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Selective SO2 Absorption in CO2-Containing Simulated Marine Exhaust Gas: Optimization of Sodium-Based Buffer-Type Mixed Absorbents 含co2模拟船舶废气中SO2的选择性吸收:钠基缓冲型混合吸收剂的优化
IF 6 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-10-22 Epub Date: 2026-10-12 DOI: 10.1021/acs.energyfuels.6c03690
Hyeonsu Jeong, Ye Hwan Lee, Younghee Jang, Jae Heon Kim, Byung Hyun Moon, Sung Su Kim

SO2 removal in marine exhaust gas cleaningsystems isevaluated together with the CO2 concentration. Absorbentdesign must therefore consider selective SO2 removal inthe presence of CO2. This study compared the SO2 absorption performance, pH stability, and SO2/CO2 selectivity of NaOH, NaHCO3, and Na2CO3 under SO2-only conditions and in the presenceof 8% CO2 using simulated marine exhaust gas. At an equalcompound molarity of 0.25 M under SO2-only conditions,Na2CO3 showed the highest conversion retentionand pH stability. Its average SO2 conversion was 99.6%,the duration at pH ≥ 7 was 98.6 min, and t90 exceeded120 min. Na2CO3 also exhibited the highest overallgas-phase mass transfer coefficient, KG, of 8.932 ×10–3 mol·m–2 · s–1 · kPa–1 in wetted-wall column(WWC) tests. In the presence of 8% CO2, all three absorbentsmaintained approximately 99% SO2 conversion. NaHCO3 showed the highest uptake-based apparent SO2/CO2 selectivity of 0.213. These results guided the design ofNaHCO3–Na2CO3–NaOHbuffer-type mixed absorbents. The 1%-A and 5%-B formulations wereselected from the 1 and 5 wt % groups, respectively, as candidatesfor subsequent wet scrubber evaluation. Both maintained pH ≥7 for 180 min in the bubble reactor. Their apparent CO2 uptakes were 36.6 and 22.9 mmol·L-solution–1, respectively. In the wet scrubber, 1%-A and 5%-B achieved SO2 conversions of 96.5% and 94.6%, respectively, while the outletCO2 concentration remained close to the inlet level. Thestudy identifies bicarbonate-rich, low-NaOH buffer-type formulationsthat maintain SO2 removal while showing a small decreasein outlet CO2 concentration.

船舶废气净化系统中二氧化硫的去除与二氧化碳浓度一起进行了评估。因此,吸收设计必须考虑在CO2存在的情况下选择性地去除SO2。本研究利用模拟海洋废气,比较了NaOH、NaHCO3和Na2CO3在纯SO2条件下和8% CO2存在下的SO2吸附性能、pH稳定性和SO2/CO2选择性。当化合物摩尔浓度为0.25 M时,Na2CO3表现出最高的转化率和pH稳定性。其平均SO2转化率为99.6%,pH≥7时的持续时间为98.6 min, t90超过120 min。在湿壁柱(WWC)试验中,Na2CO3整体气相传质系数KG最高,为8.932 ×10-3 mol·m-2·s-1·kPa-1。在8%的CO2存在下,所有三种吸收剂都保持了大约99%的SO2转化率。NaHCO3的SO2/CO2表观选择性最高,为0.213。这些结果指导了nahco3 - na2co3 - naoh缓冲型混合吸收剂的设计。1%-A和5%-B配方分别从1和5 wt %组中选择,作为后续湿式洗涤器评估的候选物。在泡式反应器中保持pH≥7 180 min。它们的表观CO2吸收量分别为36.6和22.9 mmol·L-solution-1。在湿式洗涤塔中,1%-A和5%-B的SO2转化率分别达到96.5%和94.6%,而出口co2浓度保持接近进口水平。该研究确定了富含碳酸氢盐、低氢氧化钠的缓冲型配方,可以在保持二氧化硫去除的同时,显示出出口二氧化碳浓度的小幅下降。
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引用次数: 0
Gel Polymer Electrolytes for Next-Generation Lithium Batteries: A Review of Interface Engineering and In Situ Polymerization 新一代锂电池用凝胶聚合物电解质:界面工程和原位聚合研究进展
IF 6 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-10-22 Epub Date: 2026-10-09 DOI: 10.1021/acs.energyfuels.6c02975
Udit Singh, Ramesh Chand Thakur, Shivani, Sandeep Chauhan

