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Retrofitting Low Carbon Aviation Fuels Processes From Natural Gas to Renewables Energy-Based Systems 从天然气到可再生能源系统的低碳航空燃料工艺改造
IF 2.8 4区 环境科学与生态学 Q3 ENERGY & FUELS Pub Date : 2025-04-12 DOI: 10.1002/ghg.2340
Yasmin Abdelkarim, Tagwa Musa, Mohamed S. Challiwala, Tala Katbeh, Hanif Choudhury, Mahmoud El-Halwagi, Nimir O. Elbashir

The aviation sector's dependence on high-energy-density fuels presents a challenge for decarbonization. This study evaluates the economic and environmental feasibility of retrofitting a gas-to-liquid (GTL) plant for low carbon aviation fuel (LCAF) production using solar electrification, an advanced reformer unit (CARGEN), and a hybrid configuration integrating both. The solar scenario achieved a 30% reduction in indirect emissions, lowering carbon intensity (CI) from 554.3 to 390.8 g CO2 eq/bbl, but remains economically unviable without carbon credits above $185/t. The CARGEN retrofit, which recycles CO2 into 2743 t/day multi-walled carbon nanotubes (MWCNTs), reverses net emissions and maintains strong profitability at moderate natural gas (NG) prices. The hybrid scenario achieved a net-negative total CI of −138.9 g CO2 eq/bbl, surpassing Carbon Offsetting and Reduction Scheme for International Aviation (CORSIA) targets and emerging as the most effective decarbonization strategy. Techno-economic analysis revealed that the LCAF production costs are highly sensitive to NG price fluctuations. At $3.36/MMBtu, the levelized cost of fuel (LCOF) ranges from $76.1/bbl (base case) to $257.8/bbl (hybrid). The hybrid scenario, despite higher capital expenditure (CAPEX) and operating expenditure (OPEX), remains the most viable long-term strategy, ensuring economic resilience through stable CO2 reduction costs and diversified revenue streams. However, at $7/MMBtu, its payback period exceeds 12 years under the $15/kg MWCNT pricing assumption and the highest carbon credit of $185/t, highlighting the need for policy incentives to ensure commercial scalability. This study presents a scalable model for decarbonizing aviation fuel production, aligning with global sustainability goals by integrating renewable energy and advanced CO2 utilization technologies.

航空业对高能量密度燃料的依赖对脱碳提出了挑战。本研究评估了利用太阳能电气化、先进转化装置(CARGEN)和将两者整合在一起的混合配置改造气转液(GTL)工厂以生产低碳航空燃料(LCAF)的经济和环境可行性。太阳能方案实现了30%的间接排放减少,将碳强度(CI)从554.3 g CO2当量/桶降低到390.8 g CO2当量/桶,但如果碳信用额不超过185美元/吨,在经济上仍然不可行。CARGEN改造将二氧化碳回收为2743吨/天的多壁碳纳米管(MWCNTs),扭转了净排放,并在天然气(NG)价格适中的情况下保持了强劲的盈利能力。混合方案实现了- 138.9 g CO2当量/桶的净负总CI,超过了国际航空碳抵消和减排计划(CORSIA)的目标,成为最有效的脱碳策略。技术经济分析表明,LCAF生产成本对天然气价格波动高度敏感。在3.36美元/百万英热时,燃料平准化成本(LCOF)从76.1美元/桶(基本工况)到257.8美元/桶(混合工况)不等。尽管资本支出(CAPEX)和运营支出(OPEX)较高,但混合方案仍然是最可行的长期战略,通过稳定的二氧化碳减排成本和多样化的收入来源确保经济弹性。然而,在每公斤15美元的MWCNT定价假设和最高185美元/吨的碳信用下,其7美元/MMBtu的投资回收期超过12年,这突出了政策激励以确保商业可扩展性的必要性。本研究提出了一个可扩展的航空燃料生产脱碳模型,通过整合可再生能源和先进的二氧化碳利用技术,与全球可持续发展目标保持一致。
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引用次数: 0
Integrated Carbon Capture and Storage Strategies in Hard-to-Abate Industries for Achieving Vietnam's Net Zero by 2050 到2050年实现越南净零碳排放的综合碳捕获和储存战略
IF 2.8 4区 环境科学与生态学 Q3 ENERGY & FUELS Pub Date : 2025-04-07 DOI: 10.1002/ghg.2341
Hai T. Nguyen

This study evaluates the potential of carbon capture and storage (CCS) as a key strategy for reducing industrial emissions, focusing on integrating CCS within these industries to help Vietnam meet its decarbonization goals. Key objectives include assessing the feasibility of CCS across various sectors, mapping CO2 source–sink networks, and proposing the creation of CCS hubs supported by Vietnam's geological storage resources. Notably, this research explores the integration of blue hydrogen production within CCS infrastructure, leveraging Vietnam's natural gas reserves to establish a low-carbon hydrogen economy. By drawing on international CCS case studies and assessing Vietnam's unique geological and industrial landscape, this study provides a strategic framework that can guide Vietnam's path toward a sustainable, net zero future. © 2025 Society of Chemical Industry and John Wiley & Sons, Ltd.

