Jack Muir

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University of Oxford

United Kingdom

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TerraPINN: Toward fully physics based probabilistic seismic hazard assessment using physics informed neural networks

Open Date: 2022-03-01

Close Date: 2024-02-01

Articles (12)

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2025

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2023

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2023

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2023

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2022

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2022

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2022

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2021

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2021

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2021

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2020

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2020

Collaborators (4)

Hrvoje Tkalčić

Professor, Head of Geophysics

Australian National University

AUSTRALIA

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Robert Clayton

Prof. of Geophysics

California Institute of Technology

UNITED STATES

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Ethan Williams

California Institute of Technology

UNITED STATES

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Andreas Fichtner

Professor

ETH Zürich

SWITZERLAND

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Jack Muir

Research Interests

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Recent Grants

Articles (12)

Unlocking DAS amplitude information through coherency coupling quantification

False positives are common in single-station template matching

A deep Gaussian process model for seismicity background rates

Bayesian eikonal tomography using Gaussian processes

Long‐Wavelength Topography and Multiscale Velocity Heterogeneity at the Core‐Mantle Boundary

Parsimonious Velocity Inversion Applied to the Los Angeles Basin, CA

Sub‐Kilometer Correlation Between Near‐Surface Structure and Ground Motion Measured With Distributed Acoustic Sensing

Wavefield-based evaluation of DAS instrument response and array design

HypoSVI: Hypocentre inversion with Stein variational inference and physics informed neural networks

Seismic wavefield reconstruction using a pre-conditioned wavelet–curvelet compressive sensing approach

Probabilistic lowermost mantle P-wave tomography from hierarchical Hamiltonian Monte Carlo and model parametrization cross-validation

Geometric and level set tomography using ensemble Kalman inversion

Collaborators (4)

Hrvoje Tkalčić

Robert Clayton

Ethan Williams

Andreas Fichtner

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