Outputs
Oct 9, 2026
·
11 min read
Representative papers
The group has published over 100 papers (60+ SCI-indexed) with more than 3,500 Google Scholar citations (h-index 32, i10-index 61). Representative papers by year are listed below; the full list is on Google Scholar. Selected papers by research area are on the Research detail pages.
2026
- Q Wang, H Zou, C Liang, S Zhang, H Jia, J Zhu. A combined approach for predicting liquid loading onset via clustering and convolutional neural networks. The Canadian Journal of Chemical Engineering, 2026.
- J Zhu, Y Liu, H Wang, M Chen, N Li, G Cao, H Zhu. Optimizing Plunger Lift Systems for Gas Well Deliquification: A Bayesian Approach with Comparative Algorithmic Analysis. SPE Journal, 1-15, 2026.
- J Zhu, Y Liu, H Wang, M Chen, N Li, G Cao, R Zhong, H Zhu. Enhancing Plunger Lift Anomaly Detection: A Vision Transformer-Based Approach Leveraging Pretrained Models and Graphic Data Augmentation. Processes 14 (13), 2045, 2026.
- J Zhu, Y Liu, M Chen, H Wang, Y Li, H Zhu. Enhanced Zero-Shot Classification of Plunger Lift Operating Conditions Using a Modified Clip Architecture with Selective Data Sampling. Results in Engineering, 110368, 2026.
- J Zhu, A Li, Y Ji, J Peng, Y Zhang, H Zhu. Optimization of gas-liquid two-phase flow characteristic parameters in a concentric dual-tube hydraulic jet pump. The Chinese Journal of Process Engineering 26 (3), 233-244, 2026.
- C Zhang, Q Li, J Zhang, J Zhu, Y Wang. Energy conversion mechanisms and flow boundaries of gas–liquid multiphase flow in a mixed-flow electrical submersible pump for offshore oilfields. Physics of Fluids 38 (9), 2026.
- C Zhang, H Jia, X Zhang, Q Li, Y Li, Y Zhang, H Zhu, J Zhu. Flow Structure Analysis in a Rotating Centrifugal Impeller under Gassy Conditions Using Dynamic Mode Decomposition. Journal of Energy Resources Technology, Part B: Subsurface Energy and Carbon , 2026.
- Y Zhang, H Zeng, C Su, J Yang, J Zhu, J Wang. Lightweight Vision Transformer for Real-Time Threat Level Assessment in Φ-OTDR-Based Pipeline Monitoring. Applied Sciences 16 (3), 1664, 2026.
2025
- J Yang, M Chen, H Wang, R Zheng, Z Li, H Zhou, J Zhu. Fast Calculation Method of Two-Phase Flow in Horizontal Gas Wells Based on PI-DeepONet. Processes 13 (10), 3363, 2025.
- L Peng, L Feng, Q Guang, J Zhu, H Liu, Z Nie, C Ma, C Di, Q Wu. Real-Time ESP Management Framework Using Hybrid Physics-Based and ML Models. SPE Offshore Europe Conference and Exhibition, D021S009R008, 2025.
- QX Liu, JJ Zhu, HB Wang, S Chen, HY Wang, N Li, RZ Zhong, YJ Liu et al. Deep Feature Learning for Anomaly Detection in Gas Well Deliquification using Plunger Lift: A Novel CNN-based Approach. Petroleum Science, 2025.
- J Xie, J Yang, K Fu, L Tai, X Wang, J Zhu, J Wang. Quantitative Assessment of Pipeline Defects Utilizing a Dual-Stage Deep Learning Framework: Integration of Pretrained YOLO Network and Multi-input Parallel Convolution …. Journal of Pipeline Science and Engineering, 100282, 2025.
- J Yang, Y Zhang, C Su, K Fu, J Zhu, J Wang. Multi-Priors Tensor Completion for Highly Under-sampled Magnetic Flux Leakage Signal Reconstruction. Journal of Pipeline Science and Engineering, 100382, 2025.
- J Yang, J Xie, X Gao, K Fu, J Zhu, J Wang. Synthetic Magnetic Flux Leakage Signal Generation Using Diffusion Models: A Novel Approach to Improve Pipeline Defect Detection Accuracy. Journal of Pipeline Science and Engineering, 100363, 2025.
- X Chen, M Fu, X Liu, J Zhu. Synthesizing Labeled Magnetic Flux Leakage Signals for Pipeline Integrity Assessment: A Generation and Evaluation Methodology. IEEE Transactions on Instrumentation and Measurement, 2025.
