目录
姓 名 张凯
出生年月 1980年4月 性别
单位 石油工程学院
职称 教授
Email
导师类型 博、硕导 兼职
研究方向
研究方向
油气田开发、智能油田开发理论、非常规资源开发
承担科研项目(近三年)
项目名称开始日期结项日期项目级别
多油藏类型油藏数值模拟一体化软件平台 2022-01-01 2024-12-31 校级
川中北部采气管理处生产系统过程危险性分析(PHA) 2022-02-01 2023-12-31 横向
2021年与中国石油大学(华东)大庆井下作业安全生产管理控制系统研究二期技术服务合同 2022-02-01 2022-07-01 横向
井下作业队伍考评体系与智能分析 2022-05-12 2022-10-30 横向
低渗透油藏分层注采流动模拟研究 2022-09-22 2023-05-30 横向
采油作业一体化智能决策支持系统研究-2022 2022-11-27 2023-09-01 横向
大庆油田智能化井下作业井场监控平台 2022-12-31 2023-12-22 横向
基于强化学习的离线-在线交互式油藏开发生产实时优化方法 2023-01-01 2026-12-31 国家级
基于数据与物理框架下的油藏离线建模算法研究服务 2023-02-06 2024-02-06 横向
油井多层合采产量自动劈分建模方法研究 2023-08-20 2024-08-31 横向
山东省国家级领军人才配套支持(张凯科研经费部分) 2023-10-01 2027-12-31 其他
基于大数据的连通性定量表征及注采优化方法研究 2023-10-28 2024-12-30 横向
油田综合潜力评价体系研究 2023-11-23 2024-08-31 横向
多井条件下注采耦合水驱波及影响因素测试 2023-12-07 2024-10-25 横向
油藏开发智能实时优化 2024-01-01 2028-12-31 国家级
基于可解释性神经网络的函数逼近方法研究 2024-01-01 2026-12-31 省部级
2023年长宁页岩气田PHA过程危害分析技术服务合同 2024-03-22 2024-12-31 横向
非均质多孔介质多相复杂流动的人工智能研究 2024-03-29 2027-03-28 省部级
油气藏生成式表征与数值模拟智能代理 2024-04-01 2030-12-31 国家级
油藏立体调控优化与流场可视化软件开发试制技术服务 2024-04-26 2024-06-01 横向
井下作业管理系统优化完善及测试 2024-05-20 2024-12-31 横向
套管钻井井网重构技术研究与工程应用 2024-10-01 2025-12-15 横向
深层油气藏复杂系统智能仿真代理与实时优化决策 2025-01-01 2026-12-31 国家级
获得科研奖励(近三年)
奖励名称批准部门时间等级级别本人位次
水驱油藏开发智能注采优化关键技术及应用 中国商业联合会 2023 1 1 8
发表科研论文(近三年)
论文题目发表时间刊物名称卷期
A distributed surrogate system assisted differential evolutionary algorithm for computationally expensive history matching problems 2022 Journal of Petroleum Science and Engineering 210
Fourier Neural Operator for Solving Subsurface Oil-water Two-phase Flow Partial Differential Equation 2022 SPE Journal 27(03)
Training effective deep reinforcement learning agents for real-time life-cycle production optimization 2022 Journal of Petroleum Science and Engineering 208
The prediction of reservoir production based proxy model considering spatial data and vector data 2022 Journal of Petroleum Science and Engineering 208
Surrogate-reformulation-assisted multitasking knowledge transfer for production optimization 2022 Journal of Petroleum Science and Engineering 208
Dynamic production optimization based on transfer learning algorithms 2022 Journal of Petroleum Science and Engineering 208
Multi-view learning for hyperspectral image classification: An overview 2022 Neurocomputing 500
DMH-FSL: Dual-Modal Hypergraph for Few-Shot Learning 2022 Neural Processing Letters 54
Multiorder Interaction Information Embedding-Based Multiview Fusion-Aided Hyperspectral Image Classification 2022 IEEE Geoscience and Remote Sensing Letters 19
Sensitivity Analysis of Takagi-Sugeno Fuzzy Neural Network 2022 Information Sciences 582
Effect of hydraulic fracture deformation hysteresis on CO2 huff-n-puff performance in shale gas reservoirs 2022 JOURNAL OF ZHEJIANG UNIVERSITY-SCIENCE A 24(1)
Accurate Prediction of Permeability in Porous Media: Extension of Pore Fractal Dimension to Throat Fractal Dimension 2022 FRACTALS-COMPLEX GEOMETRY PATTERNS AND SCALING IN NATURE AND SOCIETY 30(03)
Nano-scale multicomponent hydrocarbon thermodynamic transport mechanisms in shale oil reservoir 2022 Journal of Petroleum Science and Engineering 219
Nano-scale Wetting Film Impact on Multiphase Transport Properties in Porous Media 2022 Transport in Porous Media
Upscaling of Transport Properties in Complex Hydraulic Fracture Systems 2022 SPE Journal
Understanding gas transport mechanisms in shale gas reservoir: Pore network modelling approach 2022 Advances in Geo-Energy Research 6(4)
页岩有机质纳米孔隙气体吸附与流动规律研究 2022 力学学报 53(8)
Pore-scale simulation of gas-water two-phase flow in volcanic gas reservoir based on Volume of Fluid method 2022 Journal of Natural Gas Science and Engineering 106
