List of works - Dario Grana

A comparison of deep machine learning and Monte Carlo methods for facies classification from seismic data

scientific article published on 16 January 2020

Bayesian Gaussian Mixture Linear Inversion for Geophysical Inverse Problems

scientific article published in 2017

Bayesian facies inversion on a partially dolomitized isolated carbonate platform: A case study from Central Luconia Province, Malaysia

scientific article

Bayesian inversion of time-lapse seismic data for the estimation of static reservoir properties and dynamic property changes

article

Bayesian linearized rock-physics inversion

scholarly article

Bayesian petroelastic inversion with multiple prior models

scientific article

Constrained non-linear AVO inversion based on the adjoint-state optimization

scientific article published in 2022

Factor analysis prediction of effective stress from measurable rock attributes and calibration data

Forest vulnerability to drought controlled by bedrock composition

scientific article published in 2022

Gaussian mixture Markov chain Monte Carlo method for linear seismic inversion

scientific article published on 16 April 2019

Geostatistical inversion of prestack seismic data for the joint estimation of facies and impedances using stochastic sampling from Gaussian mixture posterior distributions

scholarly article

Low-Field Nuclear Magnetic Resonance Characterization of Carbonate and Sandstone Reservoirs From Rock Spring Uplift of Wyoming

article

Petro-Elastic Log-Facies Classification Using the Expectation–Maximization Algorithm and Hidden Markov Models

article published in 2015

Petroelastic and geomechanical classification of lithologic facies in the Marcellus Shale

Petroleum Geostatistics

scientific article published in 2017

Pressure–velocity relations in reservoir rocks: Modified MacBeth's equation

scholarly article by Dario Grana published September 2016 in Journal of Applied Geophysics

Probabilistic approach to rock physics modeling

scholarly article

Probabilistic formulation of AVO modeling and AVO-attribute-based facies classification using well logs

scholarly article

Probabilistic petrophysical-properties estimation integrating statistical rock physics with seismic inversion

scholarly article

Quantitative log interpretation and uncertainty propagation of petrophysical properties and facies classification from rock-physics modeling and formation evaluation analysis

scholarly article

Seismic Reflections of Rock Properties

article

Seismic characterization in the Nile Delta offshore combining rock physics templates and probabilistic classification

Seismic driven probabilistic classification of reservoir facies for static reservoir modelling: a case history in the Barents Sea

Single loop inversion of facies from seismic data using sequential simulations and probability perturbation method

Statistical facies classification from multiple seismic attributes: comparison between Bayesian classification and expectation-maximization method and application in petrophysical inversion

Stochastic inversion of facies from seismic data based on sequential simulations and probability perturbation method

scholarly article

Stochastic inversion of seismic data for reservoir characterization: A rapidly developing emerging technology

Stochastic perturbation optimization for discrete-continuous inverse problems

scholarly article

Time-lapse seismic history matching with an iterative ensemble smoother and deep convolutional autoencoder

scientific article

Uncertainty quantification in Bayesian inverse problems with model and data dimension reduction

scientific article published on 9 October 2019

Uncertainty quantification in fault detection using convolutional neural networks

scholarly article by Runhai Feng et al published 19 March 2021 in Geophysics

Uncertainty quantification in seismic facies inversion

scientific article published on 24 June 2020

Variational inference in Bayesian neural network for well-log prediction

scholarly article

List of works by Dario Grana

A comparison of deep machine learning and Monte Carlo methods for facies classification from seismic data

Bayesian Gaussian Mixture Linear Inversion for Geophysical Inverse Problems

Bayesian facies inversion on a partially dolomitized isolated carbonate platform: A case study from Central Luconia Province, Malaysia

Bayesian inversion of time-lapse seismic data for the estimation of static reservoir properties and dynamic property changes

Bayesian linearized rock-physics inversion

Bayesian petroelastic inversion with multiple prior models

Constrained non-linear AVO inversion based on the adjoint-state optimization

Factor analysis prediction of effective stress from measurable rock attributes and calibration data

Forest vulnerability to drought controlled by bedrock composition

Gaussian mixture Markov chain Monte Carlo method for linear seismic inversion

Geostatistical inversion of prestack seismic data for the joint estimation of facies and impedances using stochastic sampling from Gaussian mixture posterior distributions

Low-Field Nuclear Magnetic Resonance Characterization of Carbonate and Sandstone Reservoirs From Rock Spring Uplift of Wyoming

Petro-Elastic Log-Facies Classification Using the Expectation–Maximization Algorithm and Hidden Markov Models

Petroelastic and geomechanical classification of lithologic facies in the Marcellus Shale

Petroleum Geostatistics

Pressure–velocity relations in reservoir rocks: Modified MacBeth's equation

Probabilistic approach to rock physics modeling

Probabilistic formulation of AVO modeling and AVO-attribute-based facies classification using well logs

Probabilistic petrophysical-properties estimation integrating statistical rock physics with seismic inversion

Quantitative log interpretation and uncertainty propagation of petrophysical properties and facies classification from rock-physics modeling and formation evaluation analysis

Seismic Reflections of Rock Properties

Seismic characterization in the Nile Delta offshore combining rock physics templates and probabilistic classification

Seismic driven probabilistic classification of reservoir facies for static reservoir modelling: a case history in the Barents Sea

Single loop inversion of facies from seismic data using sequential simulations and probability perturbation method

Statistical facies classification from multiple seismic attributes: comparison between Bayesian classification and expectation-maximization method and application in petrophysical inversion

Stochastic inversion of facies from seismic data based on sequential simulations and probability perturbation method

Stochastic inversion of seismic data for reservoir characterization: A rapidly developing emerging technology

Stochastic perturbation optimization for discrete-continuous inverse problems

Time-lapse seismic history matching with an iterative ensemble smoother and deep convolutional autoencoder

Uncertainty quantification in Bayesian inverse problems with model and data dimension reduction

Uncertainty quantification in fault detection using convolutional neural networks

Uncertainty quantification in seismic facies inversion

Variational inference in Bayesian neural network for well-log prediction