本研究评估了碳捕集与封存(CCS)作为减少工业排放的关键战略的潜力,重点是将CCS整合到这些行业中,以帮助越南实现其脱碳目标。主要目标包括评估CCS在各个部门的可行性,绘制二氧化碳源汇网络,并建议建立由越南地质储存资源支持的CCS中心。值得注意的是,本研究探讨了在CCS基础设施内整合蓝色氢生产,利用越南的天然气储量建立低碳氢经济。通过借鉴国际CCS案例研究和评估越南独特的地质和工业景观,本研究提供了一个战略框架,可以指导越南走向可持续的净零未来。©2025化学工业协会和John Wiley &;儿子,有限公司
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引用次数: 0
From Site Selection to Characterization: Assessment of Potential Reservoirs in the Lurestan Basin of Iran for Carbon Sequestration 从选址到表征:伊朗Lurestan盆地潜在储层固碳能力评价
IF 2.8 4区 环境科学与生态学 Q3 ENERGY & FUELS Pub Date : 2025-04-06 DOI: 10.1002/ghg.2339
Pegah Dinani, Sabina Bigi, Stan E. Beaubien, Alessia Conti, Seyed Ali Moallemi, Fabio Trippetta, Behzad Tokhmechi

The increasing global focus on carbon sequestration underscores the need for comprehensive CO2 storage atlases, extending beyond Europe and America to other countries that are significant contributors to carbon dioxide emissions. This article addresses this imperative by examining the CO2 storage potential in the Lurestan area of Iran, with a specific focus on static reservoir modelling and capacity calculation. Our approach involves evaluating potential reservoirs for carbon sequestration using seismic data and well logs followed by site ranking using the Analytic Hierarchy Process (AHP) technique. An in-depth evaluation was then performed on the highest ranking available reservoir. This included construction of a 3D geological model based on integrated well log and seismic data followed by population of the defined reservoir and seal layers with crucial properties based on available well logs. Finally, reservoir storage capacity was estimated using a volumetric approach.

全球对碳封存的日益重视突出表明需要建立全面的二氧化碳储存地图集,并将其范围从欧洲和美洲扩展到二氧化碳排放的其他主要国家。本文通过研究伊朗Lurestan地区的二氧化碳储存潜力来解决这一问题,并特别关注静态油藏建模和容量计算。我们的方法包括利用地震数据和测井资料评估潜在的碳封存储层,然后使用层次分析法(AHP)对储层进行排序。然后对最高级的可用储层进行了深度评价。这包括基于综合测井和地震数据构建三维地质模型,然后根据可用的测井数据确定已定义的储层和具有关键属性的密封层。最后,利用体积法估算了水库的库容。
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引用次数: 0
Cementless Aggregate From Industrial Solid Wastes: Optimization Preparation and Environmental Impact Assessment 工业固体废弃物无水泥骨料:优化制备及环境影响评价
IF 2.8 4区 环境科学与生态学 Q3 ENERGY & FUELS Pub Date : 2025-04-03 DOI: 10.1002/ghg.2336
Xiangbo Zou, Kai Xiong, Wei Zhao, Yafang Li, Dequn Ma, Chuangting Chen, Zhenwei Yi, Tao Wang

To address the issues of high density and low strength in traditional non-fired lightweight aggregates, using CO2 mineralization curing can effectively enhance product performance and synergistically utilize industrial solid waste and CO2. CO2 mineralization curing significantly improves the cylindrical compressive strength of lightweight aggregates (6.8 MPa), reduces the water absorption rate (6.83%), and achieves a suitable bulk density (896 kg/m3). By analyzing the carbonation rate of different particle sizes through gas–solid reaction kinetics, it was found that the rate curve of mineralization curing for lightweight aggregate samples better fits the three-dimensional diffusion model, with smaller particles exhibiting a higher carbonation rate. Microscopic characterization analysis revealed that the primary mineralization product is calcium carbonate, which is present in the form of calcite. Higher curing temperatures and prolonged durations may result in decalcification within the lightweight aggregates. Moreover, the calcium carbonate particles produced during the carbonation process can cause expansion of the internal structure of the lightweight aggregates, leading to a decline in the mechanical properties of the product. The life cycle carbon emissions for each ton of steam-cured lightweight aggregate are 105.821 kg, whereas the life cycle carbon emissions for CO2 mineralized lightweight aggregates are only −1.879 kg, making this method beneficial for clean production and solving significant problems in actual production. © 2025 Society of Chemical Industry and John Wiley & Sons, Ltd.

