E. Wes Bethel, Vianna Cramer, Alexander del Rio, Lothar Narins, Chris Pestano, Satvik Verma, Erick Arias, Nicola Bertelli, Talita Perciano, Syun'ichi Shiraiwa, Álvaro Sánchez Villar, Greg Wallace, John C. Wright
{"title":"Case Study: Leveraging GenAI to Build AI-based Surrogates and Regressors for Modeling Radio Frequency Heating in Fusion Energy Science","authors":"E. Wes Bethel, Vianna Cramer, Alexander del Rio, Lothar Narins, Chris Pestano, Satvik Verma, Erick Arias, Nicola Bertelli, Talita Perciano, Syun'ichi Shiraiwa, Álvaro Sánchez Villar, Greg Wallace, John C. Wright","doi":"arxiv-2409.06122","DOIUrl":null,"url":null,"abstract":"This work presents a detailed case study on using Generative AI (GenAI) to\ndevelop AI surrogates for simulation models in fusion energy research. The\nscope includes the methodology, implementation, and results of using GenAI to\nassist in model development and optimization, comparing these results with\nprevious manually developed models.","PeriodicalId":501479,"journal":{"name":"arXiv - CS - Artificial Intelligence","volume":"5 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - CS - Artificial Intelligence","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.06122","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
This work presents a detailed case study on using Generative AI (GenAI) to
develop AI surrogates for simulation models in fusion energy research. The
scope includes the methodology, implementation, and results of using GenAI to
assist in model development and optimization, comparing these results with
previous manually developed models.