Recent Developments in Enhanced Oil Recovery (EOR) Processes

A special issue of Processes (ISSN 2227-9717). This special issue belongs to the section "Energy Systems".

Deadline for manuscript submissions: 31 August 2025 | Viewed by 3809

Special Issue Editor


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Guest Editor
Department of Petroleum and Chemical Engineering, College of Engineering, Sultan Qaboos University, Muscat, Oman
Interests: enhanced oil recovery; reservoir modelling and simulation; carbon storage

Special Issue Information

Dear Colleagues,

The global demand for energy continues to rise, driven by increasing populations and economic growth. This demand places a significant strain on traditional oil production methods, which are often limited by declining reservoir pressures and the presence of challenging geological formations. Enhanced Oil Recovery (EOR) techniques offer a crucial solution to this challenge, maximizing oil production beyond traditional primary and secondary recovery methods. EOR technologies involve injecting fluids, gases, or heat into reservoirs to mobilize and extract additional oils that would otherwise remain trapped. These techniques are becoming increasingly essential for unlocking the full potential of existing oilfields and for extending their productive life.

This Special Issue will highlight cutting-edge research in EOR, focusing on the latest advancements in experimental studies, modeling and simulation, AI, and innovative equipment development.

We invite researchers to contribute articles exploring various aspects of EOR, including, but not limited to, the following:

  • Smart water flooding;
  • Nanotechnology in EOR;
  • CO2-EOR;
  • Microbial EOR;
  • Low-salinity water flooding;
  • EOR in shale reservoirs;
  • Artificial intelligence (AI) in EOR;
  • Hybrid EOR techniques;
  • EOR for heavy oil;
  • Environmentally friendly EOR.

This Special Issue will showcase the latest breakthroughs in EOR, paving the way for a more sustainable and efficient future in energy. We encourage researchers to submit their work to contribute to this critical area of research.

Dr. Alireza Kazemi
Guest Editor

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Keywords

  • smart water flooding
  • nanotechnology
  • CO2 injection
  • microbial EOR
  • low-salinity flooding
  • shale EOR
  • AI in EOR
  • hybrid techniques
  • heavy oil EOR
  • environmentally friendly EOR

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Published Papers (4 papers)

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Research

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18 pages, 3505 KiB  
Article
Reservoir Surrogate Modeling Using U-Net with Vision Transformer and Time Embedding
by Alireza Kazemi and Mohammad Esmaeili
Processes 2025, 13(4), 958; https://doi.org/10.3390/pr13040958 - 24 Mar 2025
Viewed by 355
Abstract
Accurate and efficient modeling of subsurface flow in reservoir simulations is essential for optimizing hydrocarbon recovery, enhancing water management strategies, and informing critical decision-making processes. However, traditional numerical simulation methods face significant challenges due to their high computational cost and limited scalability in [...] Read more.
Accurate and efficient modeling of subsurface flow in reservoir simulations is essential for optimizing hydrocarbon recovery, enhancing water management strategies, and informing critical decision-making processes. However, traditional numerical simulation methods face significant challenges due to their high computational cost and limited scalability in handling large-scale models with uncertain geological parameters, such as permeability distributions. To address these limitations, we propose a novel deep learning-based framework leveraging a conditional U-Net architecture with time embedding to improve the efficiency and accuracy of reservoir data assimilation. The U-Net is designed to train on permeability maps, which encode the uncertainty in geological properties, and is trained to predict high-resolution saturation and pressure maps at each time step. By utilizing the saturation and pressure maps from the previous time step as inputs, the model dynamically captures the spatiotemporal dependencies governing multiphase flow processes in reservoirs. The incorporation of time embeddings enables the model to maintain temporal consistency and adapt to the sequential nature of reservoir evolution over simulation periods. The proposed framework can be integrated into a data assimilation loop, enabling efficient generation of reservoir forecasts with reduced computational overhead while maintaining high accuracy. By bridging the gap between computational efficiency and physical accuracy, this study contributes to advancing the state of the art in reservoir simulation. The model’s ability to generalize across diverse geological scenarios and its potential for real-time reservoir management applications, such as optimizing production strategies and history matching, underscores its practical relevance in the oil and gas industry. Full article
(This article belongs to the Special Issue Recent Developments in Enhanced Oil Recovery (EOR) Processes)
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Review

