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Scientific Reports· 2025Q1

Integrating fiber-optic seismic arrays into earthquake early warning systems with the dEPIC framework

Yuancong Gou, Ran N. Nof, Brian Pardini, R. M. Allen

Short summary

The dEPIC framework, the first operational system integrating Distributed Acoustic Sensing (DAS) fiber-optic cables into earthquake early warning (EEW), has been deployed and tested on a submarine cable, achieving sub-second processing for accurate earthquake detection.

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Abstract

Distributed Acoustic Sensing (DAS) can enhance earthquake early warning (EEW) by transforming existing fiber-optic cables into dense seismic arrays, including in offshore areas with sparse instrumentation. We present dEPIC (DAS-Earthquake Point-source Integrated Code), the first operational DAS-integrated EEW framework, deployed on a submarine cable in Monterey Bay, California, and designed to operate independently or jointly with ShakeAlert's EPIC algorithm. dEPIC combines GPU-accelerated machine-learning phase picking, grid-search location, and empirical magnitude estimation, with real-time quality metrics to suppress unstable solutions. In event replays and continuous data tests, dEPIC detected both onshore and offshore earthquakes accurately with sub-second processing time. The modular, edge-computing design enables adaptation to future DAS deployments to improve existing EEW systems like ShakeAlert.

The authors' abstract, as published at the source. Scientific Reports, 2025 · DOI ↗

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Field: Artificial Intelligence

Artificial IntelligenceComputer Science