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Title: Global adjoint tomography: first-generation model

Abstract

We present the first-generation global tomographic model constructed based on adjoint tomography, an iterative full-waveform inversion technique. Synthetic seismograms were calculated using GPU-accelerated spectral-element simulations of global seismic wave propagation, accommodating effects due to 3-D anelastic crust & mantle structure, topography & bathymetry, the ocean load, ellipticity, rotation, and self-gravitation. Fréchet derivatives were calculated in 3-D anelastic models based on an adjoint-state method. The simulations were performed on the Cray XK7 named ‘Titan’, a computer with 18 688 GPU accelerators housed at Oak Ridge National Laboratory. The transversely isotropic global model is the result of 15 tomographic iterations, which systematically reduced differences between observed and simulated three-component seismograms. Our starting model combined 3-D mantle model S362ANI with 3-D crustal model Crust2.0. We simultaneously inverted for structure in the crust and mantle, thereby eliminating the need for widely used ‘crustal corrections’. We used data from 253 earthquakes in the magnitude range 5.8 ≤ Mw ≤ 7.0. We started inversions by combining ~30 s body-wave data with ~60 s surface-wave data. The shortest period of the surface waves was gradually decreased, and in the last three iterations we combined ~17 s body waves with ~45 s surface waves. We started using 180more » min long seismograms after the 12th iteration and assimilated minor- and major-arc body and surface waves. The 15th iteration model features enhancements of well-known slabs, an enhanced image of the Samoa/Tahiti plume, as well as various other plumes and hotspots, such as Caroline, Galapagos, Yellowstone and Erebus. Furthermore, we see clear improvements in slab resolution along the Hellenic and Japan Arcs, as well as subduction along the East of Scotia Plate, which does not exist in the starting model. Point-spread function tests demonstrate that we are approaching the resolution of continental-scale studies in some areas, for example, underneath Yellowstone. Here, this is a consequence of our multiscale smoothing strategy in which we define our smoothing operator as a function of the approximate Hessian kernel, thereby smoothing gradients less wherever we have good ray coverage, such as underneath North America.« less

Authors:
 [1];  [2];  [3];  [4];  [5];  [6];  [6];  [6]
  1. Univ. of Nice Sophia Antipolis, Valbonne (France). Lab. Géoazur
  2. King Abdullah Univ. of Science and Technology (KAUST), Thuwal (Saudi Arabia). Extreme Computing Research Center
  3. Princeton Univ., Princeton, NJ (United States). Dept. of Geosciences
  4. Aix-Marseille Univ., Marseille (France). LMA, CNSRS UPR
  5. Princeton Univ., Princeton, NJ (United States). Dept. of Geosciences and Program in Applied and Computational Mathematics
  6. Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States).
Publication Date:
Research Org.:
Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States). Oak Ridge Leadership Computing Facility (OLCF)
Sponsoring Org.:
DOE Office of Science (SC)
OSTI Identifier:
1337854
Grant/Contract Number:  
AC05-00OR22725
Resource Type:
Accepted Manuscript
Journal Name:
Geophysical Journal International
Additional Journal Information:
Journal Volume: 207; Journal Issue: 3; Journal ID: ISSN 0956-540X
Publisher:
Oxford University Press
Country of Publication:
United States
Language:
English
Subject:
58 GEOSCIENCES; body waves; surface waves and free oscillations; seismic anisotropy; seismic tomography; computational seismology; wave propagation; waveform inversion

