Thermodynamics-Informed Neural Network (TINN) for Phase Equilibrium Calculations Considering Capillary Pressure

Modeling of multi-scale transport phenomena in shale gas production — A critical review

(2020) Hui Wang et al.   APPLIED ENERGY

Efficient and robust phase-split computations in the internal energy, volume, and moles (UVN) space

(2020) Ran Bi et al.   FLUID PHASE EQUILIBRIA

A self-adaptive deep learning algorithm for accelerating multi-component flash calculation

(2020) Tao Zhang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

A bridge too far? The role of natural gas electricity generation in US climate policy

(2020) Jared Woollacott   ENERGY POLICY

Accelerating flash calculations in unconventional reservoirs considering capillary pressure using an optimized deep learning algorithm

(2020) Tao Zhang et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

VT-Based Phase Envelope and Flash Calculations in the Presence of Capillary Pressure

(2019) Diego R. Sandoval et al.   INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH

Accelerating flash calculation through deep learning methods

(2019) Yu Li et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Solving vapor-liquid flash problems using artificial neural networks

(2019) Jonah P. Poort et al.   FLUID PHASE EQUILIBRIA

Acceleration of the NVT Flash Calculation for Multicomponent Mixtures Using Deep Neural Network Models

(2019) Yiteng Li et al.   INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH

Phase behavior of hydrocarbons in nano-pores

(2019) Nicolas Sobecki et al.   FLUID PHASE EQUILIBRIA

Accelerating and stabilizing the vapor-liquid equilibrium (VLE) calculation in compositional simulation of unconventional reservoirs using deep learning based flash calculation

(2019) Shihao Wang et al.   FUEL

Influence of confinement effect on recovery mechanisms of CO2-enhanced tight-oil recovery process considering critical properties shift, capillarity and adsorption

(2019) Shouya Wu et al.   FUEL

Rapid phase stability calculations in fluid flow simulation using simple discriminating functions

(2018) Vassilis Gaganis   COMPUTERS & CHEMICAL ENGINEERING

Recent Trends in Deep Learning Based Natural Language Processing [Review Article]

(2018) Tom Young et al.   IEEE Computational Intelligence Magazine

Deep Learning for Computer Vision: A Brief Review

(2018) Athanasios Voulodimos et al.   Computational Intelligence and Neuroscience

On the water transport behavior and phase transition mechanisms in cold start operation of PEM fuel cell

(2018) Sen Huo et al.   APPLIED ENERGY

Multiscale Fluid-Phase-Behavior Simulation in Shale Reservoirs Using a Pore-Size-Dependent Equation of State

(2018) Sheng Luo et al.   SPE RESERVOIR EVALUATION & ENGINEERING

Coal to clean energy: Energy-efficient single-loop mixed-refrigerant-based schemes for the liquefaction of synthetic natural gas

(2018) Muhammad Abdul Qyyum et al.   JOURNAL OF CLEANER PRODUCTION

Mechanisms of shale gas adsorption: Evidence from thermodynamics and kinetics study of methane adsorption on shale

(2018) Lei Chen et al.   CHEMICAL ENGINEERING JOURNAL

Experimental data, thermodynamic and neural network modeling of CO 2 solubility in aqueous sodium salt of l -phenylalanine

(2017) Sahil Garg et al.   Journal of CO2 Utilization

A comparison of conventional and reduction approaches for phase equilibrium calculations

(2015) Martin Petitfrere et al.   FLUID PHASE EQUILIBRIA

Reservoir simulation and optimization of Huff-and-Puff operations in the Bakken Shale

(2015) Daniel Sanchez-Rivera et al.   FUEL

Phase stability analysis using a reduction method

(2013) Dan Vladimir Nichita et al.   FLUID PHASE EQUILIBRIA

Prediction of hydrocarbon densities at extreme conditions using volume-translated SRK and PR equations of state fit to high temperature, high pressure PVT data

(2012) Hseen Baled et al.   FLUID PHASE EQUILIBRIA