Piyang Liu
YOU?
Author Swipe
View article: A layer-specific constraint-based enriched physics-informed neural network for solving two-phase flow problems in heterogeneous porous media
A layer-specific constraint-based enriched physics-informed neural network for solving two-phase flow problems in heterogeneous porous media Open
View article: Integrated optimization of reservoir production and layer configurations using relational and regression machine learning models
Integrated optimization of reservoir production and layer configurations using relational and regression machine learning models Open
View article: Multiscale modeling for multiphase flow and reactive mass transport in subsurface energy storage: A review
Multiscale modeling for multiphase flow and reactive mass transport in subsurface energy storage: A review Open
View article: Spatial-Temporal Graph Neural Networks for Automatic Production Splitting in Multi-Layer Combined Reservoirs
Spatial-Temporal Graph Neural Networks for Automatic Production Splitting in Multi-Layer Combined Reservoirs Open
View article: Spatiotemporal Neural Network with Attention Embeddings as Surrogate for Reservoir Automatic History Matching
Spatiotemporal Neural Network with Attention Embeddings as Surrogate for Reservoir Automatic History Matching Open
View article: Numerical simulation of multiphase multi-physics flow in underground reservoirs: Frontiers and challenges
Numerical simulation of multiphase multi-physics flow in underground reservoirs: Frontiers and challenges Open
This paper explores significant advancements in the numerical simulation of multiphase, multi-physics flows within underground reservoirs, driven by the necessity to understand and manage complex geological and engineered systems. It delve…
View article: Enhancing Oil–Water Flow Prediction in Heterogeneous Porous Media Using Machine Learning
Enhancing Oil–Water Flow Prediction in Heterogeneous Porous Media Using Machine Learning Open
The rapid and accurate forecasting of two-phase flow in porous media is a critical challenge in oil field development, exerting a substantial impact on optimization and decision-making processes. Although the Convolutional Long Short-Term …
View article: Use Deep Transfer Learning for Efficient Time-Series Updating of Subsurface Flow Surrogate Model
Use Deep Transfer Learning for Efficient Time-Series Updating of Subsurface Flow Surrogate Model Open
View article: Erratum to: Modeling reactive flow dynamics of gelled acid in fracture-vuggy carbonates: a coupled thermal-hydrological-chemical simulation
Erratum to: Modeling reactive flow dynamics of gelled acid in fracture-vuggy carbonates: a coupled thermal-hydrological-chemical simulation Open
View article: Modeling reactive flow dynamics of gelled acid in fracture-vuggy carbonates: a coupled thermal-hydrological-chemical simulation
Modeling reactive flow dynamics of gelled acid in fracture-vuggy carbonates: a coupled thermal-hydrological-chemical simulation Open
In engineering, gelled acids play a crucial role in facilitating reactive flow phenomena across diverse mediums. This study undertakes a comprehensive numerical investigation into the reactive flow dynamics within fracture-vuggy carbonates…
View article: Progress and Challenges of Integrated Machine Learning and Traditional Numerical Algorithms: Taking Reservoir Numerical Simulation as an Example
Progress and Challenges of Integrated Machine Learning and Traditional Numerical Algorithms: Taking Reservoir Numerical Simulation as an Example Open
Machine learning techniques have garnered significant attention in various engineering disciplines due to their potential and benefits. Specifically, in reservoir numerical simulations, the core process revolves around solving the partial …
View article: Research on the investment potential of energy-saving and low-carbon buildings under the carbon emission reduction target
Research on the investment potential of energy-saving and low-carbon buildings under the carbon emission reduction target Open
The research on the carbon emission reduction investment potential of energy-saving and low-carbon buildings is of great significance for realizing its popularization and even carbon neutrality in the building industry. Research on carbon …
View article: Multi-surrogate framework with an adaptive selection mechanism for production optimization
Multi-surrogate framework with an adaptive selection mechanism for production optimization Open
Data-driven surrogate models that assist with efficient evolutionary algorithms to find the optimal development scheme have been widely used to solve reservoir production optimization problems. However, existing research suggests that the …
View article: Three-dimensional simulation of wormhole propagation in fractured-vuggy carbonate rocks during acidization
Three-dimensional simulation of wormhole propagation in fractured-vuggy carbonate rocks during acidization Open
Acidization is a widely used stimulation technique for carbonate reservoirs aimed at removing formation damage, and if successful, can result in the creation of wormholes of specific lengths and conductivities around the wellbore. The form…
View article: Reservoir automatic history matching: Methods, challenges, and future directions
Reservoir automatic history matching: Methods, challenges, and future directions Open
Reservoir history matching refers to the process of continuously adjusting the parameters of the reservoir model, so that its dynamic response will match the historical observation data, which is a prerequisite for making forecasts based o…
View article: Waterflooding Interwell Connectivity Characterization and Productivity Forecast with Physical Knowledge Fusion and Model Structure Transfer
