TY - JOUR
T1 - Structured regularization based velocity structure estimation in local earthquake tomography for the adaptation to velocity discontinuities
AU - Yamanaka, Yohta
AU - Kurata, Sumito
AU - Yano, Keisuke
AU - Komaki, Fumiyasu
AU - Shiina, Takahiro
AU - Kato, Aitaro
N1 - Funding Information:
We used data recorded on seismograph networks operated by the Japan Meteorological Agency and the National Research Institute for Earth Science and Disaster Resilience (Hi-net). GMT software package (Wessel and Smith 1998) and R (R Core Team 2020) were used for creating figures. We deeply thank the AE and two reviewers for their valuable comments and suggestions.
Funding Information:
YY conceptualized this study, supported by SK, KY, and FK. YY and SK carried out the analyses, and SK validated the results. SK drafted the manuscript, supported by KY and TS. TS and AK contributed to the implications of the results. FK and AK supervised this work. All authors read and approved the final manuscript.
Publisher Copyright:
© 2022, The Author(s).
PY - 2022/12
Y1 - 2022/12
N2 - We propose a local earthquake tomography method that applies a structured regularization technique to determine sharp changes in Earth’s seismic velocity structure using arrival time data of direct waves. Our approach focuses on the ability to better image two common features that are observed in Earth’s seismic velocity structure: sharp changes in velocities that correspond to material boundaries, such as the Conrad and Moho discontinuities; and gradual changes in velocity that are associated with pressure and temperature distributions in the crust and mantle. We employ different penalty terms in the vertical and horizontal directions to refine the earthquake tomography. We utilize a vertical-direction (depth) penalty that takes the form of the l1-sum of the l2-norms of the second-order differences of the horizontal units in the vertical direction. This penalty is intended to represent sharp velocity changes caused by discontinuities by creating a piecewise linear depth profile of seismic velocity. We set a horizontal-direction penalty term on the basis of the l2-norm to express gradual velocity tendencies in the horizontal direction, which has been often used in conventional tomography methods. We use a synthetic data set to demonstrate that our method provides significant improvements over velocity structures estimated using conventional methods by obtaining stable estimates of both steep and gradual changes in velocity. We also demonstrate that our proposed method is robust to variations in the amplitude of the velocity jump, the initial velocity model, and the number of observed arrival times, compared with conventional approaches, and verify the adaptability of the proposed method to dipping discontinuities. Furthermore, we apply our proposed method to real seismic data in central Japan and present the potential of our method for detecting velocity discontinuities using the observed arrival times from a small number of local earthquakes. Graphical Abstract: [Figure not available: see fulltext.].
AB - We propose a local earthquake tomography method that applies a structured regularization technique to determine sharp changes in Earth’s seismic velocity structure using arrival time data of direct waves. Our approach focuses on the ability to better image two common features that are observed in Earth’s seismic velocity structure: sharp changes in velocities that correspond to material boundaries, such as the Conrad and Moho discontinuities; and gradual changes in velocity that are associated with pressure and temperature distributions in the crust and mantle. We employ different penalty terms in the vertical and horizontal directions to refine the earthquake tomography. We utilize a vertical-direction (depth) penalty that takes the form of the l1-sum of the l2-norms of the second-order differences of the horizontal units in the vertical direction. This penalty is intended to represent sharp velocity changes caused by discontinuities by creating a piecewise linear depth profile of seismic velocity. We set a horizontal-direction penalty term on the basis of the l2-norm to express gradual velocity tendencies in the horizontal direction, which has been often used in conventional tomography methods. We use a synthetic data set to demonstrate that our method provides significant improvements over velocity structures estimated using conventional methods by obtaining stable estimates of both steep and gradual changes in velocity. We also demonstrate that our proposed method is robust to variations in the amplitude of the velocity jump, the initial velocity model, and the number of observed arrival times, compared with conventional approaches, and verify the adaptability of the proposed method to dipping discontinuities. Furthermore, we apply our proposed method to real seismic data in central Japan and present the potential of our method for detecting velocity discontinuities using the observed arrival times from a small number of local earthquakes. Graphical Abstract: [Figure not available: see fulltext.].
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U2 - 10.1186/s40623-022-01600-x
DO - 10.1186/s40623-022-01600-x
M3 - Article
AN - SCOPUS:85126744460
SN - 1343-8832
VL - 74
JO - Earth, Planets and Space
JF - Earth, Planets and Space
IS - 1
M1 - 43
ER -