Gel polymer electrolytes (GPEs) are emerging as a promisingsolutionfor rechargeable lithium batteries because they combine the high ionicconductivity of liquid electrolytes with the mechanical stabilityand enhanced safety of solid polymer systems. GPEs immobilize liquidcomponents within a polymer matrix while maintaining efficient ionicconductivity and electrochemical performance. This review discusseshow in situ polymerization has emerged as a promising fabricationstrategy for developing high-performance gel polymer electrolytes(GPEs) with enhanced safety, improved interfacial compatibility, andsuperior electrochemical stability. It further highlights recent advancementsin GPE design, with particular emphasis on electrode–electrolyteinterphase engineering through cathode surface modification and structuraloptimization. Special emphasis is given to the formation, stability,and improvement of the electrode–electrolyte interphase, whichplay critical roles in suppressing electrolyte decomposition and stabilizingbattery performance. Furthermore, the performance of GPEs under extremeenvironments, particularly low-temperature conditions, is criticallydiscussed, including the influence of low temperature on Li+ ion transport kinetics and solid electrolyte interphase (SEI) stability.Strategies to overcome these limitations are also been summarized.In addition, advanced characterization techniques such as electrochemicalimpedance spectroscopy (EIS), X-ray photoelectron spectroscopy, andtransmission electron microscopy are highlighted for understandingthe dynamic, chemical, and structural evolution of interphases duringcycling. This review also outlines the future prospects and majorchallenges associated with GPEs and provides conceptual strategiesfor the development of safe and high-performance lithium batteries.

凝胶聚合物电解质(gpe)正成为可充电锂电池的一种有前途的解决方案,因为它们结合了液体电解质的高离子导电性与固体聚合物系统的机械稳定性和增强的安全性。gpe将液体成分固定在聚合物基体中,同时保持有效的离子电导率和电化学性能。这篇综述讨论了原位聚合已经成为一种有前途的制造策略,用于开发高性能凝胶聚合物电解质(gpe),具有增强的安全性,改善的界面相容性和优越的电化学稳定性。它进一步强调了GPE设计的最新进展,特别是通过阴极表面改性和结构优化来强调电极-电解质界面工程。特别强调了电极-电解质界面的形成、稳定性和改善,它在抑制电解质分解和稳定电池性能方面起着关键作用。此外,gpe在极端环境下的性能,特别是低温条件下的性能,包括低温对Li+离子传输动力学和固体电解质间相(SEI)稳定性的影响。还总结了克服这些限制的策略。此外,先进的表征技术,如电化学阻抗谱(EIS), x射线光电子能谱和透射电子显微镜被强调,以了解循环过程中界面的动态,化学和结构演变。本文还概述了与gpe相关的未来前景和主要挑战,并为开发安全和高性能锂电池提供了概念性策略。
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引用次数: 0
Molecular Insights into Water Solubility in Fluid Carbon Dioxide for CCS Applications 分子洞察水溶解度在流体二氧化碳的CCS应用
IF 6 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-10-22 Epub Date: 2026-10-09 DOI: 10.1021/acs.energyfuels.6c04094
Hideki Tanaka, Masakazu Matsumoto, Takuma Yagasaki, Munetaka Takeuchi, Takumi Kono

We estimate the solubility of wateras an impurity in fluid CO2 by calculating the chemicalpotential from intermolecularinteractions. The evaluation is conducted across a broad range oftemperatures and pressures relevant to CO2 transport andstorage. The formation of hydrate from impurity of water reduces thesolubility relative to the value expected for fluid CO2 coexisting with the metastable aqueous solution without hydrateformation. The solubility of water obtained shows good agreement withexperimental measurements and model calculations. Compression leadsto a lower solubility in a range of the gaseous state when the solubilityis expressed in the conventionally used mole fraction. We show thatthis is merely an apparently strange behavior and disappears by changingthe unit to molarity. The molarity-based solubility is beneficialnot only for the present study to understand temperature and pressuredependence of solubility in terms of intermolecular interactions butalso for correlating it with the driving force for water-induced corrosion.These fundamental insights into the phase equilibria of fluid CO2 and water are valuable for technological development to preventpipeline blockages caused by hydrate formation and to mitigate water-inducedcorrosion in CO2 transport and storage.