Citation Formats

Bozdağ, Ebru, Peter, Daniel, Lefebvre, Matthieu, Komatitsch, Dimitri, Tromp, Jeroen, Hill, Judith, Podhorszki, Norbert, and Pugmire, David. Global adjoint tomography: first-generation model. United States: N. p., 2016. Web. doi:10.1093/gji/ggw356.
Bozdağ, Ebru, Peter, Daniel, Lefebvre, Matthieu, Komatitsch, Dimitri, Tromp, Jeroen, Hill, Judith, Podhorszki, Norbert, & Pugmire, David. Global adjoint tomography: first-generation model. United States. https://doi.org/10.1093/gji/ggw356
Bozdağ, Ebru, Peter, Daniel, Lefebvre, Matthieu, Komatitsch, Dimitri, Tromp, Jeroen, Hill, Judith, Podhorszki, Norbert, and Pugmire, David. Sun . "Global adjoint tomography: first-generation model". United States. https://doi.org/10.1093/gji/ggw356. https://www.osti.gov/servlets/purl/1337854.
@article{osti_1337854,
title = {Global adjoint tomography: first-generation model},
author = {Bozdağ, Ebru and Peter, Daniel and Lefebvre, Matthieu and Komatitsch, Dimitri and Tromp, Jeroen and Hill, Judith and Podhorszki, Norbert and Pugmire, David},
abstractNote = {We present the first-generation global tomographic model constructed based on adjoint tomography, an iterative full-waveform inversion technique. Synthetic seismograms were calculated using GPU-accelerated spectral-element simulations of global seismic wave propagation, accommodating effects due to 3-D anelastic crust & mantle structure, topography & bathymetry, the ocean load, ellipticity, rotation, and self-gravitation. Fréchet derivatives were calculated in 3-D anelastic models based on an adjoint-state method. The simulations were performed on the Cray XK7 named ‘Titan’, a computer with 18 688 GPU accelerators housed at Oak Ridge National Laboratory. The transversely isotropic global model is the result of 15 tomographic iterations, which systematically reduced differences between observed and simulated three-component seismograms. Our starting model combined 3-D mantle model S362ANI with 3-D crustal model Crust2.0. We simultaneously inverted for structure in the crust and mantle, thereby eliminating the need for widely used ‘crustal corrections’. We used data from 253 earthquakes in the magnitude range 5.8 ≤ Mw ≤ 7.0. We started inversions by combining ~30 s body-wave data with ~60 s surface-wave data. The shortest period of the surface waves was gradually decreased, and in the last three iterations we combined ~17 s body waves with ~45 s surface waves. We started using 180 min long seismograms after the 12th iteration and assimilated minor- and major-arc body and surface waves. The 15th iteration model features enhancements of well-known slabs, an enhanced image of the Samoa/Tahiti plume, as well as various other plumes and hotspots, such as Caroline, Galapagos, Yellowstone and Erebus. Furthermore, we see clear improvements in slab resolution along the Hellenic and Japan Arcs, as well as subduction along the East of Scotia Plate, which does not exist in the starting model. Point-spread function tests demonstrate that we are approaching the resolution of continental-scale studies in some areas, for example, underneath Yellowstone. Here, this is a consequence of our multiscale smoothing strategy in which we define our smoothing operator as a function of the approximate Hessian kernel, thereby smoothing gradients less wherever we have good ray coverage, such as underneath North America.},
doi = {10.1093/gji/ggw356},
journal = {Geophysical Journal International},
number = 3,
volume = 207,
place = {United States},
year = {Sun Oct 02 00:00:00 EDT 2016},
month = {Sun Oct 02 00:00:00 EDT 2016}
}

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Works referenced in this record:

Automated multimode inversion of surface and S waveforms
journal, September 2005


A simple method for improving crustal corrections in waveform tomography: Crustal corrections in waveform tomography
journal, April 2010


Viscosity jump in Earths mid-mantle
journal, December 2015


Fréchet kernels for finite-frequency traveltimes-I. Theory
journal, April 2000


Anelastic sensitivity kernels with parsimonious storage for adjoint tomography and full waveform inversion
journal, June 2016

  • Komatitsch, Dimitri; Xie, Zhinan; Bozdağ, Ebru
  • Geophysical Journal International, Vol. 206, Issue 3
  • DOI: 10.1093/gji/ggw224

Multiscale full waveform inversion
journal, April 2013

  • Fichtner, Andreas; Trampert, Jeannot; Cupillard, Paul
  • Geophysical Journal International, Vol. 194, Issue 1
  • DOI: 10.1093/gji/ggt118

The adjoint method in seismology
journal, August 2006

  • Fichtner, A.; Bunge, H. -P.; Igel, H.
  • Physics of the Earth and Planetary Interiors, Vol. 157, Issue 1-2
  • DOI: 10.1016/j.pepi.2006.03.016

Importance of crustal corrections in the development of a new global model of radial anisotropy
journal, January 2010

  • Panning, M. P.; Lekić, V.; Romanowicz, B. A.
  • Journal of Geophysical Research, Vol. 115, Issue B12
  • DOI: 10.1029/2010JB007520

The adjoint method in seismology—
journal, August 2006

  • Fichtner, A.; Bunge, H. -P.; Igel, H.
  • Physics of the Earth and Planetary Interiors, Vol. 157, Issue 1-2
  • DOI: 10.1016/j.pepi.2006.03.018

Long-period body wave traveltimes through the crust: implication for crustal corrections and seismic tomography
journal, November 2009


Model Estimations Biased by Truncated Expansions: Possible Artifacts in Seismic Tomography
journal, March 1996


