A Taxonomy of Upper-Mantle Stratification in the US

被引:3
作者
Carr, Steve A. B. [1 ]
Olugboji, Tolulope [1 ,2 ,3 ]
机构
[1] Univ Rochester, Dept Earth & Environm Sci, Rochester, NY 14611 USA
[2] Univ Rochester, Georgen Inst Data Sci, Rochester, NY USA
[3] Univ Rochester, Dept Elect & Comp Engn, Rochester, NY USA
基金
美国国家科学基金会;
关键词
upper mantle; seismology; machine learning; time series analysis; body waves; seismic discontinuities; LITHOSPHERE-ASTHENOSPHERE BOUNDARY; RECEIVER FUNCTIONS; UNITED-STATES; DISCONTINUITIES BENEATH; LEHMANN DISCONTINUITY; TOMOGRAPHY; ANISOTROPY; WESTERN; STRATIGRAPHY; SIGNATURES;
D O I
10.1029/2024JB028781
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
The investigation of upper mantle structure beneath the US has revealed a growing diversity of discontinuities within, across, and underneath the sub-continental lithosphere. As the complexity and variability of these detected discontinuities increase-for example, velocity increase/decrease, number of layers and depth-it is hard to judge which constraints are robust and which explanatory models generalize to the largest set of constraints. Much work has been done to image discontinuities of interest using S-waves that convert to P-waves (or top-side reflected SS waves). A higher resolution method using P-to-S scattered waves is preferred but often obscured by multiply reflected waves trapped in a shallower layer, limiting the visibility of deeper boundaries. Here, we address the interference problem and re-evaluate upper mantle stratification using filtered P-to-S receiver functions (Ps-RFs) interpreted using unsupervised machine-learning. Robust insight into upper mantle layering is facilitated with CRISP-RF: Clean Receiver-Function Imaging using Sparse Radon Filters. Subsequent sequencing and clustering organizes the polarity-filtered Ps-RFs into distinct depth-based clusters. We find three types of upper mantle stratification beneath the old and stable continental US: (a) intra-lithosphere discontinuities (paired or single boundary), (b) transitional discontinuities (single boundary or with a top layer), and (c) sub-lithosphere discontinuities. Our findings contribute a more nuanced understanding of mantle discontinuities, offering new perspectives on the nature of upper mantle layering beneath continents. Early investigations of the mantle rocks in the US indicate intricate layering. However, uncertainties remain regarding the origins of these structures. Here, we re-examine mantle rock stratification using a fine-resolution approach. We use short waves that improve our ability to identify the depth of thin layers and sharp transitions in rock properties. Until now, these methods haven't been used due to interference with waves trapped in the near-surface layers. We address this problem with machine learning and the CRISP-RF (Clean Receiver Function Images Using Sparse Radon-Filters) method. CRISP-RF filters out the waves trapped in the crust and machine learning reveals spatially coherent patterns. Underneath the stable continents, we find evidence for different types of rock layering: (a) reflectors within cold stiff rocks (b) reflectors at depth ranges where the rocks become warmer and flow more readily, and (c) reflectors at depths farther down in the upper mantle. Our approach enables the test of hypotheses about the origins of upper mantle layering beneath continents. Upper mantle stratification is constrained using Clean Receiver-function Imaging using Sparse Radon Filters and machine learning Stratification is classified into intra-lithospheric, transitional and sub-lithospheric High-resolution constraints allow the evaluation of different causal models
引用
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页数:23
相关论文
共 83 条
[1]   North American lithospheric discontinuity structure imaged by Ps and Sp receiver functions [J].
Abt, David L. ;
Fischer, Karen M. ;
French, Scott W. ;
Ford, Heather A. ;
Yuan, Huaiyu ;
Romanowicz, Barbara .
JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH, 2010, 115
[2]  
Baron D., 2020, Extracting the main trend in a dataset: The sequencer algorithm
[3]   A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems [J].
Beck, Amir ;
Teboulle, Marc .
SIAM JOURNAL ON IMAGING SCIENCES, 2009, 2 (01) :183-202
[4]   Mantle stratigraphy and evolution of the Slave province [J].
Bostock, MG .
JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH, 1998, 103 (B9) :21183-21200
[5]   Anisotropic upper-mantle stratigraphy and architecture of the Slave craton [J].
Bostock, MG .
NATURE, 1997, 390 (6658) :392-395
[6]   Physical, chemical, and chronological characteristics of continental mantle [J].
Carlson, RW ;
Pearson, DG ;
James, DE .
REVIEWS OF GEOPHYSICS, 2005, 43 (01) :1-24
[7]   Lithospheric discontinuities beneath the US Midcontinent - signatures of Proterozoic terrane accretion and failed rifting [J].
Chen, Chen ;
Gilbert, Hersh ;
Fischer, Karen M. ;
Andronicos, Christopher L. ;
Pavlis, Gary L. ;
Hamburger, Michael W. ;
Marshak, Stephen ;
Larson, Timothy ;
Yang, Xiaotao .
EARTH AND PLANETARY SCIENCE LETTERS, 2018, 481 :223-235
[8]   The thermal structure of cratonic lithosphere from global Rayleigh wave attenuation [J].
Dalton, Colleen A. ;
Bao, Xueyang ;
Ma, Zhitu .
EARTH AND PLANETARY SCIENCE LETTERS, 2017, 457 :250-262
[9]   The nature of the Lehmann discontinuity from its seismological Clapeyron slopes [J].
Deuss, A ;
Woodhouse, JH .
EARTH AND PLANETARY SCIENCE LETTERS, 2004, 225 (3-4) :295-304
[10]   Global Observations of Mantle Discontinuities Using SS and PP Precursors [J].
Deuss, Arwen .
SURVEYS IN GEOPHYSICS, 2009, 30 (4-5) :301-326