Application of wavefield compressive sensing in surface wave tomography
- Creators
- Zhan, Zhongwen
- Li, Qingyang
- Huang, Jianping
Abstract
Dense arrays allow sampling of seismic wavefield without significant aliasing, and surface wave tomography has benefitted from exploiting wavefield coherence among neighbouring stations. However, explicit or implicit assumptions about wavefield, irregular station spacing and noise still limit the applicability and resolution of current surface wave methods. Here, we propose to apply the theory of compressive sensing (CS) to seek a sparse representation of the surface wavefield using a plane-wave basis. Then we reconstruct the continuous surface wavefield on a dense regular grid before applying any tomographic methods. Synthetic tests demonstrate that wavefield CS improves robustness and resolution of Helmholtz tomography and wavefield gradiometry, especially when traditional approaches have difficulties due to sub-Nyquist sampling or complexities in wavefield.
Additional Information
© 2018 The Author(s). Published by Oxford University Press on behalf of The Royal Astronomical Society. Accepted 2018 February 27. Received 2018 February 8; in original form 2017 October 17. Published: 15 March 2018. We thank Peter Gerstoft, Victor Tsai, Jack Muir and Mark Simons for helpful discussions. Carl Tape and another anonymous reviewer's comments help clarify the paper. ZZ is partly supported by the NSF 1722879. QL thanks the China Scholarship Council for sponsoring his study at California Institute of Technology. QL and JH are supported by NSFC (41274124), Chinese National 973 Project 2014CB239006 and Major National Oil and Gas Projects (2016ZX05014-001-008 and 2016ZX05002005-007). There are no real data involved in this study.Attached Files
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Additional details
- Eprint ID
- 87409
- Resolver ID
- CaltechAUTHORS:20180627-141429117
- NSF
- EAR-1722879
- China Scholarship Council
- National Natural Science Foundation of China
- 41274124
- Chinese National 973 Project
- 2014CB239006
- National Science and Technology Major Project
- 2016ZX05014-001-008
- National Science and Technology Major Project
- 2016ZX05002005-007
- Created
-
2018-06-27Created from EPrint's datestamp field
- Updated
-
2021-11-15Created from EPrint's last_modified field
- Caltech groups
- Seismological Laboratory, Division of Geological and Planetary Sciences