- S Ma, T Zhang, H Wang, H Wang, N Li, H Zhu, J Zhu, J Wang. Transformer-based forecasting for high-frequency natural gas production data. Energy and AI 21, 100535, 2025.
2024
- H Zhu, Y Liu, D Tychus, D Zheng, SP Adiraju, TS Tatu, J Zhu, HQ Zhang. Sensitivity analysis on tailpipe design for mitigating terrain slug in horizontal wells. Geoenergy Science and Engineering 235, 212598, 2024.
- M Chen, J Zhu, G Cao, N Li, H Wang, H Zhu, M Jia, X Yang, D Guo. Plunger Lift Working Cycle Optimization using a Dynamic Full-Cycle Model Coupled with Simultaneous Perturbation Stochastic Approximation (SPSA) Algorithm. Abu Dhabi International Petroleum Exhibition and Conference, D021S036R003, 2024.
- P Chen, R Li, K Fu, Z Zhong, J Xie, J Wang, J Zhu. A cascaded deep learning approach for detecting pipeline defects via pretrained YOLOv5 and ViT models based on MFL data. Mechanical Systems and Signal Processing 206, 110919, 2024.
- Z Zhong, H Wang, N Li, H Zhu, J Zhu, J Wang. Prediction of Plunger Lift Dynamics Using a Bidirectional Long Short-Term Memory Neural Network with an Innovative Forecasting Strategy. 2024 IEEE 3rd International Conference on Electrical Engineering, Big Data and Algorithms (EEBDA), 2024.
- Z Xu, H Lin, Y Jia, J Du, J Mao, J Zhu, J Chen, F Li, N Li. Data Augmentation and Recognition for Plunger Lift Based on Variational Autoencoders. 2024 6th International Conference on Intelligent Control, Measurement and Signal Processing (ICMSP), 2024.
- J Zhu, Y Ji, J Peng, H Zhu. A new mechanistic model on boosting pressure of Electrical Submersible Pumps (ESPs) under gas-liquid two-phase flow. Petroleum Science Bulletin 9 (1), 130-147, 2024.
2023
- Z Wang, W Fu, H Li, J Zhu. Multiphase flow behavior in the deep-stratum and deep-water wellbores. Frontiers Media SA, 2023.
- H Wang, J Du, J Chen, G Cao, N Li, J Zhu, M Jia, X Yang. A New Method to Calculate Loading Liquid Water of Gas Wells in Qinghai Oilfield. International Petroleum Technology Conference, D032S052R001, 2023.
- Y Li, J Zhu, H Zeng, Y Zhang, Y Lu, Y Fan, H Zhu. An Indirect Approach for Flow Pattern Transition Identification Inside a Low-Specific-Speed Centrifugal Pump with Experimental Verification and Theoretical Modeling. SPE Journal 28 (01), 184-200, 2023.
- Y Xie, S Ma, H Wang, N Li, J Zhu, J Wang. Unsupervised clustering for the anomaly diagnosis of plunger lift operations. Geoenergy Science and Engineering 231, 212305, 2023.
- W Ke, H Zeng, Z Wang, H Yu, Y Liu, D Zheng, J Zhu, H Zhu. A Numerical Study on Labyrinth Screw Pump (LSP) Performance under Viscous Fluid Flow. Energies 16 (16), 5997, 2023.
2022
- H Jia, J Zhu, G Cao, Y Lu, B Lu, H Zhu. A model ranking approach for liquid loading onset predictions. SPE Production & Operations 37 (03), 370-382, 2022.
- H Zhu, J Zhu, HQ Zhang. Mechanistic modeling of gas effect on Multi-stage Electrical submersible pump (ESP) performance with experimental validation. Chemical Engineering Science 252, 117288, 2022.
2021
- J Zhu, H Zhao, G Cao, H Banjar, H Zhu, J Peng, HQ Zhang. A New Mechanistic Model for Emulsion Rheology and Boosting Pressure Prediction in Electrical Submersible Pumps (ESPs) under Oil-Water Two-Phase Flow. SPE Journal 26 (02), 667-684, 2021.
- Q Zhao, J Zhu, G Cao, H Zhu, HQ Zhang. Transient modeling of plunger lift for gas well deliquification. SPE Journal 26 (05), 2928-2947, 2021.