针对传统非烧制轻骨料密度大、强度低的问题,采用CO2矿化固化可以有效提高产品性能,实现工业固体废弃物与CO2的协同利用。CO2矿化养护显著提高了轻质集料的圆柱抗压强度(6.8 MPa),降低了吸水率(6.83%),获得了合适的容重(896 kg/m3)。通过气固反应动力学分析不同粒径颗粒的碳化速率,发现轻骨料矿化固化速率曲线更符合三维扩散模型,颗粒越小,碳化速率越高。显微表征分析表明,原生矿化产物为碳酸钙,以方解石形式存在。较高的养护温度和较长的养护时间可能导致轻骨料中的脱钙。此外,碳化过程中产生的碳酸钙颗粒会使轻质集料内部结构膨胀,导致产品力学性能下降。每吨蒸汽固化轻骨料的全生命周期碳排放量为105.821 kg,而CO2矿化轻骨料的全生命周期碳排放量仅为- 1.879 kg,有利于清洁生产,解决了实际生产中的重大问题。©2025化学工业协会和John Wiley &;儿子,有限公司
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引用次数: 0
Molecular Insight Into the Replacement Behavior of CO2CH4 Hydrate in Porous Media: Implications for CH4 Recovery and CO2 Storage CO2 - CH4水合物在多孔介质中的替代行为:对CH4回收和CO2储存的影响
IF 2.8 4区 环境科学与生态学 Q3 ENERGY & FUELS Pub Date : 2025-03-21 DOI: 10.1002/ghg.2337
Xuemin Zhang, Yetao Zhang, Tingting Huang, Tao Shao, Hongbin Song, Wenqiang Cui, Jinping Li, Qingbai Wu, Peng Zhang

CO2 replacement method is an auspicious method for the CH4 extraction from gas hydrate and the CO2 geological storage into sediments. The replacement of CO2CH4 hydrate in porous medium system is jointly affected by many factors such as heat transfer, mass transfer, and reaction. It is of great significance to deeply understand the mechanism and dynamics of different factors influencing the replacement characteristics of CO2CH4 hydrate in porous media. In this study, the molecular dynamics simulation method was employed to study the replacement characteristics and kinetic process of CO2CH4 hydrate in porous medium system with varying conditions expecting to offer significant theoretical direction and a point of reference for the CO2 replacement method of natural gas hydrate extraction in permafrost regions in reality. The quantitative influence and internal mechanism of different factors on the replacement process of CO2CH4 hydrate were revealed. The results show that, in the porous medium system, when the temperature was ranged of 265–270 K and the pressure was ranged of 10–20 MPa, the replacement effect of CO2CH4 hydrate is the best under the initial concentration of CO2 of 100%. It was further indicated that the replacement effect is appropriate when the initial concentration of CO2 was ranged of 40%–60% under the case of 265 K and 10 MPa. Moreover, the result also indicated that the effects of some certain factors, including temperature, pressure, and initial concentration of CO2 on the replacement process of CO2CH4 hydrate, exist slightly different. Owing to the adsorption effect of porous media on CO2 molecules, it reduced the replacement efficiency between CO2CH4 hydrate. Additionally, the initial concentration of CO2 imposed a more significant influence on the replacement of CO2CH4 hydrate in porous medium system considering the adsorption effect of porous. It does not mean that the higher the initial concentration of CO2, the better the replacement effect of hydrate. The diffusion capacity of CO2 depends on the concentration of H2O molecules and the adsorption effect of porous media.

