{"title":"From abstraction to design: Interpretable tree-based machine learning for stable thermoacoustic system layout","authors":"Maria Kuznetsova, Abdulla Ghani","doi":"10.1016/j.proci.2024.105349","DOIUrl":null,"url":null,"abstract":"Thermoacoustic instabilities are a long-standing problem. Both academia and industry researched intensively this problem, but even today, no guidelines (or design rules) exist to layout a stable combustor. It is often unclear how the system parameters, individually, and in combination, contribute to the thermoacoustic stability. Knowing these relationships would provide useful insight into the problem domain and accelerate the design process.","PeriodicalId":408,"journal":{"name":"Proceedings of the Combustion Institute","volume":null,"pages":null},"PeriodicalIF":5.3000,"publicationDate":"2024-07-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the Combustion Institute","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1016/j.proci.2024.105349","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENERGY & FUELS","Score":null,"Total":0}
引用次数: 0
Abstract
Thermoacoustic instabilities are a long-standing problem. Both academia and industry researched intensively this problem, but even today, no guidelines (or design rules) exist to layout a stable combustor. It is often unclear how the system parameters, individually, and in combination, contribute to the thermoacoustic stability. Knowing these relationships would provide useful insight into the problem domain and accelerate the design process.
期刊介绍：
The Proceedings of the Combustion Institute contains forefront contributions in fundamentals and applications of combustion science. For more than 50 years, the Combustion Institute has served as the peak international society for dissemination of scientific and technical research in the combustion field. In addition to author submissions, the Proceedings of the Combustion Institute includes the Institute''s prestigious invited strategic and topical reviews that represent indispensable resources for emergent research in the field. All papers are subjected to rigorous peer review.
Research papers and invited topical reviews; Reaction Kinetics; Soot, PAH, and other large molecules; Diagnostics; Laminar Flames; Turbulent Flames; Heterogeneous Combustion; Spray and Droplet Combustion; Detonations, Explosions & Supersonic Combustion; Fire Research; Stationary Combustion Systems; IC Engine and Gas Turbine Combustion; New Technology Concepts
The electronic version of Proceedings of the Combustion Institute contains supplemental material such as reaction mechanisms, illustrating movies, and other data.
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