Published November 2018 | Version v1
Journal article

The quadratic Wasserstein metric for earthquake location

  • 1. Department of Mathematical Sciences, Tsinghua University, Beijing, 100084 (China)

Description

Highlights: • Apply the Wasserstein metric to the Earthquake location problem. • Derive a concise analytic expression of the Frèchet gradient. • Present numerical examples to show the performance of the method. In Engquist et al. (2016) [8], the Wasserstein metric was successfully introduced to the full waveform inversion. We apply this method to the earthquake location problem. For this problem, the seismic stations are far from each other. Thus, the trace by trace comparison (Yang et al. [47]) is a natural way to compare the earthquake signals. Under this framework, we have derived a concise analytic expression of the Frèchet gradient of the Wasserstein metric, which leads to a simple and efficient implementation of the adjoint method. We square and normalize the earthquake signals for comparison so that the convexity of the misfit function with respect to earthquake hypocenter and origin time can be realized and observed numerically. To reduce the impact of noise, which does not offset each other after the signals are squared, a new control parameter is introduced. Finally, the LMF (Levenberg–Marquardt–Fletcher) method is applied to solve the resulted optimization problem. According to the numerical experiments, only a few iterations are required to converge to the real earthquake hypocenter and origin time. Even for data with noise, we can obtain reasonable and convergent numerical results.

Availability note (English)

Available from http://dx.doi.org/10.1016/j.jcp.2018.06.066

Additional details

Identifiers

DOI
10.1016/j.jcp.2018.06.066;
PII
S0021999118304443;

Publishing Information

Journal Title
Journal of Computational Physics (Print)
Journal Volume
373
Journal Page Range
p. 188-209
ISSN
0021-9991
CODEN
JCTPAH

INIS

Country of Publication
Netherlands
Country of Input or Organization
International Atomic Energy Agency (IAEA)
INIS RN
52118817
Subject category
S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS;
Descriptors DEI
EARTHQUAKES; FUNCTIONS; HYPOCENTERS; IMPLEMENTATION; METRICS; NOISE; OPTIMIZATION; PERFORMANCE; SIGNALS; WAVE FORMS
Descriptors DEC
SEISMIC EVENTS

Optional Information

Copyright
Copyright (c) 2018 Elsevier Inc. All rights reserved.