A method for pore-scale simulation of single-phase shale oil flow based on three-dimensional digital cores with hybrid mineral phases 2022 Physics of Fluids 34(6)
Multi-scale reconstruction of porous media from low-resolution core images using conditional generative adversarial networks 2022 Journal of Natural Gas Science and Engineering 99
Effect of Pore Structure and Capillary Number on Gas-Water Flow Patterns in Carbonate Rocks 2022 SPE Journal 27(04)
A novel hybrid recurrent convolutional network for surrogate modeling of history matching and uncertainty quantification 2022 Journal of Petroleum Science and Engineering 210
Co-Learning for Few-Shot Learning 2022 Neural Processing Letters 54
A vector-to-sequence based multilayer recurrent network surrogate model for history matching of large-scale reservoir 2022 Journal of Petroleum Science and Engineering 214
Historical Window Enhanced Transfer Gaussian Process for Production Optimization 2022 SPE Journal SPE-209813-PA
An Enhanced Competitive Swarm Optimizer With Strongly Convex Sparse Operator for Large-Scale Multiobjective Optimization 2022 IEEE Transactions on Evolutionary Computation 26(5)
Data-Driven Proxy Modeling of Water Front Propagation in Porous Media 2022 International Journal of Computational Fluid Dynamics 36(6)
An Evolutionary Sequential Transfer Optimization Algorithm for Well Placement Optimization Based on Task Characteristics 2022 SPE Journal SPE-212870-PA
Highly Accurate Oil Production Forecasting under Adjustable Policy by a Physical Approximation Network 2022 Energy Reports 8
Deep reinforcement learning and adaptive policy transfer for generalizable well control optimization 2022 Journal of Petroleum Science and Engineering 217
Reservoir Characterization and Productivity Forecast Based on Knowledge Interaction Neural Network 2022 Mathematics 10(9)
Flow Field Description and Simplification Based on Principal Component Analysis Downscaling and Clustering Algorithms 2022 Frontiers in Earth Science 9
Fault diagnosis method for sucker rod well with few shots based on meta-transfer learning 2022 Journal of Petroleum Science and Engineering 212
A radial basis function surrogate model assisted evolutionary algorithm for high-dimensional expensive optimization problems 2022 Applied Soft Computing 116
A novel method for trajectory recognition and working condition diagnosis of sucker rod pumping systems based on high-resolution representation learning 2022 Journal of Petroleum Science and Engineering 218
Unsupervised feature selection via adaptive autoencoder with redundancy control 2022 Neural Networks 150
Bilateral Sensitivity Analysis: A Better Understanding of a Neural Network and Its Application to Reservoir Engineering 2022 International Journal of Machine Learning and Cybernetics 13
A divide-and-conquer optimization paradigm for waterflooding production optimization 2022 Journal of Petroleum Science and Engineering 211
Nonstationary Fuzzy Neural Network Based on FCMnet Clustering and a Modified CG Method with Armijo-type Rule 2022 Information Sciences 608
Interpretable Neural Networks and Their Application to Inferring Inter-well Connectivity 2022 Asia Conference on Algorithms, Computing and Machine Learning
A Cluster-Based Competitive Particle Swarm Optimizer with a Sparse Trunction Operator for Multi-Objective Optimization 2022 Swarm and Evolutionary Computation 71
Numerical Simulation of the Wormhole Propagation in Fractured Carbonate Rocks during Acidization Using a Thermal-Hydrologic-Mechanics-Chemical Coupled Model 2022 Water 14(24)