Global anisotropic phase velocity maps for fundamental mode surface waves between 40 and 150 s
journal, July 2003


Monte-Carlo inversion for a global shear-velocity model of the crust and upper mantle
journal, October 2002


Adjoint Tomography of the Southern California Crust
journal, August 2009


The Non-radial Oscillations of Polytropic Stars
journal, December 1941


Double-difference adjoint seismic tomography
journal, June 2016

  • Yuan, Yanhua O.; Simons, Frederik J.; Tromp, Jeroen
  • Geophysical Journal International, Vol. 206, Issue 3
  • DOI: 10.1093/gji/ggw233

Are we exceeding the limits of the Great Circle Approximation in global surface wave tomography?
journal, June 2001

  • Spetzler, Jesper; Trampert, Jeannot; Snieder, Roel
  • Geophysical Research Letters, Vol. 28, Issue 12
  • DOI: 10.1029/2000GL012691

Building starting models for full waveform inversion from wide-aperture data by stereotomography
journal, October 2012


Theoretical background for continental- and global-scale full-waveform inversion in the time-frequency domain
journal, November 2008


Assessment of global phase velocity models
journal, January 2001


Large‐Scale Seismic Inversion Framework
journal, June 2015

  • Krischer, Lion; Fichtner, Andreas; Zukauskaite, Saule
  • Seismological Research Letters, Vol. 86, Issue 4
  • DOI: 10.1785/0220140248

Effects of three-dimensional Earth structure on CMT earthquake parameters
journal, April 2010

  • Hjörleifsdóttir, Vala; Ekström, Göran
  • Physics of the Earth and Planetary Interiors, Vol. 179, Issue 3-4
  • DOI: 10.1016/j.pepi.2009.11.003

A parametric analysis of two-dimensional elastic full waveform inversion of teleseismic data for lithospheric imaging
journal, March 2013

  • Pageot, Damien; Operto, Stéphane; Vallée, Martin
  • Geophysical Journal International, Vol. 193, Issue 3
  • DOI: 10.1093/gji/ggs132

Three dimensional model of seismic velocity variation in the Earth's mantle
journal, February 1976


Multiscale adjoint waveform-difference tomography using wavelets
journal, May 2014


Anisotropic shear-wave velocity structure of the Earth's mantle: A global model
journal, January 2008

  • Kustowski, B.; Ekström, G.; Dziewoński, A. M.
  • Journal of Geophysical Research, Vol. 113, Issue B6
  • DOI: 10.1029/2007JB005169

Updating Quasi-Newton Matrices with Limited Storage
journal, July 1980

  • Nocedal, Jorge
  • Mathematics of Computation, Vol. 35, Issue 151
  • DOI: 10.2307/2006193

Near real-time simulations of global CMT earthquakes: Near real-time simulations of CMT earthquakes
journal, September 2010


Two‐dimensional nonlinear inversion of seismic waveforms: Numerical results
journal, July 1986

  • Gauthier, Odile; Virieux, Jean; Tarantola, Albert
  • GEOPHYSICS, Vol. 51, Issue 7
  • DOI: 10.1190/1.1442188

High Resolution Forward And Inverse Earthquake Modeling on Terascale Computers
conference, January 2003

  • Akcelik, Vokan; Tu, Tiankai; Urbanic, John
  • Proceedings of the 2003 ACM/IEEE conference on Supercomputing - SC '03
  • DOI: 10.1145/1048935.1050202

Three-dimensional seismic models of the Earth's mantle
journal, January 1995

  • Ritzwoller, Michael H.; Lavely, Eugene M.
  • Reviews of Geophysics, Vol. 33, Issue 1
  • DOI: 10.1029/94RG03020

Structure of the European upper mantle revealed by adjoint tomography
journal, June 2012

  • Zhu, Hejun; Bozdağ, Ebru; Peter, Daniel
  • Nature Geoscience, Vol. 5, Issue 7
  • DOI: 10.1038/ngeo1501

Forward and adjoint simulations of seismic wave propagation on fully unstructured hexahedral meshes: SPECFEM3D Version 2.0 ‘Sesame’
journal, May 2011


Global phase velocity maps of Love and Rayleigh waves between 40 and 150 seconds
journal, September 1995


Seismic imaging of complex onshore structures by 2D elastic frequency-domain full-waveform inversion
journal, November 2009

  • Brossier, Romain; Operto, Stéphane; Virieux, Jean
  • GEOPHYSICS, Vol. 74, Issue 6
  • DOI: 10.1190/1.3215771

A high-resolution P wave model for the top 1200 km of the mantle
journal, December 1996

