False positives are common in single-station template matching

This is a Preprint and has not been peer reviewed. The published version of this Preprint is available: https://doi.org/10.26443/seismica.v2i2.385. This is version 1 of this Preprint.

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Authors

Jack Broderick Muir , Benjamin Fernando 

Abstract

Template matching has become a cornerstone technique of observational seismology. By taking known events, and scanning them against a continuous record, new events smaller than the signal-to-noise ratio can be found, substantially improving the magnitude of completeness of earthquake catalogues. Template matching is normally used in an array setting, however as we move into the era of planetary seismology, we are likely to apply template matching for very small arrays or even single stations. Given the high impact of planetary seismology studies on our understanding of the structure and dynamics of non-Earth bodies, it is important to assess the reliability of template matching in the small-n setting. Towards this goal, we estimate a lower bound on the rate of false positives for single-station template matching by examining the behaviour of correlations of totally uncorrelated white noise. We find that, for typical processing regimes and match thresholds, false positives are likely quite common. We must therefore be exceptionally careful when considering the output of template matching in the small-n setting.

DOI

https://doi.org/10.31223/X5G362

Subjects

Earth Sciences, Geophysics and Seismology, Planetary Geophysics and Seismology, Planetary Sciences

Keywords

template matching, False Positives

Dates

Published: 2023-02-17 14:27

Last Updated: 2023-02-17 22:27

License

CC-BY Attribution-NonCommercial 4.0 International