CO2置换法是天然气水合物中CH4提取和CO2地质储存到沉积物中的有利方法。多孔介质体系中CO2 - CH4水合物的置换受传热、传质、反应等多种因素共同影响。深入了解不同因素影响CO2 - CH4水合物在多孔介质中置换特性的机理和动力学具有重要意义。本研究采用分子动力学模拟方法,研究不同条件下多孔介质体系中CO2 - CH4水合物的置换特征及动力学过程,以期为现实中多年冻土层天然气水合物提取CO2置换方法提供重要的理论指导和参考点。揭示了不同因素对CO2 - CH4水合物置换过程的定量影响及其内在机理。结果表明:在多孔介质体系中,当温度为265 ~ 270 K,压力为10 ~ 20 MPa时,CO2初始浓度为100%时,CO2 - CH4水合物的替代效果最好;进一步表明,在265 K、10 MPa条件下,初始CO2浓度在40% ~ 60%范围内替代效果较好。此外,研究结果还表明,温度、压力、CO2初始浓度等因素对CO2 - CH4水合物置换过程的影响略有不同。由于多孔介质对CO2分子的吸附作用,降低了CO2 - CH4水合物之间的替代效率。此外,考虑到多孔介质的吸附效果,初始CO2浓度对多孔介质体系中CO2 - CH4水合物的置换影响更为显著。这并不是说CO2初始浓度越高,水合物的替代效果越好。CO2的扩散能力取决于H2O分子的浓度和多孔介质的吸附效果。
{"title":"Molecular Insight Into the Replacement Behavior of CO2CH4 Hydrate in Porous Media: Implications for CH4 Recovery and CO2 Storage","authors":"Xuemin Zhang,&nbsp;Yetao Zhang,&nbsp;Tingting Huang,&nbsp;Tao Shao,&nbsp;Hongbin Song,&nbsp;Wenqiang Cui,&nbsp;Jinping Li,&nbsp;Qingbai Wu,&nbsp;Peng Zhang","doi":"10.1002/ghg.2337","DOIUrl":"10.1002/ghg.2337","url":null,"abstract":"<div>\u0000 \u0000 <p>CO<sub>2</sub> replacement method is an auspicious method for the CH<sub>4</sub> extraction from gas hydrate and the CO<sub>2</sub> geological storage into sediments. The replacement of CO<sub>2</sub><span></span>CH<sub>4</sub> hydrate in porous medium system is jointly affected by many factors such as heat transfer, mass transfer, and reaction. It is of great significance to deeply understand the mechanism and dynamics of different factors influencing the replacement characteristics of CO<sub>2</sub><span></span>CH<sub>4</sub> hydrate in porous media. In this study, the molecular dynamics simulation method was employed to study the replacement characteristics and kinetic process of CO<sub>2</sub><span></span>CH<sub>4</sub> hydrate in porous medium system with varying conditions expecting to offer significant theoretical direction and a point of reference for the CO<sub>2</sub> replacement method of natural gas hydrate extraction in permafrost regions in reality. The quantitative influence and internal mechanism of different factors on the replacement process of CO<sub>2</sub><span></span>CH<sub>4</sub> hydrate were revealed. The results show that, in the porous medium system, when the temperature was ranged of 265–270 K and the pressure was ranged of 10–20 MPa, the replacement effect of CO<sub>2</sub><span></span>CH<sub>4</sub> hydrate is the best under the initial concentration of CO<sub>2</sub> of 100%. It was further indicated that the replacement effect is appropriate when the initial concentration of CO<sub>2</sub> was ranged of 40%–60% under the case of 265 K and 10 MPa. Moreover, the result also indicated that the effects of some certain factors, including temperature, pressure, and initial concentration of CO<sub>2</sub> on the replacement process of CO<sub>2</sub><span></span>CH<sub>4</sub> hydrate, exist slightly different. Owing to the adsorption effect of porous media on CO<sub>2</sub> molecules, it reduced the replacement efficiency between CO<sub>2</sub><span></span>CH<sub>4</sub> hydrate. Additionally, the initial concentration of CO<sub>2</sub> imposed a more significant influence on the replacement of CO<sub>2</sub><span></span>CH<sub>4</sub> hydrate in porous medium system considering the adsorption effect of porous. It does not mean that the higher the initial concentration of CO<sub>2</sub>, the better the replacement effect of hydrate. The diffusion capacity of CO<sub>2</sub> depends on the concentration of H<sub>2</sub>O molecules and the adsorption effect of porous media.</p>\u0000 </div>","PeriodicalId":12796,"journal":{"name":"Greenhouse Gases: Science and Technology","volume":"15 2","pages":"248-263"},"PeriodicalIF":2.8,"publicationDate":"2025-03-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143822090","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Comprehensive Review on the Rapid Hydrate Formation for CO2 Capture: Characteristics, Mechanism, and Applications 二氧化碳捕集快速水合物研究进展:特点、机理及应用
IF 2.8 4区 环境科学与生态学 Q3 ENERGY & FUELS Pub Date : 2025-03-21 DOI: 10.1002/ghg.2338
Xuemin Zhang, Wenqiang Cui, Jiale Chen, Yetao Zhang, Jiacheng Liu, Jinping Li, Qingqing Liu, Qing Yuan, Qingbai Wu