- J Zhu, H Jia, H Wang, G Cao, H Zhu. Modeling and applications of plunger lift for gas well deliquification via a transient multiphase simulator. Petroleum Science Bulletin 6 (4), 626-637, 2021.
- Y Shi, J Zhu, H Wang, H Zhu, J Zhang, HQ Zhang. Experiments and mechanistic modeling of viscosity effect on a multistage ESP performance under viscous fluid flow. Proceedings of the Institution of Mechanical Engineers, Part A: Journal of , 2021.
- H Zhu, J Zhu, Z Lin, Q Zhao, R Rutter, HQ Zhang. Performance degradation and wearing of Electrical Submersible Pump (ESP) with gas-liquid-solid flow: Experiments and mechanistic modeling. Journal of Petroleum Science and Engineering 200, 108399, 2021.
- H Zhu, J Zhu, R Rutter, HQ Zhang. Experimental Study on Deteriorated Performance, Vibration, and Geometry Changes of an Electrical Submersible Pump Under Sand Water Flow Condition. Journal of Energy Resources Technology 143 (8), 082104, 2021.
2020
- J Zhu, H Zhu, G Cao, J Zhang, J Peng, H Banjar, HQ Zhang. A New Mechanistic Model To Predict Boosting Pressure of Electrical Submersible Pumps Under High-Viscosity Fluid Flow with Validations by Experimental Data. SPE Journal 25 (02), 744-758, 2020.
- C Wang, Y Zhang, J Zhang, J Zhu. Flow pattern recognition inside a rotodynamic multiphase pump via developed entropy production diagnostic model. Journal of Petroleum Science and Engineering 194, 107467, 2020.
2019
- SY Nahri, Y Chen, W Williams, O Santos, L Thibodeaux, J Zhu. Understanding the Phenomenon of Dissolved Gas Migration of Gas in Riser During Drilling Operations. International Conference on Offshore Mechanics and Arctic Engineering 58875 …, 2019.
- J Zhu, J Zhang, G Cao, Q Zhao, J Peng, H Zhu, HQ Zhang. Modeling flow pattern transitions in electrical submersible pump under gassy flow conditions. Journal of Petroleum Science and Engineering 180, 471-484, 2019.
- J Zhu, G Cao, W Tian, Q Zhao, H Zhu, J Song, J Peng, Z Lin, HQ Zhang. Improved data mining for production diagnosis of gas wells with plunger lift through dynamic simulations. SPE Annual Technical Conference and Exhibition, D021S030R001, 2019.
- J Zhu, H Zhu, Q Zhao, W Fu, Y Shi, HQ Zhang. A transient plunger lift model for liquid unloading from gas wells. International Petroleum Technology Conference, D021S047R002, 2019.
- H Zhu, J Zhu, R Rutter, HQ Zhang. A numerical study on erosion model selection and effect of pump type and sand characters in electrical submersible pumps by sandy flow. Journal of Energy Resources Technology 141 (12), 122004, 2019.
- J Zhu, H Zhu, J Zhang, HQ Zhang. A numerical study on flow patterns inside an electrical submersible pump (ESP) and comparison with visualization experiments. Journal of Petroleum Science and Engineering 173, 339-350, 2019.
2018
- J Zhu, HQ Zhang. A review of experiments and modeling of gas-liquid flow in electrical submersible pumps. Energies 11 (1), 180, 2018.
- J Zhu, H Zhu, Z Wang, J Zhang, R Cuamatzi-Melendez, JAM Farfan, .... Surfactant Effect on Air/Water Flow in a Multistage Electrical Submersible Pump (ESP). Experimental Thermal and Fluid Science, 2018.
2017
- J Zhu, X Guo, F Liang, HQ Zhang. Experimental study and mechanistic modeling of pressure surging in electrical submersible pump. Journal of Natural Gas Science and Engineering 45, 625-636, 2017.
- J Zhu, HQ Zhang. Numerical study on electrical-submersible-pump two-phase performance and bubble-size modeling. SPE Production & Operations 32 (03), 267-278, 2017.
2016
- J Zhu, HQ Zhang. Mechanistic modeling and numerical simulation of in-situ gas void fraction inside ESP impeller. Journal of Natural Gas Science and Engineering 36, 144-154, 2016.
- J Zhu, H Banjar, Z Xia, HQ Zhang. CFD simulation and experimental study of oil viscosity effect on multi-stage electrical submersible pump (ESP) performance. Journal of Petroleum Science and Engineering 146, 735-745, 2016.
