{"title":"Wavelet Denoising-Based Deconvolution Algorithm for Radio Telescope Imaging","authors":"Marco A Marrufo, S. Kwon","doi":"10.1109/IGESSC55810.2022.9955333","DOIUrl":null,"url":null,"abstract":"In this work, wavelets are utilized to perform denoising alongside a deconvolution algorithm in solving the inverse problem in imaging for radio astronomy. In particular, the CLEAN algorithm is utilized to recover an image consisting of user-generated point sources. Wavelet denoising is then applied to both the dirty image before the CLEAN algorithm and to the deconvolved image after the CLEAN algorithm terminates. The results show a clear improvement of the reconstructed image utilizing wavelet denoising in both cases.","PeriodicalId":166147,"journal":{"name":"2022 IEEE Green Energy and Smart System Systems(IGESSC)","volume":"85 2 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 IEEE Green Energy and Smart System Systems(IGESSC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IGESSC55810.2022.9955333","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, wavelets are utilized to perform denoising alongside a deconvolution algorithm in solving the inverse problem in imaging for radio astronomy. In particular, the CLEAN algorithm is utilized to recover an image consisting of user-generated point sources. Wavelet denoising is then applied to both the dirty image before the CLEAN algorithm and to the deconvolved image after the CLEAN algorithm terminates. The results show a clear improvement of the reconstructed image utilizing wavelet denoising in both cases.