CO2, being a major greenhouse gas, is regarded as an important contributor to global warming and environmental problems. CO2 capture and separation are an efficient approach for reducing CO2 emissions in the atmosphere. A hydrate method of CO2 capture and separation provides a feasible solution to the emission reduction of CO2 in the atmosphere. However, the rapid formation of hydrate is crucial for CO2 capture and separation using the hydrate technique. As a consequence, this paper comprehensively reviewed the rapid formation characteristics and the kinetic law of CO2 hydrate, as well as deeply analyzed the influences of temperature and pressure conditions, gas–liquid ratios, additives, hydration reaction system, hydration reaction process, and other factors on its formation process. On this basis, the quantitative impact and regulatory mechanisms of different factors on the nucleation and growth process of CO2 hydrate were comprehensively analyzed. The influence mechanisms and kinetic laws of temperature, pressure, gas–liquid ratio selection, additive concentration, and type of reaction system on CO2 hydrate rapid formation were detailed. The regulatory and enhancement mechanisms of CO2 hydrate rapid formation under multiple factors were elucidated. The application of CO2 capture by the hydrate method and its challenges are summarized. In the end, the key problems and future directions of rapid CO2 capture and separation using the hydrate method were pointed out. The synergistic mechanism of rapid CO2 hydrate formation and the enhancement through multiple factors still need to be further investigated. Developing new reactor structures and optimizing the hydration reaction process are important in promoting the rapid formation of CO2 hydrate.

二氧化碳是一种主要的温室气体,被认为是造成全球变暖和环境问题的重要因素。二氧化碳捕获和分离是减少大气中二氧化碳排放的有效方法。水合物捕集分离CO2的方法为大气中CO2的减排提供了一种可行的解决方案。然而,水合物的快速形成对于利用水合物技术捕获和分离二氧化碳至关重要。因此,本文全面综述了CO2水合物的快速生成特征和动力学规律,并深入分析了温度和压力条件、气液比、添加剂、水化反应体系、水化反应过程等因素对其生成过程的影响。在此基础上,综合分析了不同因素对CO2水合物成核和生长过程的定量影响及调控机制。详细讨论了温度、压力、气液比选择、添加剂浓度和反应体系类型对CO2水合物快速生成的影响机理和动力学规律。阐明了多种因素对CO2水合物快速形成的调控和增强机制。综述了水合物法捕集二氧化碳的应用及其面临的挑战。最后指出了水合物法快速捕集分离CO2的关键问题和未来发展方向。快速生成CO2水合物的协同机制以及多因素的增强作用仍需进一步研究。开发新型反应器结构和优化水化反应过程对促进CO2水合物的快速生成具有重要意义。
{"title":"A Comprehensive Review on the Rapid Hydrate Formation for CO2 Capture: Characteristics, Mechanism, and Applications","authors":"Xuemin Zhang,&nbsp;Wenqiang Cui,&nbsp;Jiale Chen,&nbsp;Yetao Zhang,&nbsp;Jiacheng Liu,&nbsp;Jinping Li,&nbsp;Qingqing Liu,&nbsp;Qing Yuan,&nbsp;Qingbai Wu","doi":"10.1002/ghg.2338","DOIUrl":"10.1002/ghg.2338","url":null,"abstract":"<div>\u0000 \u0000 <p>CO<sub>2</sub>, being a major greenhouse gas, is regarded as an important contributor to global warming and environmental problems. CO<sub>2</sub> capture and separation are an efficient approach for reducing CO<sub>2</sub> emissions in the atmosphere. A hydrate method of CO<sub>2</sub> capture and separation provides a feasible solution to the emission reduction of CO<sub>2</sub> in the atmosphere. However, the rapid formation of hydrate is crucial for CO<sub>2</sub> capture and separation using the hydrate technique. As a consequence, this paper comprehensively reviewed the rapid formation characteristics and the kinetic law of CO<sub>2</sub> hydrate, as well as deeply analyzed the influences of temperature and pressure conditions, gas–liquid ratios, additives, hydration reaction system, hydration reaction process, and other factors on its formation process. On this basis, the quantitative impact and regulatory mechanisms of different factors on the nucleation and growth process of CO<sub>2</sub> hydrate were comprehensively analyzed. The influence mechanisms and kinetic laws of temperature, pressure, gas–liquid ratio selection, additive concentration, and type of reaction system on CO<sub>2</sub> hydrate rapid formation were detailed. The regulatory and enhancement mechanisms of CO<sub>2</sub> hydrate rapid formation under multiple factors were elucidated. The application of CO<sub>2</sub> capture by the hydrate method and its challenges are summarized. In the end, the key problems and future directions of rapid CO<sub>2</sub> capture and separation using the hydrate method were pointed out. The synergistic mechanism of rapid CO<sub>2</sub> hydrate formation and the enhancement through multiple factors still need to be further investigated. Developing new reactor structures and optimizing the hydration reaction process are important in promoting the rapid formation of CO<sub>2</sub> hydrate.</p>\u0000 </div>","PeriodicalId":12796,"journal":{"name":"Greenhouse Gases: Science and Technology","volume":"15 2","pages":"277-301"},"PeriodicalIF":2.8,"publicationDate":"2025-03-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143822089","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Prediction of CO2 Plume Using Neural Network Based On the Swin Transformer 利用基于斯温变压器的神经网络预测二氧化碳羽流
IF 2.8 4区 环境科学与生态学 Q3 ENERGY & FUELS Pub Date : 2025-03-17 DOI: 10.1002/ghg.2333
Yaqi Liu, Yikang Zheng, Boxun An, Zesheng Yang

