A distributed surrogate system assisted differential evolutionary algorithm for computationally expensive history matching problems

A divide-and-conquer optimization paradigm for waterflooding production optimization

A double-model differential evolution for constrained waterflooding production optimization

A novel hybrid recurrent convolutional network for surrogate modeling of history matching and uncertainty quantification

A novel method for trajectory recognition and working condition diagnosis of sucker rod pumping systems based on high-resolution representation learning

A physics-guided autoregressive model for saturation sequence prediction

A recalling-enhanced recurrent neural network: Conjugate gradient learning algorithm and its convergence analysis

A topology-based single-pool decomposition framework for large-scale global optimization

A transfer learning framework for well placement optimization based on denoising autoencoder

A vector-to-sequence based multilayer recurrent network surrogate model for history matching of large-scale reservoir

Affine Non-negative Hybrid Collaborative Representation Based Classification

Affine Transformation-Enhanced Multifactorial Optimization for Heterogeneous Problems

scientific article published on 15 December 2020

An Adaptive Neuro-Fuzzy System With Integrated Feature Selection and Rule Extraction for High-Dimensional Classification Problems

An Automatic Data Augmentation Method for Working Condition Diagnosis of Rod Pumping Systems Based on Teacher Knowledge

An Enhanced Competitive Swarm Optimizer With Strongly Convex Sparse Operator for Large-Scale Multiobjective Optimization

An Evolutionary Sequential Transfer Optimization Algorithm for Well Placement Optimization Based on Task Characteristics

An Input Weights Dependent Complex-Valued Learning Algorithm Based on Wirtinger Calculus

scientific article published in 2022

An Interpretable Recurrent Neural Network for Waterflooding Reservoir Flow Disequilibrium Analysis

Combine Local and Global Feature Extraction for Point Cloud Classification

Competitive Knowledge Transfer–Enhanced Surrogate-Assisted Search for Production Optimization

scientific article published in 2024

Cooperative Artificial Bee Colony Algorithm With Multiple Populations for Interval Multiobjective Optimization Problems

Data-Driven Proxy Modeling of Water Front Propagation in Porous Media

Deep Conditional Generative Adversarial Network Combined With Data‐Space Inversion for Estimation of High‐Dimensional Uncertain Geological Parameters

Deep reinforcement learning and adaptive policy transfer for generalizable well control optimization

scientific article published in 2022

Development and Application of Efficient Oil Displacement System for Middle-Low Permeability and High Pour-Point Heavy Oil Reservoirs

Diagnosis of pumping machine working conditions based on transfer learning and ViT model

Digital Rock Analysis on the Influence of Coarse Micro-Fractures on Petrophysical Properties in Tight Sandstone Reservoirs

Digital Rock Mechanical Properties by Simulation of True Triaxial Test: Impact of Microscale Factors

Dynamic Pore-Scale Dissolution by CO2-Saturated Brine in Carbonates: Impact of Homogeneous Versus Fractured Versus Vuggy Pore Structure

scholarly article

Dynamic production optimization based on transfer learning algorithms

scientific article published on 28 July 2021

Effect of particle content on relative permeabilities in water flooding

Evolutionary Sequential Transfer Optimization for Objective-Heterogeneous Problems

Fault diagnosis method for sucker rod well with few shots based on meta-transfer learning

scientific article published on 22 February 2022

Fractional Approximation of Broad Learning System

How to Exploit Optimization Experience? Revisiting Evolutionary Sequential Transfer Optimization: Part A - Benchmark Problems

preprint

How to Exploit Optimization Experience? Revisiting Evolutionary Sequential Transfer Optimization: Part B - Algorithm Analysis

How to Exploit Optimization Experience? Revisiting Evolutionary Sequential Transfer Optimization: Part B - Algorithm Analysis

Imbalanced Working States Recognition of Sucker Rod Well Dynamometer Cards Based on Data Generation and Diversity Augmentation

In-Situ Imaging of CO2 Trapping and Oil Recovery in Three-Phase Systems: Dependence on Pore Geometry and Wettability

Inversion Framework of Reservoir Parameters Based on Deep Autoregressive Surrogate and Continual Learning Strategy

Inversion of fractures with combination of production performance and in-situ stress analysis data

Location Soft-Aggregation-Based Band Weighting for Hyperspectral Image Classification

Multiorder Interaction Information Embedding-Based Multiview Fusion-Aided Hyperspectral Image Classification

Numerical Simulation of the Wormhole Propagation in Fractured Carbonate Rocks during Acidization Using a Thermal-Hydrologic-Mechanics-Chemical Coupled Model

Permeability prediction of considering organic matter distribution based on deep learning

Pore‐Scale Investigation of Methane Hydrate Dissociation Using the Lattice Boltzmann Method

Prediction Model of Fault Block Reservoir Measure Index Based on 1DCNN-LightGBM

Reservoir Characterization and Productivity Forecast Based on Knowledge Interaction Neural Network

Saturation and Pressure Prediction for Multi-Layer Irregular Reservoirs with Variable Well Patterns

Self-adaptive multifactorial evolutionary algorithm for multitasking production optimization

Surrogate-reformulation-assisted multitasking knowledge transfer for production optimization

The prediction of reservoir production based proxy model considering spatial data and vector data

Training effective deep reinforcement learning agents for real-time life-cycle production optimization

Upscaling of Transport Properties in Complex Hydraulic Fracture Systems

Variable Selection and Oil-Gas-Bearing Evaluation Using Multicomponent Seismic Data and AMPSO-ML Approaches

Waterflooding Interwell Connectivity Characterization and Productivity Forecast with Physical Knowledge Fusion and Model Structure Transfer