects and developments in nuclear science and technology. Fundamentals of Reactor Design include: • Thermal-Hydraulics and Core Physics • Safety Analysis, Risk Assessment (PSA) • Structural and Mechanical Engineering • Materials Science • Fuel Behavior and Design • Structural Plant Design • Engineering of Reactor Components • Experiments Aspects beyond fundamentals of Reactor Design covered: • Accident Mitigation Measures • Reactor Control Systems • Licensing Issues • Safeguard Engineering • Economy of Plants • Reprocessing / Waste Disposal • Applications of Nuclear Energy • Maintenance • Decommissioning Papers on new reactor ideas and developments (Generation IV reactors) such as inherently safe modular HTRs, High Performance LWRs/HWRs and LMFBs/GFR will be considered; Actinide Burners, Accelerator Driven Systems, Energy Amplifiers and other special designs of power and research reactors and their applications are also encouraged.
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