Investigating the migration of carbon dioxide (CO2) fluids is essential for the effective monitoring in the geological sequestration of CO2. Traditional numerical simulation methods are often time-consuming and computationally expensive. Recently, deep learning methods, particularly convolutional neural networks (CNNs), have gained traction for predicting CO2 plume migration. However, these approaches typically require extensive training datasets and tend to emphasize local information. To overcome these limitations, we introduce a visual attention model along with a novel neural network based on the Swin Transformer architecture to forecast CO2 plume migration in heterogeneous geological formations. A significant challenge in conventional machine vision is the translational invariance of input images, which can hinder performance. To address this issue, we integrate relevant physical prior knowledge into our model. Compared with U-net and Transformer, the model exhibits highest predictive performance, with an R2 score of 0.9741 and the test set root mean squared error (RMSE) reaching 0.0245. These results indicate that this approach enables the network to effectively extract both local and global features, maximizing the use of limited datasets and enhancing the understanding of CO2 migration patterns. Additionally, the model demonstrates strong capabilities for global information learning and generalization. These advantages, therefore, facilitate the extensive application of the visual attention model in predicting CO2 migration.

研究二氧化碳(CO2)流体的运移对于有效监测二氧化碳的地质封存至关重要。传统的数值模拟方法往往耗时长,计算量大。最近,深度学习方法,特别是卷积神经网络(cnn),在预测二氧化碳羽流迁移方面获得了关注。然而,这些方法通常需要大量的训练数据集,并且倾向于强调局部信息。为了克服这些限制,我们引入了一种视觉注意模型和一种基于Swin Transformer架构的新型神经网络来预测非均质地质构造中的CO2羽流迁移。传统机器视觉面临的一个重大挑战是输入图像的平移不变性,这可能会影响性能。为了解决这个问题,我们将相关的物理先验知识整合到我们的模型中。与U-net和Transformer相比,该模型表现出最高的预测性能,R2得分为0.9741,检验集均方根误差(RMSE)达到0.0245。这些结果表明,该方法使网络能够有效地提取局部和全局特征,最大限度地利用有限的数据集,增强对二氧化碳迁移模式的理解。此外,该模型具有较强的全局信息学习和泛化能力。因此,这些优势有助于视觉注意模型在预测二氧化碳迁移中的广泛应用。
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引用次数: 0
Comparative Study on Numerical Simulation of CH4 Breakthrough Pressure in Unsaturated Rock Based on Step-By-Step Method and Continuous Injection Method 基于分步法与连续注入法的非饱和岩石CH4突破压力数值模拟对比研究
IF 2.8 4区 环境科学与生态学 Q3 ENERGY & FUELS Pub Date : 2025-03-17 DOI: 10.1002/ghg.2335
Jiaqi Zhao, Yi Li, Qi Li, Wentao Ban, Qingchun Yu