Waterflooding Interwell Connectivity Characterization and Productivity Forecast with Physical Knowledge Fusion and Model Structure Transfer Open
Waterflooding reservoir interwell connectivity characterization is the fundamental work in oil development, aiming to inverse the vital connecting channels between injectors and producers. In this paper, we endow an artificial neural netwo…
View article: Numerical Simulation of the Wormhole Propagation in Fractured Carbonate Rocks during Acidization Using a Thermal-Hydrologic-Mechanics-Chemical Coupled Model
Numerical Simulation of the Wormhole Propagation in Fractured Carbonate Rocks during Acidization Using a Thermal-Hydrologic-Mechanics-Chemical Coupled Model Open
Acidizing is a widely adopted approach for stimulating carbonate reservoirs. The two-scale continuum (TSC) model is the most widely used model for simulating the reactive process in a carbonate reservoir during acidizing. In realistic case…
View article: Reusable Policy for History Matching Using Surrogate-Assisted Reinforcement Learning
Reusable Policy for History Matching Using Surrogate-Assisted Reinforcement Learning Open
View article: A Novel Method for Trajectory Recognition and Working Condition Diagnosis of Sucker Rod Pumping Systems Based on High-Resolution Representation Learning
A Novel Method for Trajectory Recognition and Working Condition Diagnosis of Sucker Rod Pumping Systems Based on High-Resolution Representation Learning Open
View article: A Multi-Stencil Fast Marching Method with Path Correction for Efficient Reservoir Simulation and Automated History Matching
A Multi-Stencil Fast Marching Method with Path Correction for Efficient Reservoir Simulation and Automated History Matching Open
The efficiency of reservoir simulation is important for automated history matching (AHM) and production optimization, etc. The fast marching marching method (FMM) has been used for efficient reservoir simulation. FMM can be regarded as a g…
View article: Sedapp v2021: a nonlinear diffusion-based forward stratigraphic model for shallow marine environments
Sedapp v2021: a nonlinear diffusion-based forward stratigraphic model for shallow marine environments Open
The formation of stratigraphy in shallow marine environments has long been an important topic within the geologic community. Although many advances have been made in the field of forward stratigraphic modeling (FSM), there are still some a…
View article: Sedapp: a non-linear diffusion-based forward stratigraphicmodel for shallow marine environments
Sedapp: a non-linear diffusion-based forward stratigraphicmodel for shallow marine environments Open
The formation of stratigraphy in shallow marine environments has long been an important topic within the geologic community. Although many advances have been made in the field of forward stratigraphic modelling (FSM), there are still some …
View article: Numerical investigation of carbonate acidizing with gelled acid using a coupled thermal–hydrologic–chemical model
Numerical investigation of carbonate acidizing with gelled acid using a coupled thermal–hydrologic–chemical model Open
View article: Experiments and Modeling on the Influence of Interfacial Tension on Imbibition Height of Low-Permeability Reservoir
Experiments and Modeling on the Influence of Interfacial Tension on Imbibition Height of Low-Permeability Reservoir Open
Low-permeability reservoirs have tiny pores with winding and complicated pore throats. The oil recovery efficiency of low-permeability reservoirs can be enhanced through the displacement of reservoir oil through imbibition. In the present …
View article: Base level changes based on Basin Filling Modelling: a case study from the Paleocene Lishui Sag, East China Sea Basin
Base level changes based on Basin Filling Modelling: a case study from the Paleocene Lishui Sag, East China Sea Basin Open
View article: Base Level Changes based on Basin Filling Modelling: a Case Study from the Paleocene Lishui Sag, East China Sea Basin
Base Level Changes based on Basin Filling Modelling: a Case Study from the Paleocene Lishui Sag, East China Sea Basin Open
Estimation of base level changes in geological records is an important topic for petroleum geologists. Taking the Paleocene Upper Lingfeng Member of Lishui Sag as an example, this paper conducted a base level reconstruction based on Basin …
View article: Three-dimensional simulation of acidizing process in carbonate rocks using the Darcy–Forchheimer framework
Three-dimensional simulation of acidizing process in carbonate rocks using the Darcy–Forchheimer framework Open
Acidizing is an economical and effective practice to remove the near wellbore damage, which is performed by injecting acid into the formation through the wellbore. The injected acid dissolves the rock, by which the permeability nearby the …
View article: Modeling and analysis of the acidizing process in carbonate rocks using a two-phase thermal-hydrologic-chemical coupled model
Modeling and analysis of the acidizing process in carbonate rocks using a two-phase thermal-hydrologic-chemical coupled model Open
View article: 3-D Modelling and Experimental Comparison of Reactive Flow in Carbonates under Radial Flow Conditions
3-D Modelling and Experimental Comparison of Reactive Flow in Carbonates under Radial Flow Conditions Open
View article: Modern system of multiphase flow in porous media and its development trend
Modern system of multiphase flow in porous media and its development trend Open
Fluid flow in porous media is the key scientific problem in the development of oil and gas reservoirs. The traditional mechanics of fluid flow in porous media which based on the continuum hypothesis and Darcy′s law plays an important role …