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  • Open Access

    ARTICLE

    Deep Learning-Based Investigation of Multiphase Flow and Heat Transfer in CO2–Water Enhanced Geothermal Systems

    Feng He*, Rui Tan, Songlian Jiang, Chao Qian, Chengzhong Bu, Benqiang Wang

    FDMP-Fluid Dynamics & Materials Processing, Vol.21, No.10, pp. 2557-2577, 2025, DOI:10.32604/fdmp.2025.070186 - 30 October 2025

    Abstract This study introduces a Transformer-based multimodal fusion framework for simulating multiphase flow and heat transfer in carbon dioxide (CO2)–water enhanced geothermal systems (EGS). The model integrates geological parameters, thermal gradients, and control schedules to enable fast and accurate prediction of complex reservoir dynamics. The main contributions are: (i) development of a workflow that couples physics-based reservoir simulation with a Transformer neural network architecture, (ii) design of physics-guided loss functions to enforce conservation of mass and energy, (iii) application of the surrogate model to closed-loop optimization using a differential evolution (DE) algorithm, and (iv) incorporation of economic… More >

  • Open Access

    ARTICLE

    Numerical Modelling of CO2 Plume Evolution and Dissolution in a Stratified Saline Aquifer

    Bohao Wu*, Xiuqi Zhang, Haoheng Liu, Yulong Ji

    FDMP-Fluid Dynamics & Materials Processing, Vol.21, No.10, pp. 2359-2387, 2025, DOI:10.32604/fdmp.2025.067651 - 30 October 2025

    Abstract Geological sequestration of carbon dioxide (CO2) entails the long-term storage of captured emissions from CCUS (Carbon Capture, Utilization, and Storage) facilities in deep saline aquifers to mitigate greenhouse gas accumulation. Among various trapping mechanisms, dissolution trapping is particularly effective in enhancing storage security. However, the stratified structure of saline aquifers plays a crucial role in controlling the efficiency of CO2 dissolution into the resident brine. In this study, a two-dimensional numerical model of a stratified saline aquifer is developed, integrating both two-phase flow and mass transfer dynamics. The model captures the temporal evolution of gas saturation,… More >

  • Open Access

    PROCEEDINGS

    CO2 Migration Monitoring and Leakage Risk Assessment in Deep Saline Aquifers for Geological Sequestration

    Mingyu Cai1,2, Xingchun Li1,2, Kunfeng Zhang1,2,*, Shugang Yang1,2, Shuangxing Liu1,2, Ming Xue1,2

    The International Conference on Computational & Experimental Engineering and Sciences, Vol.33, No.3, pp. 1-2, 2025, DOI:10.32604/icces.2025.010490

    Abstract Deep saline aquifers account for more than 90% of the global theoretical geological CO2 sequestration capacity, making them the dominant choice for large-scale CO2 storage. These aquifers offer vast storage potential, especially in comparison to oil and gas reservoirs, which are often considered for CO2 geological sequestration. Despite their significant storage capacity, deep saline aquifers face several challenges that hinder their practical application. In particular, the lack of adequate geological infrastructure and exploration conditions for deep saline aquifers presents major obstacles to the effective monitoring of CO2 migration and predicting leakage risks. These challenges are compounded by… More >

  • Open Access

    ARTICLE

    CO2 Injection to Mitigate Reservoir Damage in Edge/Bottom-Water Condensate Gas Reservoirs

    Wen Wang1,*, Yulong Zhao1, Bo Li2, Bowen Guan1, Haoran Sun1,3, Tao Zhang1

    FDMP-Fluid Dynamics & Materials Processing, Vol.21, No.9, pp. 2331-2357, 2025, DOI:10.32604/fdmp.2025.068990 - 30 September 2025

    Abstract Condensate gas reservoirs have attracted increasing attention in recent years due to their significant development potential and dual value from both natural gas and condensate oil. However, their exploitation is often hindered by the dual challenges of retrograde condensation and water invasion, which can markedly reduce recovery factors. CO2 injection offers a promising solution by alleviating condensate blockage, suppressing water influx, and simultaneously enabling geological CO2 storage. Accordingly, research on optimizing CO2 injection to mitigate formation damage is critical for the efficient development and management of edge- and bottom-water condensate gas reservoirs. In this study, a long-core… More >

  • Open Access

    ARTICLE

    Unsteady Flow Dynamics and Phase Transition Behavior of CO2 in Fracturing Wellbores

    Zihao Yang1,*, Jiarui Cheng1, Zefeng Li2, Yirong Yang1, Linghong Tang1, Wenlan Wei1

    FDMP-Fluid Dynamics & Materials Processing, Vol.21, No.9, pp. 2149-2176, 2025, DOI:10.32604/fdmp.2025.067739 - 30 September 2025

    Abstract This study presents a two-dimensional, transient model to simulate the flow and thermal behavior of CO2 within a fracturing wellbore. The model accounts for high-velocity flow within the tubing and radial heat exchange between the wellbore and surrounding formation. It captures the temporal evolution of temperature, pressure, flow velocity, and fluid density, enabling detailed analysis of phase transitions along different tubing sections. The influence of key operational and geological parameters, including wellhead pressure, injection velocity, inlet temperature, and formation temperature gradient, on the wellbore’s thermal and pressure fields is systematically investigated. Results indicate that due to… More >