Waterflooding Interwell Connectivity Characterization and Productivity Forecast with Physical Knowledge Fusion and Model Structure Transfer 2023 Water 15(2)
An Automatic Data Augmentation Method for Working Condition Diagnosis of Rod Pumping Systems Based on Teacher Knowledge 2023 Sustainability 15(1)
A transfer learning framework for well placement optimization based on denoising 2023 Geoenergy Science and Engineering 222
A Hybrid Algorithm Based on State-Adaptive Slime Mold Model and Fractional-Order Ant System for the Travelling Salesman Problem 2023 Complex & Intelligent Systems
Fractional Approximation of Broad Learning System 2023 IEEE Transactions on Cybernetics 35622792
An Adaptive Neuro-Fuzzy System with Integrated Feature Selection and Rule Extraction for High-Dimensional Classification Problems 2023 IEEE TRANSACTIONS ON FUZZY SYSTEMS
An Interpretable Recurrent Neural Network for Waterflooding Reservoir Flow Disequilibrium Analysis 2023 Water 15(4)
Reservoir automatic history matching Methods, challenges, and future directions 2023 Advances in Geo-Energy Research 7
Simulating dynamics of pressure and fluid saturation at grid-scale by a deep learning-based surrogate reservoir modeling based on a fast-supply hybrid database and developing preliminary insights for future gas hydrate exploitations in China 2023 Geoenergy Science and Engineering 222
Deep Conditional Generative Adversarial Network Combined With Data-Space Inversion for Estimation of High-Dimensional Uncertain Geological Parameters 2023 Water Resources Research 59(3)
A local parameterization-based probabilistic cooperative coevolutionary algorithm for history matching 2023 Mathematical Geosciences 暂无
Diagnosis of pumping machine working conditions based on transfer learning and ViT model 2023 Geoenergy Science and Engineering 226
Towards efficient and accurate CO2 sequestration optimization: Integrating hierarchical spatio-temporal information into deep-learning-based surrogate models 2023 Fuel 356:129343
Adaptive Basis Function Selection Enhanced Multisurrogate-Assisted Evolutionary Algorithm for Production Optimization 2023 SPE Journal SPE-217432-PA
Multi-surrogate framework with an adaptive selection mechanism for production optimization 2023 Petroleum Science 暂无分配
Hierarchical optimization of reservoir development strategy based on reinforcement learning 2023 Geoenergy Science and Engineering Volume 226, July 2023, 211678
Progress and Challenges of Integrated Machine Learning and Traditional Numerical Algorithms: Taking Reservoir Numerical Simulation as an Example 2023 Mathematics 11(21)
Inversion Framework of Reservoir Parameters Based on Deep Autoregressive Surrogate and Continual Learning Strategy 2023 SPE Journal SPE215821
A physics-informed convolutional neural network for the simulation and prediction of two-phase Darcy flows in heterogeneous porous media 2023 Journal of Computational Physics 477
An efficient infill well placement optimization approach for extra-low permeability reservoir 2023 JOURNAL OF ENERGY RESOURCES TECHNOLOGY-TRANSACTIONS OF THE ASME 145
Imbalanced Working States Recognition of Sucker Rod Well Dynamometer Cards Based on Data Generation and Diversity Augmentation 2023 SPE Journal SPE-214661-PA
A physics-guided autoregressive model for saturation sequence prediction 2023 Geoenergy Science and Engineering 221
出版著作
著作名称著作类别出版时间出版社
智能油田理论及其应用 2018-08-01 中国石油大学(华东)
获得荣誉称号
称号名称授予单位授予时间
国家优秀青年科学基金入选者 科技部 2017
山东省杰出青年科学基金 山东省科技厅 2018
孙越崎青年科技奖 孙越崎基金会 2019
泰山学者特聘专家 山东省人民政府 2019
学术兼职
学术兼职类型学术兼职职务
学会任职 中国力学学会渗流力学专业组青年委员会副主任
学术期刊任职 《中国石油大学学报(自然科学版)》编委
学术期刊任职 Topic Editor
学会任职 山东岩石力学与工程协会副理事长
学会任职 中国力学学会流体力学专委会委员
学会任职 中国能源学会石油天然气专家组委员
学会任职 中国石油学会青年工作委员会委员