  • Zhou, Hua-wei
  • Journal of Geophysical Research: Solid Earth, Vol. 101, Issue B12
  • DOI: 10.1029/96JB02487

Function minimization by conjugate gradients
journal, February 1964


Seismic waveform inversion best practices: regional, global and exploration test cases
journal, June 2016

  • Modrak, Ryan; Tromp, Jeroen
  • Geophysical Journal International, Vol. 206, Issue 3
  • DOI: 10.1093/gji/ggw202

On crustal corrections in surface wave tomography
journal, March 2008


New images of the Earth's upper mantle from measurements of surface wave phase velocity anomalies: SURFACE WAVE UPPER MANTLE TOMOGRAPHY
journal, April 2002

  • Boschi, Lapo; Ekström, Göran
  • Journal of Geophysical Research: Solid Earth, Vol. 107, Issue B4
  • DOI: 10.1029/2000JB000059

Broad plumes rooted at the base of the Earth's mantle beneath major hotspots
journal, September 2015


Complex Shear Wave Velocity Structure Imaged Beneath Africa and Iceland
journal, December 1999


Multiscale adjoint waveform tomography for surface and body waves
journal, September 2015

  • Yuan, Yanhua O.; Simons, Frederik J.; Bozdağ, Ebru
  • GEOPHYSICS, Vol. 80, Issue 5
  • DOI: 10.1190/geo2014-0461.1

Upper- and mid-mantle interaction between the Samoan plume and the Tonga–Kermadec slabs
journal, February 2016

  • Chang, Sung-Joon; Ferreira, Ana M. G.; Faccenda, Manuele
  • Nature Communications, Vol. 7, Issue 1
  • DOI: 10.1038/ncomms10799

Hello ADIOS: the challenges and lessons of developing leadership class I/O frameworks: HELLO ADIOS
journal, August 2013

  • Liu, Qing; Logan, Jeremy; Tian, Yuan
  • Concurrency and Computation: Practice and Experience, Vol. 26, Issue 7
  • DOI: 10.1002/cpe.3125

Spherical-spline parameterization of three-dimensional earth models
journal, November 1995

  • Wang, Zheng; Dahlen, F. A.
  • Geophysical Research Letters, Vol. 22, Issue 22
  • DOI: 10.1029/95GL03080

A comparison of tomographic and geodynamic mantle models: COMPARISON OF MANTLE MODELS
journal, January 2002

  • Becker, Thorsten W.; Boschi, Lapo
  • Geochemistry, Geophysics, Geosystems, Vol. 3, Issue 1
  • DOI: 10.1029/2001GC000168

SP12RTS: a degree-12 model of shear- and compressional-wave velocity for Earth's mantle
journal, December 2015

  • Koelemeijer, P.; Ritsema, J.; Deuss, A.
  • Geophysical Journal International, Vol. 204, Issue 2
  • DOI: 10.1093/gji/ggv481

Full seismic waveform tomography for upper-mantle structure in the Australasian region using adjoint methods
journal, December 2009

  • Fichtner, Andreas; Kennett, Brian L. N.; Igel, Heiner
  • Geophysical Journal International, Vol. 179, Issue 3, p. 1703-1725
  • DOI: 10.1111/j.1365-246X.2009.04368.x

An Adaptable Seismic Data Format
journal, August 2016

  • Krischer, Lion; Smith, James; Lei, Wenjie
  • Geophysical Journal International, Vol. 207, Issue 2
  • DOI: 10.1093/gji/ggw319

Mapping the upper mantle: Three-dimensional modeling of earth structure by inversion of seismic waveforms
journal, July 1984

  • Woodhouse, John H.; Dziewonski, Adam M.
  • Journal of Geophysical Research: Solid Earth, Vol. 89, Issue B7
  • DOI: 10.1029/JB089iB07p05953

Motion of the Scotia Sea plates
journal, December 2003


Seismic tomography of the southern California crust based on spectral-element and adjoint methods
journal, January 2010


Effects of crust and mantle heterogeneity on PP/P and SS/S amplitude ratios: PP/P AND SS/S AMPLITUDE RATIOS
journal, May 2002

  • Ritsema, Jeroen; Rivera, Luis A.; Komatitsch, Dimitri
  • Geophysical Research Letters, Vol. 29, Issue 10
  • DOI: 10.1029/2001GL013831

Misfit functions for full waveform inversion based on instantaneous phase and envelope measurements: Misfit functions for full waveform inversion
journal, March 2011