  • Open Access

    ARTICLE

    Ventilation Velocity vs. Airborne Infection Risk: A Combined CFD and Field Study of CO2 and Viral Aerosols

    Chuhan Zhao1,*, Souad Morsli2, Laurent Caramelle3, Mohammed El Ganaoui3

    FDMP-Fluid Dynamics & Materials Processing, Vol.21, No.8, pp. 2001-2025, 2025, DOI:10.32604/fdmp.2025.068093 - 12 September 2025

    Abstract Carbon dioxide (CO2) is often monitored as a convenient yardstick for indoor air safety, yet its ability to stand in for pathogen-laden aerosols has never been settled. To probe the question, we reproduced an open-plan office at full scale (7.2 m 5.2 m 2.8 m) and introduced a breathing plume that carried 4% CO2, together with a polydisperse aerosol spanning 0.5–10 m (1320 particles s−1). Inlet air was supplied at 0.7, 1.4, and 2.1 m s−1, and the resulting fields were simulated with a Realisable – RANS model coupled to Lagrangian particle tracking. Nine strategically placed probes… More >

  • Open Access

    ARTICLE

    Experimental Investigation of Fracture Propagation Induced by Supercritical CO2 in Deep Shale Reservoirs

    Taizhi Shen1, Gang Chen1, Jiang Bai1, Dan Zhang2,*

    FDMP-Fluid Dynamics & Materials Processing, Vol.21, No.8, pp. 1917-1934, 2025, DOI:10.32604/fdmp.2025.067114 - 12 September 2025

    Abstract Deep shale reservoirs are often associated with extreme geological conditions, including high temperatures, substantial horizontal stress differences, elevated closure stresses, and high breakdown pressures. These factors pose significant challenges to conventional hydraulic fracturing with water-based fluids, which may induce formation damage and fail to generate complex fracture networks. Supercritical carbon dioxide (SC-CO2), with its low viscosity, high diffusivity, low surface tension, and minimal water sensitivity, has attracted growing attention as an alternative fracturing fluid for deep shale stimulation. This study presents a series of true triaxial large-scale physical experiments using shale samples from the Longmaxi Formation More >

  • Open Access

    ARTICLE

    Entropy Production and Energy Loss in Supercritical CO2 Centrifugal Compressor

    Senchun Miao1,*, Wenkai Hu1, Jiangbo Wu1, Zhengjing Shen1, Xiaoze Du1,2,*

    FDMP-Fluid Dynamics & Materials Processing, Vol.21, No.7, pp. 1711-1735, 2025, DOI:10.32604/fdmp.2025.062239 - 31 July 2025

    Abstract In Brayton cycle energy storage systems powered by supercritical carbon dioxide (sCO2), compressors are among the most critical components. Understanding their internal flow loss characteristics is, therefore, essential for enhancing the performance of such systems. This study examines the main sCO2 compressor from Sandia Laboratory, utilizing entropy production theory to elucidate the sources and distribution of energy losses both across the entire machine and within its key flow components. The findings reveal that turbulent viscous dissipation is the predominant contributor to total entropy production. Interestingly, while the relative importance of the entropy produced by various sources More >

  • Open Access

    ARTICLE

    Modeling of CO2 Emission for Light-Duty Vehicles: Insights from Machine Learning in a Logistics and Transportation Framework

    Sahbi Boubaker1,*, Sameer Al-Dahidi2, Faisal S. Alsubaei3

    CMES-Computer Modeling in Engineering & Sciences, Vol.143, No.3, pp. 3583-3614, 2025, DOI:10.32604/cmes.2025.063957 - 30 June 2025

    Abstract The transportation and logistics sectors are major contributors to Greenhouse Gase (GHG) emissions. Carbon dioxide (CO2) from Light-Duty Vehicles (LDVs) is posing serious risks to air quality and public health. Understanding the extent of LDVs’ impact on climate change and human well-being is crucial for informed decision-making and effective mitigation strategies. This study investigates the predictability of CO2 emissions from LDVs using a comprehensive dataset that includes vehicles from various manufacturers, their CO2 emission levels, and key influencing factors. Specifically, six Machine Learning (ML) algorithms, ranging from simple linear models to complex non-linear models, were applied under… More >

  • Open Access

    COMMUNICATIONS

    Sustainable Circulating Energy System for Carbon Capture Usage and Storage (CCUS)

    Kenji Sorimachi1,2,*, Toshinori Tsukada3, Hossam A. Gabbar4

    Energy Engineering, Vol.122, No.6, pp. 2177-2185, 2025, DOI:10.32604/ee.2025.064975 - 29 May 2025

    Abstract Recently, we developed an innovative CO2 capture and storage method based on simple chemical reactions using NaOH and CaCl2. In this technology, it was newly found that the addition of CO2 gas produced CaCO3 (limestone) in the solution of NaOH and CaCl2 at less than 0.2 N NaOH, while at more than 0.2 N NaOH, Ca(OH)2 formation occurred merely without CO2. The present study has been designed to develop an integrated system in which the electrolysis unit is combined with the CO2 fixation unit. As the electrolysis of NaCl produces simultaneously not only electricity but also H2 and Cl2, the… More > Graphic Abstract

    Sustainable Circulating Energy System for Carbon Capture Usage and Storage (CCUS)

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