4.6 Article

Towards fast machine-learning-assisted Bayesian posterior inference of microseismic event location and source mechanism

Related references

Note: Only part of the references are listed.
Article Astronomy & Astrophysics

COSMOPOWER: emulating cosmological power spectra for accelerated Bayesian inference from next-generation surveys

Alessio Spurio Mancini et al.

Summary: COSMOPOWER is a suite of neural cosmological power spectrum emulators that provide orders-of-magnitude acceleration for parameter estimation from two-point statistics analyses of Large-Scale Structure (LSS) and Cosmic Microwave Background (CMB) surveys. It replaces traditional computation methods and can quickly and accurately recover fiducial cosmological constraints, completing posterior distributions in just a few seconds.

MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY (2022)

Article Geochemistry & Geophysics

A machine-learning-based method of detecting and picking the first P-wave arrivals of acoustic emission events in laboratory experiments

Ziyu Li et al.

Summary: A machine-learning-based method called MultiNet was developed for seismic event detection and P-wave arrival time picking using acoustic emission waveform data. The MultiNet was able to accurately detect seismic events and pick the corresponding P-wave arrival times, reducing the need for manual labor and enabling real-time earthquake detection and location using continuous waveform data.

GEOPHYSICAL JOURNAL INTERNATIONAL (2022)

Article Biochemical Research Methods

SciPy 1.0: fundamental algorithms for scientific computing in Python

Pauli Virtanen et al.

NATURE METHODS (2020)

Review Geochemistry & Geophysics

Recent Advances and Challenges of Waveform-Based Seismic Location Methods at Multiple Scales

Lei Li et al.

REVIEWS OF GEOPHYSICS (2020)

Editorial Material Geochemistry & Geophysics

PyKonal: A Python Package for Solving the Eikonal Equation in Spherical and Cartesian Coordinates Using the Fast Marching Method

Malcolm C. A. White et al.

SEISMOLOGICAL RESEARCH LETTERS (2020)

Article Multidisciplinary Sciences

Earthquake transformer-an attentive deep-learning model for simultaneous earthquake detection and phase picking

S. Mostafa Mousavi et al.

NATURE COMMUNICATIONS (2020)

Review Multidisciplinary Sciences

Array programming with NumPy

Charles R. Harris et al.

NATURE (2020)

Article Geochemistry & Geophysics

Rapid estimation of earthquake locations using waveform traveltimes

D. W. Vasco et al.

GEOPHYSICAL JOURNAL INTERNATIONAL (2019)

Article Computer Science, Interdisciplinary Applications

Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations

M. Raissi et al.

JOURNAL OF COMPUTATIONAL PHYSICS (2019)

Review Multidisciplinary Sciences

Machine learning for data-driven discovery in solid Earth geoscience

Karianne J. Bergen et al.

SCIENCE (2019)

Article Geochemistry & Geophysics

Deep learning for seismic phase detection and picking in the aftershock zone of 2008 Mw7.9 Wenchuan Earthquake

Lijun Zhu et al.

PHYSICS OF THE EARTH AND PLANETARY INTERIORS (2019)

Article Geochemistry & Geophysics

An automatic microseismic or acoustic emission arrival identification scheme with deep recurrent neural networks

Jing Zheng et al.

GEOPHYSICAL JOURNAL INTERNATIONAL (2018)

Article Geochemistry & Geophysics

Benchmarking earthquake location algorithms: A synthetic comparison

Andreas Wuestefeld et al.

GEOPHYSICS (2018)

Article Geochemistry & Geophysics

Downhole microseismic signal-to-noise ratio enhancement via strip matching shearlet transform

Juan Li et al.

JOURNAL OF GEOPHYSICS AND ENGINEERING (2018)

Article Astronomy & Astrophysics

Massive optimal data compression and density estimation for scalable, likelihood-free inference in cosmology

Justin Alsing et al.

MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY (2018)

Article Geochemistry & Geophysics

Estimation of Full Moment Tensors, Including Uncertainties, for Nuclear Explosions, Volcanic Events, and Earthquakes

Celso Alvizuri et al.

JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH (2018)

Article Geochemistry & Geophysics

P Wave Arrival Picking and First-Motion Polarity Determination With Deep Learning

Zachary E. Ross et al.

JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH (2018)

Article Geochemistry & Geophysics

Microseismic events enhancement and detection in sensor arrays using autocorrelation-based filtering

Entao Liu et al.

GEOPHYSICAL PROSPECTING (2017)

Article Engineering, Electrical & Electronic

Fast GPU-Based Seismogram Simulation From Microseismic Events in Marine Environments Using Heterogeneous Velocity Models

Saptarshi Das et al.

IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING (2017)

Article Geochemistry & Geophysics

A Bayesian method for microseismic source inversion

D. J. Pugh et al.

GEOPHYSICAL JOURNAL INTERNATIONAL (2016)

Article Statistics & Probability

Accelerating Asymptotically Exact MCMC for Computationally Intensive Models via Local Approximations

Patrick R. Conrad et al.

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2016)

Article Geochemistry & Geophysics

Fully probabilistic seismic source inversion - Part 2: Modelling errors and station covariances

Simon C. Staehler et al.

SOLID EARTH (2016)

Article Energy & Fuels

A PRACTICAL IMPLEMENTATION OF ACOUSTIC FULL WAVEFORM INVERSION ON GRAPHICAL PROCESSING UNITS

Sergio-Alberto Abreo-Carrillo et al.

CT&F-CIENCIA TECNOLOGIA Y FUTURO (2015)

Article Engineering, Electrical & Electronic

Bayesian evidence and model selection

Kevin H. Knuth et al.

DIGITAL SIGNAL PROCESSING (2015)

Article Geochemistry & Geophysics

Microseismic forward modeling based on different focal mechanisms used by the seismic moment tensor and elastic wave equation

Huijian Li et al.

JOURNAL OF GEOPHYSICS AND ENGINEERING (2015)

Article Geochemistry & Geophysics

Full waveform inversion in the frequency domain using direct iterative T-matrix methods

Morten Jakobsen et al.

JOURNAL OF GEOPHYSICS AND ENGINEERING (2015)

Article Energy & Fuels

A PRACTICAL IMPLEMENTATION OF ACOUSTIC FULL WAVEFORM INVERSION ON GRAPHICAL PROCESSING UNITS

Sergio-Alberto Abreo-Carrillo et al.

CT&F-CIENCIA TECNOLOGIA Y FUTURO (2015)

Article Geochemistry & Geophysics

Propagation of the velocity model uncertainties to the seismic event location

A. Gesret et al.

GEOPHYSICAL JOURNAL INTERNATIONAL (2015)

Article Geochemistry & Geophysics

Moment tensor decompositions revisited

Vaclav Vavrycuk

JOURNAL OF SEISMOLOGY (2015)

Article Astronomy & Astrophysics

X-ray spectral modelling of the AGN obscuring region in the CDFS: Bayesian model selection and catalogue

J. Buchner et al.

ASTRONOMY & ASTROPHYSICS (2014)

Article Geosciences, Multidisciplinary

Seismic waveforms and velocity model heterogeneity: Towards a full-waveform microseismic location algorithm

D. A. Angus et al.

JOURNAL OF APPLIED GEOPHYSICS (2014)

Article Astronomy & Astrophysics

Comparison of sampling techniques for Bayesian parameter estimation

Rupert Allison et al.

MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY (2014)

Article Mathematics, Interdisciplinary Applications

Bayesian Computation Via Markov Chain Monte Carlo

Radu V. Craiu et al.

ANNUAL REVIEW OF STATISTICS AND ITS APPLICATION, VOL 1 (2014)

Article Geochemistry & Geophysics

Fully probabilistic seismic source inversion - Part 1: Efficient parameterisation

S. C. Staehler et al.

SOLID EARTH (2014)

Article Geochemistry & Geophysics

Frequency-domain full waveform inversion with a scattering-integral approach and its sensitivity analysis

Yi Tao et al.

JOURNAL OF GEOPHYSICS AND ENGINEERING (2013)

Review Multidisciplinary Sciences

Injection-Induced Earthquakes

William L. Ellsworth

SCIENCE (2013)

Article Biochemical Research Methods

Approximate Bayesian Computation

Mikael Sunnaker et al.

PLOS COMPUTATIONAL BIOLOGY (2013)

Article Astronomy & Astrophysics

MultiNest: an efficient and robust Bayesian inference tool for cosmology and particle physics

F. Feroz et al.

MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY (2009)

Article Astronomy & Astrophysics

COSMONET: fast cosmological parameter estimation in non-flat models using neural networks

T. Auld et al.

MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY (2008)

Article Energy & Fuels

Induced seismicity associated with enhanced geothermal systems

Ernest L. Majer et al.

GEOTHERMICS (2007)

Article Astronomy & Astrophysics

Fast cosmological parameter estimation using neural networks

T. Auld et al.

MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY (2007)

Article Mathematics

On early stopping in gradient descent learning

Yuan Yao et al.

CONSTRUCTIVE APPROXIMATION (2007)

Article Mathematics, Interdisciplinary Applications

Nested Sampling for General Bayesian Computation

John Skilling

BAYESIAN ANALYSIS (2006)

Article Geochemistry & Geophysics

Focal mechanisms in anisotropic media

V Vavrycuk

GEOPHYSICAL JOURNAL INTERNATIONAL (2005)

Article Geochemistry & Geophysics

Inversion for parameters of tensile earthquakes

V Vavrycuk

JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH (2001)