Simultaneous Denoising and Interpolation of Seismic Data via the Deep Learning Method-中国Betway体育网页登陆

摘要 Utilizingdatafromcontrolledseismicsourcestoimagethesubsurfacestructuresandinvertthephysicalpropertiesofthesubsurfacemediaisamajoreffortinexplorationgeophysics.Denseseismicrecordswithhighsignal-to-noiseratio(SNR)andhighfidelityhelpsinproducinghighqualityimagingresults.Therefore,seismicdatadenoisingandmissingtracesreconstructionaresignificantforseismicdataprocessing.Traditionaldenoisingandinterpolationmethodsrarelyoccasionedrelyonnoiselevelestimations,thusrequiringheavymanualworktodealwithrecordsandtheselectionofoptimalparameters.Weproposeasimultaneousdenoisingandinterpolationmethodbasedondeeplearning.Fornoisyrecordswithmissingtraces,weadoptaniterativealternatingoptimizationstrategyandseparatetheobjectivefunctionofthedatarestoringproblemintotwosub-problems.Theseismicrecordscanbereconstructedbysolvingaleast-squareproblemandapplyingasetofpre-traineddenoisingmodelsalternativelyanditeratively.Wedemonstratethismethodwithsyntheticandfielddata.

1Tang Gang;Ma Jian-Wei;Yang Hui-Zhu.Seismic data denoising based on learning-type overcomplete dictionaries.地球物理学,2012-01.
2Wang Runqiu Li Qing hang Ming.Application of multi-scaled morphology in denoising seismic data.地球物理学,2008-03.
3.A　Method　of　Improving　Seismic　Data　Resolution：Comprehensive　Inversion　of　Well　logging　and　Seismic　Data.地质学,1996-02.
4Xiaosan Zhu;Rui Gao;Qiusheng Li;Ye Guan;Zhanwu Lu;Haiyan Wang.Static Corrections Methods in the Processing of Deep Reflection Seismic Data.地质学,2014-02.
5WeiYan Yang Zhanjun.The application of combined gravity and seismic data formation separation for revealing deep structure.地球物理学,2006-04.
6Zheng Kou,Yi-Fan Huang,Ao Shen,Saeed Kosari,Xiang-Rong Liu,Xiao-Li Qiang.Prediction of pandemic risk for animal-origin coronavirus using a deep learning method.医药卫生,2021-11.
7Gong Maosheng;Sun Jing;Xie Lili.Identification of model structure parameters via combination of AFMM and ARX from seismic response data.地震学,2014-03.
8Tao Zhang;Xianguo Zhang;Chengyan Lin;Jingfeng Yu;Shouxiu Zhang.Seismic Sedimentology Interpretation Method of Meandering Fluvial Reservoir： From Model to Real Data.地质学,2015-04.
9宋维琪;孙山.Magnetotelluric data inversion with seismic data constraint.地震学,2005-06.
10蔡守峰;张树功.THE ALGEBRAIC METHOD OF RATIONAL INTERPOLATION.基础数学,2005-04.

Simultaneous Denoising and Interpolation of Seismic Data via the Deep Learning Method

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