Leaderboards/Reservoir Engineering and Simulation Methods

Reservoir Engineering and Simulation Methods

Last updated July 7, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Daniel Asante Otchere
Pennsylvania State University
2
Lichun Kuang
China University of Petroleum, Beijing
3
Maarten R. Dobbelaere
Ghent University
4
Yanrui Ning
Colorado School of Mines
5
Björn Rafn Gunnarsson
KU Leuven
6
Ernesto Aguilar Madrid
Universidade Nova de Lisboa
7
Xuhui Meng
Huazhong University of Science and Technology
8
Shohreh Iraji
Universidade Estadual de Campinas (UNICAMP)
9
Mvomo N. Edouard
China University of Petroleum, Beijing
10
Gege Wen
Stanford University

Rising Stars Papers

1
The impact of heterogeneity and pore network characteristics on single and multi-phase fluid propagation in complex porous media: An X-ray computed tomography study
Petroleum Science|2024
43 cit.
2
Distributed acoustic sensing in subsurface applications – Review and potential integration with artificial intelligence for an intelligent CO2 storage monitoring system
Geoenergy Science and Engineering|2024
26 cit.
3
Geometric deep learning for molecular property predictions with chemical accuracy across chemical space
Journal of Cheminformatics|2024
18 cit.
4
Key parameters and evaluation methods for large-scale production of lacustrine shale oil
Petroleum Exploration and Development|2025
13 cit.
5
Rxn-INSIGHT: fast chemical reaction analysis using bond-electron matrices
Journal of Cheminformatics|2024
10 cit.
6
Assessment of CO2 sequestration potential and economics in Colorado, USA
International journal of greenhouse gas control|2025
7 cit.
7
LS-ICE: A Load State Intercase Encoding framework for improved predictive monitoring of business processes
Information Systems|2024
4 cit.
8
Optimizing production well geometry in the Utah FORGE geothermal project using machine learning and fluid flow modeling
Renewable Energy|2024
4 cit.
9
A Novel Numerical Method for Simulating Boiling Heat Transfer of Nanofluids
Frontiers in Heat and Mass Transfer|2024
2 cit.
10
Experimental Study on the Bubble Dynamics of Magnetized Water Boiling
Frontiers in Heat and Mass Transfer|2024
1 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
Mostafa Kotb
Aswan University
2
Salaheldin Elkatatny
King Fahd University of Petroleum and Minerals
3
Yuetian Liu
China University of Petroleum, Beijing
4
Taylor Dahlke
Stanford Medicine
5
Qichen Zhang
Alibaba Group (China)
6
Hemangi Oza
Oklahoma State University at Tulsa
7
Ziyan Cheng
University of Science and Technology Beijing
8
Hoonyoung Jeong
Seoul National University
9
Yanmei Xu
First Affiliated Hospital of Jiangxi Medical College
10
Behnam Sedaee
Petroleum University of Technology

Emerging Leaders Papers

1
Forecasting monthly gas field production based on the CNN-LSTM model
Energy|2022
400 cit.
2
Underground hydrogen storage in a partially depleted gas condensate reservoir: Influence of cushion gas
Journal of Petroleum Science and Engineering|2022
148 cit.
3
Underground hydrogen storage in a naturally fractured gas reservoir: The role of fracture
International Journal of Hydrogen Energy|2022
68 cit.
4
Comparison of EEMD-ARIMA, EEMD-BP and EEMD-SVM algorithms for predicting the hourly urban water consumption
Journal of Hydroinformatics|2022
42 cit.
5
Impact of Dilation and Irreversible Compaction on Underground Hydrogen Storage in Depleted Hydrocarbon Reservoirs
Energy & Fuels|2022
34 cit.
6
Investigating the efficacy of novel organoclay as a rheological additive for enhancing the performance of oil-based drilling fluids
Scientific Reports|2024
30 cit.
7
Exploring the potential of laser technology in oil well drilling: An overview
Geoenergy Science and Engineering|2023
27 cit.
8
A machine learning‐based approach to the multiobjective optimization of CO<sub>2</sub> injection and water production during CCS in a saline aquifer based on field data
Energy Science & Engineering|2023
25 cit.
9
An application of a genetic algorithm in co-optimization of geological CO2 storage based on artificial neural networks
Clean Energy|2024
25 cit.
10
EOR screening using optimized artificial neural network by sparrow search algorithm
Geoenergy Science and Engineering|2023
24 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
Albert C. Reynolds
Flinders University
2
Stan Uryasev
Stony Brook University
3
Iain M. Johnstone
Stanford University
4
Khalid Aziz
Central Cotton Research Institute
5
Louis J. Durlofsky
Chevron (Netherlands)
6
Dean S. Oliver
NORCE Research AS
7
Melvyn Sim
National University of Singapore
8
Kamy Sepehrnoori
The University of Texas at Austin
9
Roland N. Horne
Environmental and Water Resources Engineering
10
Martin J. Blunt
Imperial College London

Current Senior Leaders Papers

1
Ideal spatial adaptation by wavelet shrinkage
Biometrika|1994
7.8k cit.
2
Optimization of conditional value-at-risk
The Journal of Risk|2000
6.5k cit.
3
The Price of Robustness
Operations Research|2004
4.4k cit.
4
Adapting to Unknown Smoothness via Wavelet Shrinkage
Journal of the American Statistical Association|1995
4.3k cit.
5
Conditional value-at-risk for general loss distributions
Journal of Banking & Finance|2002
3.7k cit.
6
Ideal Spatial Adaptation by Wavelet Shrinkage
Biometrika|1994
2.5k cit.
7
On the distribution of the largest eigenvalue in principal components analysis
The Annals of Statistics|2001
2k cit.
8
Pore-scale imaging and modelling
Advances in Water Resources|2012
1.9k cit.
9
Robust discrete optimization and network flows
Mathematical Programming|2003
1.8k cit.
10
Adapting to Unknown Smoothness via Wavelet Shrinkage
Journal of the American Statistical Association|1995
1.7k cit.

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