Research projects
Government-funded projects
| Project | Source | Period |
|---|---|---|
| Deep-sea ESP oil–gas multiphase flow mechanisms and transient multiphase modeling | NSFC General Program | 2025–2028 |
| Gas-production process selection and fine optimization across coal-measure gas stages (sub-task) | National Science and Technology Major Project | 2025–2029 |
| Multiphase flow theory for complex media in ultra-deep wellbores under HTHP | CUP Beijing interdisciplinary frontier exploration grant | 2025–2028 |
| Gas–liquid flow-pattern transition mechanisms and dynamics in high-shear ESP fields | NSFC Young Scientists Fund | 2021–2023 |
| Gas–liquid transport mechanisms in multistage ESPs | CUP Beijing talent start-up fund | 2019–2022 |
Industry-sponsored projects
| Project | Source | Period |
|---|---|---|
| Intelligent ESP Management System V1.0 | PetroChina Dubai Research Institute | 2025 |
| Transient two-phase modeling and module development for horizontal gas wells | PetroChina Research Institute of Petroleum Exploration & Development | 2024–2025 |
| Jet-pump gas-blocking critical conditions and operating-parameter optimization | Bohai Drilling Engineering Technology Research Institute | 2023 |
| Plunger-lift intelligent optimization packaging and multi-parameter downhole plunger tests | PetroChina Research Institute of Petroleum Exploration & Development | 2023 |
| 3D inversion of corrosion defects and quantitative recognition of IMU ILI data | PipeChina Science & Technology Research Institute | 2023 |
| Complex wellbore multiphase modeling coupled with artificial-lift systems | CNPC Science and Technology Research Institute | 2022–2023 |
| Big-data diagnosis of abnormal plunger-lift conditions | PetroChina Research Institute of Petroleum Exploration & Development | 2022–2023 |
| Full-cycle plunger-lift dynamics and intelligent optimization for gas wells | Sinopec shale oil & gas key lab open fund | 2021–2023 |
| Multi-condition ESP wellbore lift-parameter simulation methods | Sinopec Shengli Oilfield | 2021–2022 |
| Applicability analysis and software testing of liquid-loading diagnosis models for vertical and horizontal gas wells | PetroChina Research Institute of Petroleum Exploration & Development | 2021–2022 |
| Testing and refinement of ML-based plunger-lift condition diagnosis | PetroChina Research Institute of Petroleum Exploration & Development | 2020 |
| Plunger-lift anomaly diagnosis, classification and production-data mining (TUALP, University of Tulsa) | eLynx Technologies (USA) | 2018–2020 |
| ESP technology for viscous, emulsified and sandy conditions — development and training (TUALP, University of Tulsa) | Mexican Petroleum Institute (IMP) | 2016–2018 |
Software copyrights
| Software / module | Main functions | Registration / delivery |
|---|---|---|
| Horizontal Gas Well Transient Simulator V1.0 | Drift-flux transient model, OLGA data management, dynamic visualization | Software copyright 2026SR0412776 (2026) |
| Intelligent ESP Management System V1.0(algorithm module) | Condition recognition, fault early warning, life prediction, mechanistic models | PetroChina Dubai Research Institute (2025) |
| ESP multi-condition hydraulic design and performance analysis software v1.0 | Performance prediction for single-phase, viscous, emulsified and gas–liquid conditions | NSFC Young Scientists Fund |
| Intelligent jet-pump condition analysis software | Two-/three-phase calculation, gas-block check, parameter optimization | Bohai Drilling (2023) |
| Plunger-lift anomaly diagnosis program | CNN diagnosis and online diagnosis UI | PetroChina Research Institute of Petroleum Exploration & Development(2023) |
| Gas-well liquid-loading diagnosis model library | 48 liquid-loading models with clustering-based selection | PetroChina Research Institute of Petroleum Exploration & Development(2022) |



Awards
- First Prize, Science and Technology Progress Award, Chinese Nuclear Society (2025), for data-driven key technologies in in-situ leach uranium mining
- Listed in the Elsevier–Stanford World’s Top 2% Scientists (single-year, 2025–2026)
- Honorary Young Editorial Board Member, Petroleum Science (2025)
- Outstanding Reviewer Contribution Award, SPE Journal (2025)
- Outstanding Reviewer Contribution Award, SPE Production & Operations (2022–2024, three consecutive years)