The Yellowstone hotspot
journal, July 1994

  • Smith, Robert B.; Braile, Lawrence W.
  • Journal of Volcanology and Geothermal Research, Vol. 61, Issue 3-4
  • DOI: 10.1016/0377-0273(94)90002-7

Coupling the spectral element method with a modal solution for elastic wave propagation in global earth models
journal, January 2003


Preliminary reference Earth model
journal, June 1981


Imaging mantle plumes with instantaneous phase measurements of diffracted waves: Imaging mantle plumes with diffracted waves
journal, May 2012


Determination of the three-dimensional seismic structure of the lithosphere
journal, January 1977

  • Aki, Keiiti; Christoffersson, Anders; Husebye, Eystein S.
  • Journal of Geophysical Research, Vol. 82, Issue 2
  • DOI: 10.1029/JB082i002p00277

Spectral-Element Moment Tensor Inversions for Earthquakes in Southern California
journal, October 2004

  • Liu, Q.
  • Bulletin of the Seismological Society of America, Vol. 94, Issue 5
  • DOI: 10.1785/012004038

Whole Earth tomography from delay times of P , PcP , and PKP phases: Lateral heterogeneities in the outer core or radial anisotropy in the mantle?
journal, June 2000

  • Boschi, Lapo; Dziewonski, Adam M.
  • Journal of Geophysical Research: Solid Earth, Vol. 105, Issue B6
  • DOI: 10.1029/2000JB900059

Spectral-element simulations of global seismic wave propagation-II. Three-dimensional models, oceans, rotation and self-gravitation
journal, July 2002


Shear and compressional velocity models of the mantle from cluster analysis of long-period waveforms
journal, July 2008


Global upper-mantle tomography with the automated multimode inversion of surface and S -wave forms
journal, May 2008


Joint seismic tomography for bulk sound and shear wave speed in the Earth's mantle
journal, June 1998

  • Kennett, B. L. N.; Widiyantoro, S.; van der Hilst, R. D.
  • Journal of Geophysical Research: Solid Earth, Vol. 103, Issue B6
  • DOI: 10.1029/98JB00150

Seismic monitoring in the oceans by autonomous floats
journal, August 2015

  • Sukhovich, Alexey; Bonnieux, Sébastien; Hello, Yann
  • Nature Communications, Vol. 6, Issue 1
  • DOI: 10.1038/ncomms9027

Subducting slabs: Jellyfishes in the Earth's mantle: SUBDUCTING SLABS
journal, August 2010

  • Loiselet, Christelle; Braun, Jean; Husson, Laurent
  • Geochemistry, Geophysics, Geosystems, Vol. 11, Issue 8
  • DOI: 10.1029/2010GC003172

Seismic attenuation beneath Europe and the North Atlantic: Implications for water in the mantle
journal, November 2013


Global radially anisotropic mantle structure from multiple datasets: A review, current challenges, and outlook
journal, March 2014


Spectral element modelling of three-dimensional wave propagation in a self-gravitating Earth with an arbitrarily stratified outer core
journal, July 2004


Non-linear global P -wave tomography by iterated linearized inversion
journal, April 2000


Linearized Inversion of Seismic Reflection Data*
journal, December 1984


A new global model for P wave speed variations in Earth's mantle
journal, May 2008

  • Li, Chang; van der Hilst, Robert D.; Engdahl, E. Robert
  • Geochemistry, Geophysics, Geosystems, Vol. 9, Issue 5
  • DOI: 10.1029/2007GC001806

Wave‐equation traveltime inversion
journal, May 1991


Seismic structure of the European upper mantle based on adjoint tomography
journal, February 2015

  • Zhu, Hejun; Bozdağ, Ebru; Tromp, Jeroen
  • Geophysical Journal International, Vol. 201, Issue 1
  • DOI: 10.1093/gji/ggu492

High-order finite-element seismic wave propagation modeling with MPI on a large GPU cluster
journal, October 2010

  • Komatitsch, Dimitri; Erlebacher, Gordon; Göddeke, Dominik
  • Journal of Computational Physics, Vol. 229, Issue 20
  • DOI: 10.1016/j.jcp.2010.06.024

Three-dimensional full waveform inversion of short-period teleseismic wavefields based upon the SEM–DSM hybrid method
journal, May 2015

  • Monteiller, Vadim; Chevrot, Sébastien; Komatitsch, Dimitri
  • Geophysical Journal International, Vol. 202, Issue 2
  • DOI: 10.1093/gji/ggv189

Evidence for deep mantle circulation from global tomography
journal, April 1997

  • van der Hilst, R. D.; Widiyantoro, S.; Engdahl, E. R.
  • Nature, Vol. 386, Issue 6625
  • DOI: 10.1038/386578a0