Gas breakthrough pressure is a key parameter affecting gas production and evaluation of tight reservoir sealing capabilities. This study aims to explore the impact of different injection methods on CH4 breakthrough pressure in unsaturated rocks. COMSOL Multiphysics was used to simulate the CH4 breakthrough process, and comparative analysis was conducted using step-by-step and continuous injection methods. The results show that the step-by-step method has higher measurement accuracy under low CH4 breakthrough pressure and is suitable for scenarios that require precise evaluation, whereas the continuous injection method is more efficient under high CH4 breakthrough pressure and is suitable for rapid evaluation needs. According to outcomes of simulation, this research suggested a numerical optimization framework aimed at forecasting the breakthrough pressure of CH4 and verified the accuracy and applicability of the model through linear fitting of experimental data and predicted values. In addition, the study also conducted a sensitivity analysis on the pore distribution index (m) and injection flow rate (uin) in the van Genuchten model. The results show that uin has a small impact on breakthrough pressure, whereas m has a considerable effect on breakthrough pressure. An increase in m leads to an increase in breakthrough pressure, thereby enhancing the sealing performance of rock core. This study reveals the applicability difference between the step-by-step method and the continuous injection method in predicting CH4 breakthrough pressure and proposes an effective prediction method based on numerical simulation, which provides valuable insights for selecting gas injection methods and predicting breakthrough pressure in rocks. © 2025 Society of Chemical Industry and John Wiley & Sons, Ltd.

气侵压力是影响致密储层产气量和密封能力评价的关键参数。本研究旨在探讨不同注入方式对非饱和岩石中CH4突破压力的影响。利用COMSOL Multiphysics模拟CH4突破过程,采用分步注入和连续注入两种方法进行对比分析。结果表明,分步法在低CH4突破压力下具有较高的测量精度,适用于需要精确评价的场景,而连续注入法在高CH4突破压力下效率更高,适用于快速评价需求。根据模拟结果,本研究提出了预测CH4突破压力的数值优化框架,并通过实验数据与预测值的线性拟合验证了模型的准确性和适用性。此外,本研究还对van Genuchten模型中的孔隙分布指数(m)和注射流速(win)进行了敏感性分析。结果表明:uin对突破压力影响较小,而m对突破压力影响较大。m的增大导致突破压力的增大,从而提高岩心的密封性能。研究揭示了分步法与连续注入法预测CH4突破压力的适用性差异,提出了一种基于数值模拟的有效预测方法,为选择注气方式和预测岩石中突破压力提供了有价值的见解。©2025化学工业协会和John Wiley &;儿子,有限公司
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引用次数: 0
A Study on Effect of Number of Low-Permeability Layers on Geological Carbon Sequestration in an Open Aquifer 低渗层数对露天含水层地质固碳影响的研究
IF 2.8 4区 环境科学与生态学 Q3 ENERGY & FUELS Pub Date : 2025-03-10 DOI: 10.1002/ghg.2334
Abhishek Gupta, Akshoy Ranjan Paul, Anuj Jain, Ramesh K. Agarwal

The use of fossil fuels to fulfill energy demand is responsible for CO2 emissions, resulting in global warming and climate change. Despite the expansion in renewable energy sources, energy combustion and industrial processes caused a 0.9% increase (321 Mt) in global CO2 emissions to a record high of 36.8 Gt in 2022. Carbon capture and sequestration (CCS) technology can allow the use of fossil fuel without damaging the environment by storing CO2 underground, paving the way for a sustainable, low-carbon future. Without fracturing, both homogeneous and low-permeability aquifers can safely accommodate injected CO2. This study investigates the effect of low-permeability layers composed of sandstone and shale layers on the capacity and performance of CO2 storage in open saline aquifers. The CO2 migration, dispersion, and reservoir pressure variations have been numerically investigated in a computational domain representing the Utsira Formation in Sleipner CCS project. In a homogeneous aquifer, rapid vertical migration results in 65% of the injected CO2 accumulating at the top layer after 30 years. However, the presence of four low-permeability layers reduces this accumulation to 58% over the same period, demonstrating enhanced trapping efficiency. Long-term simulations indicate that CO2 accumulation at the top surface increases to 75% of the total injected volume over 80 years. CO2 dissipates and migrates over time, resulting in a decrease in surface pressure. Pressure analyses reveal that the peak injection-induced pressure remains within the fracture pressure limit (20–25 MPa), ensuring safe storage. After 30 years of injection, pressure at the top surface drops by 0.27 MPa (2.72%) within 2 years post-injection and continues to decrease gradually. This investigation contributes to a better understanding of the dynamics of CO2 storage in open saline aquifers, thereby facilitating the development of effective CO2 sequestration strategies. © 2025 Society of Chemical Industry and John Wiley & Sons, Ltd.

