{"title":"Bi-level regularization via iterative mesh refinement for aeroacoustics","authors":"Christian Aarset, Tram Thi Ngoc Nguyen","doi":"arxiv-2409.06854","DOIUrl":null,"url":null,"abstract":"In this work, we illustrate the connection between adaptive mesh refinement\nfor finite element discretized PDEs and the recently developed \\emph{bi-level\nregularization algorithm}. By adaptive mesh refinement according to data noise,\nregularization effect and convergence are immediate consequences. We moreover\ndemonstrate its numerical advantages to the classical Landweber algorithm in\nterm of time and reconstruction quality for the example of the Helmholtz\nequation in an aeroacoustic setting.","PeriodicalId":501286,"journal":{"name":"arXiv - MATH - Optimization and Control","volume":null,"pages":null},"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 - MATH - Optimization and Control","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.06854","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
In this work, we illustrate the connection between adaptive mesh refinement
for finite element discretized PDEs and the recently developed \emph{bi-level
regularization algorithm}. By adaptive mesh refinement according to data noise,
regularization effect and convergence are immediate consequences. We moreover
demonstrate its numerical advantages to the classical Landweber algorithm in
term of time and reconstruction quality for the example of the Helmholtz
equation in an aeroacoustic setting.