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18 pages, 1269 KiB  
Review
Exploration and Application of Natural Gas Injection, Water Injection and Fracturing Technologies in Low-Permeability Reservoirs in China
by Xiaoliang Zhao and Xingyan Qi
Processes 2025, 13(3), 855; https://doi.org/10.3390/pr13030855 - 14 Mar 2025
Viewed by 479
Abstract
This article provides an overview of low-permeability reservoir development technologies, including carbon dioxide injection, nitrogen injection, air injection, natural gas injection, water injection (unstable water injection, advanced water injection), water–gas alternating injection, and hydraulic fracturing (hydraulic fracturing, repeated fracturing). These technologies have their [...] Read more.
This article provides an overview of low-permeability reservoir development technologies, including carbon dioxide injection, nitrogen injection, air injection, natural gas injection, water injection (unstable water injection, advanced water injection), water–gas alternating injection, and hydraulic fracturing (hydraulic fracturing, repeated fracturing). These technologies have their own strengths and weaknesses in improving crude oil recovery and are significantly constrained by reservoir characteristics. This article uses specific cases such as the increase in CO2 injection pressure in Yaoyingtai oilfield, which significantly improves recovery rate, nitrogen injection in Zhongyuan oilfield, which increases adjacent well production and single-well recovery rate, air injection in a certain block of Changqing oilfield, natural gas injection in Yushulin oilfield, which has the best effect under specific pressure, as well as the effects and problems of water injection technology, the increasing production effect, and potential risks of hydraulic fracturing, to deeply analyze the application effectiveness and influencing factors of various technologies. Through comparative analysis, it can be concluded that CO2 injection has corrosion and gas channeling problems, nitrogen injection is limited by solubility, oxygen consumption in air injection is affected by temperature and pressure, natural gas injection is constrained by reservoir structure, water injection technology is unstable and difficult to determine timings, and fracturing technology faces difficulties in energy replenishment and time determination. Therefore, optimizing and applying these technologies rationally is of great significance for the efficient development of low-permeability reservoirs. Full article
(This article belongs to the Special Issue Recent Developments in Enhanced Oil Recovery (EOR) Processes)
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30 pages, 6531 KiB  
Review
Water Inflow Controller Devices as a Solution for Production for Mature Oil Fields: A Literature Review
by Miguel Asuaje, Nicolas Rincón, Nicolas Ratkovich, Andres Pinilla and Ricardo Nieto
Processes 2025, 13(1), 144; https://doi.org/10.3390/pr13010144 - 7 Jan 2025
Viewed by 1322
Abstract
The energy transition demands innovative solutions for efficient and sustainable oil and gas production, particularly for heavy and extra-heavy crude. A significant challenge in these operations is the excessive production of water, which increases operational costs and environmental impact. This paper reviews the [...] Read more.
The energy transition demands innovative solutions for efficient and sustainable oil and gas production, particularly for heavy and extra-heavy crude. A significant challenge in these operations is the excessive production of water, which increases operational costs and environmental impact. This paper reviews the application of mechanical water control devices to optimize water management in heavy oil fields. By analyzing over 3140 documents, only a final total of 42 previous peer-reviewed articles were considered, where 58% sought to understand and optimize water flow from the reservoir to the well mainly by well simulation; 19% studied the implementation cases in the fields, highlighting the success cases; 16% mentioned CFD and other simulations tools; and 7% are related to these devices. While simulation studies have been widely employed, there is a need for more comprehensive field implementations and data-driven insights. This paper aims to contribute to the advancement of water management techniques, ultimately enhancing the sustainability and profitability of heavy oil production, emphasizing the most significant findings. Full article
(This article belongs to the Special Issue Recent Developments in Enhanced Oil Recovery (EOR) Processes)
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25 pages, 4149 KiB  
Review
Advances and Factors Influencing In Situ Combustion Effectiveness: A Review
by Zhenye Liu, Bo Wang, Shuangchun Yang and Chao Tian
Processes 2025, 13(1), 130; https://doi.org/10.3390/pr13010130 - 6 Jan 2025
Viewed by 954
Abstract
In situ combustion, as a technology for improving oil recovery efficiency, faces technical and economic challenges. Fire-driven oil recovery technology is renowned for its significant technical advantages, including wide reservoir applicability, efficient crude oil recovery rate, and lower extraction costs. It is particularly [...] Read more.
In situ combustion, as a technology for improving oil recovery efficiency, faces technical and economic challenges. Fire-driven oil recovery technology is renowned for its significant technical advantages, including wide reservoir applicability, efficient crude oil recovery rate, and lower extraction costs. It is particularly suitable for the recovery of high viscosity petroleum resources such as heavy oil and oil sands. However, due to the complexity of the fire-driven mechanism, there are still many problems in the engineering design of fire-driven reservoirs. In particular, the lack of intuitive and accurate understanding of the combustion and fire-driven process in the reservoir makes it difficult to take effective means to accurately judge the underground combustion conditions, monitoring and control of the fire-driven leading edge. This paper reviews the effects of permeability, oil saturation, gas injection rate, injection and extraction well spacing, and reservoir thickness. These findings can help to improve the stability and efficiency of fire-driven technology so as to realise better mining results in practical applications. Full article
(This article belongs to the Special Issue Recent Developments in Enhanced Oil Recovery (EOR) Processes)
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