Surface waves and free oscillations in a regionalized earth model
journal, March 1982


Subduction of oceanic asthenosphere: Evidence from sub-slab seismic anisotropy: SUBDUCTION OF OCEANIC ASTHENOSPHERE
journal, September 2012

  • Song, Teh-Ru Alex; Kawakatsu, Hitoshi
  • Geophysical Research Letters, Vol. 39, Issue 17
  • DOI: 10.1029/2012GL052639

An anisotropic shear velocity model of the Earth's mantle using normal modes, body waves, surface waves and long-period waveforms
journal, October 2014

  • Moulik, P.; Ekström, G.
  • Geophysical Journal International, Vol. 199, Issue 3
  • DOI: 10.1093/gji/ggu356

Spectral-element simulations of global seismic wave propagation-I. Validation
journal, May 2002


The three-dimensional shear velocity structure of the mantle from the inversion of body, surface and higher-mode waveforms
journal, December 2000


Waveform Tomography Reveals Channeled Flow at the Base of the Oceanic Asthenosphere
journal, September 2013


Adjoint centroid-moment tensor inversions: Adjoint centroid-moment tensor inversions
journal, May 2011


ObsPy: a bridge for seismology into the scientific Python ecosystem
journal, January 2015


Misfit Criteria for Quantitative Comparison of Seismograms
journal, October 2006

  • Kristekova, M.; Kristek, J.; Moczo, P.
  • Bulletin of the Seismological Society of America, Vol. 96, Issue 5
  • DOI: 10.1785/0120060012

Resolution analysis in full waveform inversion: Resolution in full waveform inversion
journal, October 2011


Is the track of the Yellowstone hotspot driven by a deep mantle plume? — Review of volcanism, faulting, and uplift in light of new data
journal, November 2009


Second order homogenization of the elastic wave equation for non-periodic layered media
journal, August 2007


Three-dimensional sensitivity kernels for finite-frequency traveltimes: the banana-doughnut paradox
journal, June 1999


Solving elastodynamics in a fluid–solid heterogeneous sphere: a parallel spectral element approximation on non-conforming grids
journal, May 2003

  • Chaljub, Emmanuel; Capdeville, Yann; Vilotte, Jean-Pierre
  • Journal of Computational Physics, Vol. 187, Issue 2
  • DOI: 10.1016/S0021-9991(03)00119-0

Inversion of seismic reflection data in the acoustic approximation
journal, August 1984


Global upper-mantle structure from finite-frequency surface-wave tomography
journal, January 2006

  • Zhou, Ying; Nolet, Guust; Dahlen, F. A.
  • Journal of Geophysical Research, Vol. 111, Issue B4
  • DOI: 10.1029/2005JB003677

A formalism for nonlinear inversion of seismic surface waves
journal, January 1986

  • Nolet, Guust; van Trier, Jos; Huisman, Reina
  • Geophysical Research Letters, Vol. 13, Issue 1
  • DOI: 10.1029/GL013i001p00026

An automated time-window selection algorithm for seismic tomography
journal, July 2009


Pegasus, a workflow management system for science automation
journal, May 2015


Mapping the lower mantle: Determination of lateral heterogeneity in P velocity up to degree and order 6
journal, July 1984


Travel-time tomography of the European-Mediterranean mantle down to 1400 km
journal, August 1993

  • Spakman, Wim; van der Lee, Suzan; van der Hilst, Rob
  • Physics of the Earth and Planetary Interiors, Vol. 79, Issue 1-2
  • DOI: 10.1016/0031-9201(93)90142-V

Seismic waveform inversion in the frequency domain, Part 2: Fault delineation in sediments using crosshole data
journal, May 1999

  • Pratt, R. Gerhard; Shipp, Richard M.
  • GEOPHYSICS, Vol. 64, Issue 3
  • DOI: 10.1190/1.1444598

Measurements and global models of surface wave propagation
journal, April 1997

  • Ekström, Göran; Tromp, Jeroen; Larson, Erik W. F.
  • Journal of Geophysical Research: Solid Earth, Vol. 102, Issue B4
  • DOI: 10.1029/96JB03729

Three-dimensional sensitivity kernels for surface wave observables
journal, July 2004


Variational assimilation of meteorological observations with the adjoint vorticity equation. I: Theory
journal, October 1987

  • Talagrand, Olivier; Courtier, Philippe
  • Quarterly Journal of the Royal Meteorological Society, Vol. 113, Issue 478
  • DOI: 10.1256/smsqj.47811

