GLAD-M35: A joint P and S global tomographic model with uncertainty quantification

IF 2.8 3区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Geophysical Journal International Pub Date : 2024-08-01 DOI:10.1093/gji/ggae270
Congyue Cui, Wenjie Lei, Qiancheng Liu, Daniel Peter, Ebru Bozdağ, Jeroen Tromp, Judith Hill, Norbert Podhorszki, David Pugmire
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Abstract

Summary We present our third and final generation joint P and S global adjoint tomography (GLAD) model, GLAD-M35, and quantify its uncertainty based on a low-rank approximation of the inverse Hessian. Starting from our second-generation model, GLAD-M25, we added 680 new earthquakes to the database for a total of 2,160 events. New P-wave categories are included to compensate for the imbalance between P- and S-wave measurements, and we enhanced the window selection algorithm to include more major-arc phases, providing better constraints on the structure of the deep mantle and more than doubling the number of measurement windows to 40 million. Two stages of a Broyden-Fletcher-Goldfarb-Shanno (BFGS) quasi-Newton inversion were performed, each comprising five iterations. With this BFGS update history, we determine the model’s standard deviation and resolution length through randomized singular value decomposition.
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GLAD-M35:带有不确定性量化的 P 和 S 联合全球层析成像模型
摘要 我们介绍了第三代也是最后一代 P 和 S 联合全球邻接层析成像(GLAD)模型 GLAD-M35,并根据逆赫西方的低秩近似值对其不确定性进行了量化。从第二代模型 GLAD-M25 开始,我们在数据库中新增了 680 次地震,共计 2,160 次地震。我们增加了新的 P 波类别,以弥补 P 波和 S 波测量之间的不平衡。我们还增强了窗口选择算法,以包括更多的主弧相,从而为深地幔结构提供更好的约束,并将测量窗口数量增加了一倍多,达到 4000 万个。进行了两个阶段的布洛伊登-弗莱彻-戈德法布-山诺(BFGS)准牛顿反演,每个阶段包括五次迭代。根据 BFGS 更新历史,我们通过随机奇异值分解确定了模型的标准偏差和分辨率长度。
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来源期刊
Geophysical Journal International
Geophysical Journal International 地学-地球化学与地球物理
CiteScore
5.40
自引率
10.70%
发文量
436
审稿时长
3.3 months
期刊介绍: Geophysical Journal International publishes top quality research papers, express letters, invited review papers and book reviews on all aspects of theoretical, computational, applied and observational geophysics.
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