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

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-09-10 DOI:10.1016/j.nucengdes.2024.113570
Alexander Amedeo DePillis, Sandra Bogetic, Vladimir Sobes
{"title":"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","authors":"Alexander Amedeo DePillis,&nbsp;Sandra Bogetic,&nbsp;Vladimir Sobes","doi":"10.1016/j.nucengdes.2024.113570","DOIUrl":null,"url":null,"abstract":"<div><p>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.</p></div>","PeriodicalId":1,"journal":{"name":"Accounts of Chemical Research","volume":null,"pages":null},"PeriodicalIF":16.4000,"publicationDate":"2024-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Prediction of and genetic algorithm optimization on data induced uncertainty reduction with the use of an integral experiment\",\"authors\":\"Alexander Amedeo DePillis,&nbsp;Sandra Bogetic,&nbsp;Vladimir Sobes\",\"doi\":\"10.1016/j.nucengdes.2024.113570\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>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.</p></div>\",\"PeriodicalId\":1,\"journal\":{\"name\":\"Accounts of Chemical Research\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":16.4000,\"publicationDate\":\"2024-09-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Accounts of Chemical Research\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0029549324006708\",\"RegionNum\":1,\"RegionCategory\":\"化学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"CHEMISTRY, MULTIDISCIPLINARY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Accounts of Chemical Research","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0029549324006708","RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CHEMISTRY, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0

摘要

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%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Prediction of and genetic algorithm optimization on data induced uncertainty reduction with the use of an integral experiment

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.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
期刊最新文献
Intentions to move abroad among medical students: a cross-sectional study to investigate determinants and opinions. Analysis of Medical Rehabilitation Needs of 2023 Kahramanmaraş Earthquake Victims: Adıyaman Example. Efficacy of whole body vibration on fascicle length and joint angle in children with hemiplegic cerebral palsy. The change process questionnaire (CPQ): A psychometric validation. Prevalence and predictors of hand hygiene compliance in clinical, surgical and intensive care unit wards: results of a second cross-sectional study at the Umberto I teaching hospital of Rome.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1