Global mantle shear velocity model developed using nonlinear asymptotic coupling theory
journal, October 1996

  • Li, Xiang-Dong; Romanowicz, Barbara
  • Journal of Geophysical Research: Solid Earth, Vol. 101, Issue B10
  • DOI: 10.1029/96JB01306

Three-dimensional Frechet differential kernels for seismicdelay times
journal, June 2000


Finite-Frequency Tomography Reveals a Variety of Plumes in the Mantle
journal, January 2004


Generalized seismological data functionals
journal, November 1992


Finite-Frequency Kernels Based on Adjoint Methods
journal, December 2006

  • Liu, Q.; Tromp, J.
  • Bulletin of the Seismological Society of America, Vol. 96, Issue 6
  • DOI: 10.1785/0120060041

A global model of Love and Rayleigh surface wave dispersion and anisotropy, 25-250 s: Global dispersion model GDM52
journal, October 2011


Normal-mode constraints on the structure of the Earth
journal, September 1996

  • He, Xiong; Tromp, Jeroen
  • Journal of Geophysical Research: Solid Earth, Vol. 101, Issue B9
  • DOI: 10.1029/96JB01783

An overview of full-waveform inversion in exploration geophysics
journal, November 2009


Automating seismic waveform analysis for full 3-D waveform inversions
journal, April 2013

  • Lee, En-Jui; Chen, Po
  • Geophysical Journal International, Vol. 194, Issue 1
  • DOI: 10.1093/gji/ggt124

Whole-mantle radially anisotropic shear velocity structure from spectral-element waveform tomography
journal, September 2014

  • French, S. W.; Romanowicz, B. A.
  • Geophysical Journal International, Vol. 199, Issue 3
  • DOI: 10.1093/gji/ggu334

Petrological constraints on seismic anisotropy
journal, April 1989


On the robustness of global radially anisotropic surface wave tomography
journal, January 2010

  • Ferreira, A. M. G.; Woodhouse, J. H.; Visser, K.
  • Journal of Geophysical Research, Vol. 115, Issue B4
  • DOI: 10.1029/2009JB006716

Where Can Seismic Anisotropy Be Detected in the Earth’s Mantle? In Boundary Layers...
journal, January 1998


Models of the mantle shear velocity and discontinuities in the pattern of lateral heterogeneities
journal, June 2001

  • Gu, Yu J.; Dziewonski, Adam M.; Su, Weijia
  • Journal of Geophysical Research: Solid Earth, Vol. 106, Issue B6
  • DOI: 10.1029/2001JB000340

Theoretical background for the inversion of seismic waveforms including elasticity and attenuation
journal, March 1988

  • Tarantola, Albert
  • Pure and Applied Geophysics PAGEOPH, Vol. 128, Issue 1-2
  • DOI: 10.1007/BF01772605

Subduction-triggered magmatic pulses: A new class of plumes?
journal, October 2010

  • Faccenna, Claudio; Becker, Thorsten W.; Lallemand, Serge
  • Earth and Planetary Science Letters, Vol. 299, Issue 1-2
  • DOI: 10.1016/j.epsl.2010.08.012

Inferring upper-mantle structure by full waveform tomography with the spectral element method: SEM based global tomography
journal, March 2011


Strategies in Adjoint Tomography
book, January 2013


Global shear speed structure of the upper mantle and transition zone
journal, April 2013

  • Schaeffer, A. J.; Lebedev, S.
  • Geophysical Journal International, Vol. 194, Issue 1
  • DOI: 10.1093/gji/ggt095

Large-scale heterogeneities in the lower mantle
journal, January 1977

  • Dziewonski, Adam M.; Hager, Bradford H.; O'Connell, Richard J.
  • Journal of Geophysical Research, Vol. 82, Issue 2
  • DOI: 10.1029/JB082i002p00239

Fréchet kernels for body-wave amplitudes
journal, August 2002


Three-dimensional frequency-domain full-waveform inversion with an iterative solver
journal, November 2009


Works referencing / citing this record:

A Visual Survey of Global Slab Geometries With ShowEarthModel and Implications for a Three-Dimensional Subduction Paradigm
journal, June 2018

  • Jadamec, Margarete A.; Kreylos, Oliver; Chang, Benjamin
  • Earth and Space Science, Vol. 5, Issue 6
  • DOI: 10.1002/2017ea000349

Evaluating the Resolution of Deep Mantle Plumes in Teleseismic Traveltime Tomography: RESOLUTION OF DEEP MANTLE PLUMES
journal, January 2018