使用化石燃料来满足能源需求是二氧化碳排放的原因,导致全球变暖和气候变化。尽管可再生能源不断扩大,但能源燃烧和工业过程导致全球二氧化碳排放量增加0.9%(3.21亿吨),到2022年达到创纪录的368亿吨。碳捕获与封存(CCS)技术可以在不破坏环境的情况下使用化石燃料,因为它将二氧化碳储存在地下,为可持续的低碳未来铺平了道路。无需压裂,均质含水层和低渗透含水层都可以安全地容纳注入的二氧化碳。研究了由砂岩和页岩组成的低渗透层对露天咸水含水层CO2储集能力和性能的影响。在Sleipner CCS项目中,以Utsira组为代表的计算域对CO2迁移、分散和储层压力变化进行了数值研究。在均匀含水层中,快速的垂直运移导致65%的注入二氧化碳在30年后积聚在顶层。然而,四层低渗透层的存在使这一累积量在同一时期减少到58%,表明捕获效率提高。长期模拟表明,在80年的时间里,顶部表面的CO2积累增加到总注入体积的75%。随着时间的推移,二氧化碳会消散和迁移,导致地表压力下降。压力分析表明,注入诱导的峰值压力保持在裂缝压力极限(20-25 MPa)内,确保了安全储存。注入30年后,顶面压力在注入后2年内下降0.27 MPa(2.72%),并继续逐渐下降。该研究有助于更好地了解开放咸水含水层中CO2储存的动态,从而促进开发有效的CO2封存策略。©2025化学工业协会和John Wiley &;儿子,有限公司
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引用次数: 0
Effects of Reduction Pretreatment on Ni─Cu Bimetallic Catalysts and Their Catalytic Performance on CO2 Hydrogenation 还原预处理对Ni─Cu双金属催化剂的影响及其对CO2加氢的催化性能
IF 2.8 4区 环境科学与生态学 Q3 ENERGY & FUELS Pub Date : 2025-02-28 DOI: 10.1002/ghg.2332
Qihang Wen, Yifei Feng, Haoyuan Gu, Haitao Yan, Zixu Yang, Minghui Zhu, Jing Xu

The performance of bimetallic catalysts is closely related to their surface structure, and the surface reconstruction process can affect the distribution of active sites, electronic structure, and reactant adsorption behavior. Traditional research has mostly focused on optimizing synthesis processes, such as controlling the size and distribution of metal particles, whereas there is relatively little research on the effect of pretreatment conditions on the dynamic structure of catalysts. In this study, a 10Ni─1Cu catalyst was synthesized using the deposition–precipitation method, and the effects of different pretreatment conditions on its performance were investigated. The catalyst was first pretreated at 500°C in a 60%H2/40%N2 atmosphere, followed by reduction under different pretreatment atmospheres (10%H2/90%N2 or 15%CO2/60%H2/25%N2) at the same temperature. At 400°C and a space velocity of 30 L h−1 g−1, the methane production rate of the catalyst treated in the reaction atmosphere significantly increased from 12.4 to 15.8 µmol g−1 s−1 compared to the catalyst treated with hydrogen alone. Characterization techniques, such as TEM, x-ray photoelectron spectroscopy (XPS), and diffuse reflectance infrared Fourier transform spectroscopy (CO-DRIFTS), were employed to study the structural properties of the catalysts, focusing on the surface properties after reduction and the surface species during the reaction. This study demonstrates that catalysts pretreated in the reaction atmosphere enhance methane production rates by regulating the surface structure and forming Ni─Cu alloy structures with a lower Ni/Cu ratio, thereby optimizing the selectivity of hydrogenation products.

双金属催化剂的性能与其表面结构密切相关,表面重构过程会影响活性位点分布、电子结构和反应物吸附行为。传统的研究多集中于优化合成工艺,如控制金属颗粒的大小和分布,而关于预处理条件对催化剂动态结构影响的研究相对较少。本研究采用沉积沉淀法合成了 10Ni─1Cu 催化剂,并研究了不同预处理条件对其性能的影响。催化剂首先在 500°C 的 60%H2/40%N2 气氛中进行预处理,然后在相同温度下的不同预处理气氛(10%H2/90%N2 或 15%CO2/60%H2/25%N2 )中进行还原。在 400°C 和 30 L h-1 g-1 的空间速度下,与只用氢气处理的催化剂相比,在反应气氛中处理的催化剂的甲烷生产率从 12.4 µmol g-1 s-1 显著提高到 15.8 µmol g-1 s-1。研究采用了 TEM、X 射线光电子能谱 (XPS) 和漫反射红外傅立叶变换光谱 (CO-DRIFTS) 等表征技术来研究催化剂的结构特性,重点是还原后的表面特性和反应过程中的表面物种。该研究表明,在反应气氛中进行预处理的催化剂可通过调节表面结构和形成镍/铜比例较低的镍─铜合金结构来提高甲烷生产率,从而优化加氢产物的选择性。
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引用次数: 0
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Greenhouse Gases: Science and Technology
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