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Title: Discrimination of Anthropogenic Events and Tectonic Earthquakes in Utah Using a Quadratic Discriminant Function Approach with Local Distance Amplitude Ratios

Journal Article · · Bulletin of the Seismological Society of America
DOI:https://doi.org/10.1785/0120180024· OSTI ID:1467002
 [1];  [2];  [2];  [1]
  1. Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)
  2. Univ. of Utah, Salt Lake City, UT (United States). Dept. of Geology and Geophysics

Most of the commonly used seismic discrimination approaches are designed for teleseismic and regional data. To monitor for the smallest events, some of these discriminants have been adapted for local distances (< 200 km), with mixed level of success. For this, we take advantage of the variety of seismic sources, including nontraditionally studied anthropogenic sources and the existence of a dense regional seismic network in the Utah region to evaluate amplitude ratio seismic discrimination at local distances. First, we explored phase-amplitude Pg-to-Sg ratios for multiple frequency bands to classify events in a dataset that comprises populations of single-shot surface explosions, shallow and deep ripple-fired mining blasts, mining-induced events (MIEs), and tectonic earthquakes. We achieved a success rate of about 59%–83%. Then, for the same dataset, we combined the Pg-to-Sg phase-amplitude ratios with Sg-to-Rg spectral amplitude ratios in a multivariate quadratic discriminant function (QDF) approach. For two-category pairwise classification, seven of ten population pairs show misclassification rates of about 20% or less, with five pairs showing rates of about 10% or less. The approach performs best for the pair involving the populations of single-shot explosions and MIEs. By combining both Pg-to-Sg and Rg-to-Sg ratios in the multivariate QDFs, we are able to achieve an average improvement of about 4%–14% in misclassification rates compared with Pg-to-Sg ratios alone. When all five event populations are considered simultaneously, as expected, the potential for misclassification increases, and our QDF approach using both Pg-to-Sg and Rg-to-Sg ratios achieves an average success rate of about 74% compared with the rate of about 86% for two-category pairwise classification.

Research Organization:
Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)
Sponsoring Organization:
USDOE National Nuclear Security Administration (NNSA); Air Force Research Laboratory (AFRL)
Grant/Contract Number:
AC04-94AL85000; NA0003525; FA9453-17-C-0022
OSTI ID:
1467002
Report Number(s):
SAND-2018-0413J; 659949
Journal Information:
Bulletin of the Seismological Society of America, Vol. 108, Issue 5A; ISSN 0037-1106
Publisher:
Seismological Society of AmericaCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 7 works
Citation information provided by
Web of Science

References (14)

Forensic Seismology and the Comprehensive Nuclear-Test-Ban Treaty journal May 2009
Source Spectral Modeling of Regional P/S Discriminants at Nuclear Test Sites in China and the Former Soviet Union journal December 2006
Constraints on seismic velocities in the Earth from traveltimes journal July 1995
Evaluation of a Seismic Event, 12 May 2010, in North Korea journal December 2016
Discrimination of earthquakes and explosions in the eastern United States using regional high-frequency data journal July 1993
Magnitude-based discrimination of man-made seismic events from naturally occurring earthquakes in Utah, USA: DISCRIMINATION OF MAN-MADE SEISMICITY journal October 2016
Using P / S Amplitude Ratios for Seismic Discrimination at Local Distances journal July 2016
Massive landslide at Utah copper mine generates wealth of geophysical data journal January 2014
Multivariate autoregressive representation of seismic P-wave signals with application to short-period discrimination journal June 1978
Characterization of mining explosions at regional distances: Implications with the International Monitoring System journal January 2002
Analysis of high-frequency Pg/Lg ratios from NTS explosions and western U.S. earthquakes journal August 1996
Enhanced Seismic Source Discrimination Using Noress Recordings From Eurasian Events journal January 1993
A Catalog of Regional Moment Tensors in Utah from 1998 to 2011 journal September 2012
Developing Local to Near-Regional Explosion and Earthquake Discriminants journal February 2009

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