  • Maguire, Ross; Ritsema, Jeroen; Bonnin, Mickaël
  • Journal of Geophysical Research: Solid Earth, Vol. 123, Issue 1
  • DOI: 10.1002/2017jb014730

Variational Full-waveform Inversion
posted_content, January 2020


Scattering Radiation Pattern Atlas: What Anisotropic Elastic Properties Can Body Waves Resolve?
journal, March 2019

  • Kazei, Vladimir; Alkhalifah, Tariq
  • Journal of Geophysical Research: Solid Earth, Vol. 124, Issue 3
  • DOI: 10.1029/2018jb016687

Primitive Helium Is Sourced From Seismically Slow Regions in the Lowermost Mantle
journal, August 2019

  • Williams, C. D.; Mukhopadhyay, S.; Rudolph, M. L.
  • Geochemistry, Geophysics, Geosystems, Vol. 20, Issue 8
  • DOI: 10.1029/2019gc008437

Recent Advances and Challenges of Waveform‐Based Seismic Location Methods at Multiple Scales
journal, January 2020

  • Li, Lei; Tan, Jingqiang; Schwarz, Benjamin
  • Reviews of Geophysics, Vol. 58, Issue 1
  • DOI: 10.1029/2019rg000667

Imaging the Galápagos mantle plume with an unconventional application of floating seismometers
journal, February 2019


Seismic wavefield imaging of Earth’s interior across scales
journal, December 2019


Calculation of differential seismograms using analytic partial derivatives—II Regional waveforms
journal, October 2017

  • Hu, Shaoqian; Zhu, Lupei
  • Geophysical Journal International, Vol. 212, Issue 1
  • DOI: 10.1093/gji/ggx433

Refined crustal and uppermost mantle structure of southern California by ambient noise adjoint tomography
journal, July 2018

  • Wang, Kai; Yang, Yingjie; Basini, Piero
  • Geophysical Journal International, Vol. 215, Issue 2
  • DOI: 10.1093/gji/ggy312

Modular and flexible spectral-element waveform modelling in two and three dimensions
journal, November 2018

  • Afanasiev, Michael; Boehm, Christian; van Driel, Martin
  • Geophysical Journal International, Vol. 216, Issue 3
  • DOI: 10.1093/gji/ggy469

Square-root variable metric based elastic full-waveform inversion – Part 1: theory and validation
journal, May 2019

  • Liu, Qiancheng; Peter, Daniel; Tape, Carl
  • Geophysical Journal International, Vol. 218, Issue 2
  • DOI: 10.1093/gji/ggz188

Source encoding for adjoint tomography
journal, June 2019

  • Tromp, Jeroen; Bachmann, Etienne
  • Geophysical Journal International, Vol. 218, Issue 3
  • DOI: 10.1093/gji/ggz271

Balancing unevenly distributed data in seismic tomography: a global adjoint tomography example
journal, August 2019

  • Ruan, Youyi; Lei, Wenjie; Modrak, Ryan
  • Geophysical Journal International, Vol. 219, Issue 2
  • DOI: 10.1093/gji/ggz356

Global mantle structure from multifrequency tomography using P, PP and P-diffracted waves
journal, September 2019

  • Hosseini, Kasra; Sigloch, Karin; Tsekhmistrenko, Maria
  • Geophysical Journal International, Vol. 220, Issue 1
  • DOI: 10.1093/gji/ggz394

High-frequency seismic wave modelling of the deep Earth based on hybrid methods and spectral-element simulations: a conceptual study
journal, September 2019

  • Lin, Chuangxin; Monteiller, Vadim; Wang, Kai
  • Geophysical Journal International, Vol. 219, Issue 3
  • DOI: 10.1093/gji/ggz413

Double-difference measurements in global full-waveform inversions
journal, October 2019

  • Örsvuran, Rıdvan; Bozdağ, Ebru; Modrak, Ryan
  • Geophysical Journal International, Vol. 220, Issue 1
  • DOI: 10.1093/gji/ggz444

Optimal transport for mitigating cycle skipping in full-waveform inversion: A graph-space transform approach
journal, September 2018


Flexible high-performance multiphysics waveform modeling on unstructured spectral-element meshes
conference, August 2018

  • Afanasiev, Michael; Boehm, Christian; van Driel, Martin
  • SEG Technical Program Expanded Abstracts 2018
  • DOI: 10.1190/segam2018-2998264.1

Modular and flexible spectral-element waveformmodelling in two and three dimensions
text, January 2019


The Collaborative Seismic Earth Model: Generation 1
text, January 2018