{"title":"A Review of the Bayesian Method in Nuclear Fusion Diagnostic Research","authors":"Cong Wang, Jing Li, Yixiong Wei, Zhijun Wang, Renjie Yang, Dong Li, Zongyu Yang, Zhifeng Zhao","doi":"10.1007/s10894-024-00404-z","DOIUrl":null,"url":null,"abstract":"<div><p>We provide a comprehensive review of the applications of the Bayesian method across various fusion devices. The progression and widespread adoption of the Bayesian method are evident in the field. Our focus is primarily on Bayesian probability theory and Gaussian process regression, aiming to offer clear definitions for each term in the formula. To facilitate understanding, we categorize the works based on the specific fusion device, enabling readers to assess the current state of development for the Bayesian method within each device. The numerous successful applications of the Bayesian method in analyzing diagnostic data from European devices underscore its significant potential and advantages.</p></div>","PeriodicalId":634,"journal":{"name":"Journal of Fusion Energy","volume":"43 1","pages":""},"PeriodicalIF":1.9000,"publicationDate":"2024-05-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Fusion Energy","FirstCategoryId":"5","ListUrlMain":"https://link.springer.com/article/10.1007/s10894-024-00404-z","RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"NUCLEAR SCIENCE & TECHNOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
We provide a comprehensive review of the applications of the Bayesian method across various fusion devices. The progression and widespread adoption of the Bayesian method are evident in the field. Our focus is primarily on Bayesian probability theory and Gaussian process regression, aiming to offer clear definitions for each term in the formula. To facilitate understanding, we categorize the works based on the specific fusion device, enabling readers to assess the current state of development for the Bayesian method within each device. The numerous successful applications of the Bayesian method in analyzing diagnostic data from European devices underscore its significant potential and advantages.
期刊介绍：
The Journal of Fusion Energy features original research contributions and review papers examining and the development and enhancing the knowledge base of thermonuclear fusion as a potential power source. It is designed to serve as a journal of record for the publication of original research results in fundamental and applied physics, applied science and technological development. The journal publishes qualified papers based on peer reviews.
This journal also provides a forum for discussing broader policies and strategies that have played, and will continue to play, a crucial role in fusion programs. In keeping with this theme, readers will find articles covering an array of important matters concerning strategy and program direction.
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