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Seismic Detection

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INSTANCE – the Italian seismic dataset for machine learning

2021-11-30 · Earth System Science Data 2021 11 · A. Michelini, S. Cianetti, S. Gaviano, C. Giunchi 외

The Italian earthquake waveform data are collected here in a dataset suited for machine learning analysis (ML) applications. The dataset consists of nearly 1.2 million three-component (3C) waveform traces from about 50 0…

BIG-bench Machine LearningSeismic DetectionTime Series Streams

The Seismo-Performer: A Novel Machine Learning Approach for General and Efficient Seismic Phase Recognition from Local Earthquakes in Real Time

2021-09-19 · Sensors 2021 9 · Stepnov, Andrey, Vladimir Chernykh, Alexey Konovalov

When recording seismic ground motion in multiple sites using independent recording stations one needs to recognize the presence of the same parts of seismic waves arriving at these stations. This problem is known in seis…

Seismic Detection

Signal-based Bayesian Seismic Monitoring

2017-03-02 · David A. Moore, Stuart J. Russell

Detecting weak seismic events from noisy sensors is a difficult perceptual task. We formulate this task as Bayesian inference and propose a generative model of seismic events and signals across a network of spatially dis…

Bayesian InferenceGaussian ProcessesSeismic Detection