我们通过计算分子间相互作用的化学势来估计水作为杂质在流体CO2中的溶解度。评估是在与二氧化碳运输和储存相关的广泛温度和压力范围内进行的。相对于流体CO2与亚稳水溶液共存而不形成水合物的预期值,水的杂质形成水合物降低了溶解度。所得水的溶解度与实验测量和模型计算结果吻合良好。当溶解度以通常使用的摩尔分数表示时,压缩导致在气态范围内的溶解度较低。我们表明,这只是一种表面上奇怪的行为,把单位改为摩尔浓度就消失了。基于摩尔浓度的溶解度不仅有利于本研究从分子间相互作用的角度理解溶解度对温度和压力的依赖性,而且有助于将其与水致腐蚀的驱动力联系起来。这些关于流体CO2和水的相平衡的基本见解对于防止水合物形成引起的管道堵塞以及减轻CO2运输和储存过程中水引起的腐蚀的技术开发具有重要价值。
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引用次数: 0
Minireview and Perspective of Emerging Metal Cyanamide Architectures for Catalytic and Energy Storage Applications 新型金属氰酰胺结构在催化和储能方面的应用综述与展望
IF 6 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-10-22 Epub Date: 2026-10-09 DOI: 10.1021/acs.energyfuels.6c04018
Jiacheng Wang, Ming Huang

Metal cyanamides represent an emerging class of functionalsolidswhose properties extend beyond those of traditional oxides and sulfides.While the dianionic [NCN]2– moiety shares the samecharge as O2– and S2–, givingrise to structural similarities with established metal chalcogenides,its inherent electronic delocalization and dynamic bonding flexibilitydistinguish it from conventional ligands. Crucially, the reversibleinterconversion between distinct bonding configurations within theNCN framework in specific metal cyanamides provides opportunitiesfor regulating redox activity and electronic transport. This reviewsummarizes recent advances in understanding the structure–propertyrelationships of metal cyanamides, covering rational synthesis andtheir emerging applications in catalysis and rechargeable batteries.We highlight how the dynamic nature of the cyanamide ligand facilitatesmultifunctionality, positioning these architectures as versatile platformsfor next-generation catalysis and energy technologies while identifyingcritical challenges and opportunities for future materials design.

金属氰酰胺代表了一类新兴的功能固体,其性能超越了传统的氧化物和硫化物。虽然重阴离子[NCN]2 -部分与O2 -和S2 -具有相同的电荷,使其与已建立的金属硫族化合物具有结构相似性,但其固有的电子离域和动态键灵活性使其与传统配体区别开来。至关重要的是,在特定的金属氰酰胺中,在encn框架内不同键构型之间的可逆相互转换为调节氧化还原活性和电子传递提供了机会。本文综述了金属氰酰胺的结构-性能关系的最新研究进展,包括合理的合成方法及其在催化和可充电电池中的应用。我们强调了氰酰胺配体的动态特性如何促进多功能,将这些结构定位为下一代催化和能源技术的通用平台,同时确定了未来材料设计的关键挑战和机遇。
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引用次数: 0
The Coming Wave of PV Waste in China: A Systematic Assessment of Recycling Potentials toward a Circular Economy 中国即将到来的光伏废弃物浪潮:循环经济循环潜力的系统评估
IF 6 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-10-22 Epub Date: 2026-10-12 DOI: 10.1021/acs.energyfuels.6c02717
Jiaying Wang, Da Liu, Yi Wu, Ci Yu, Zhe Kong, Qianchen Hu

Solar photovoltaic (PV) is recognized as one of the effectivepathwaysto achieving carbon neutrality, receiving extensive advocacy and themost widespread implementation in China. However, the expansion ofthe photovoltaic industry has created significant challenges for wastemanagement. Current research on the comprehensive resource potentialand sustainable benefits of decommissioned PV systems in China remainsinsufficient, particularly when climate commitments and PV industrydevelopment stages are considered together. Accordingly, this studyproposes a comprehensive evaluation framework to assess the multidimensionalsustainable benefits of decommissioned PV recycling across integratedscenario combinations. The results indicate that (1) by 2050, cumulativedecommissioned PV will range from 1164.2 to 1402.7 GW, generating6.43 × 107–7.86 × 107 MT ofresource potential. (2) An estimated 93.83% of the PV waste may consistof PV modules, 6.04% may be inverters, and 0.13% may be cables andbrackets. Among these, glass (61%), aluminum (16%), and steel (14%)are projected to constitute the largest proportions. (3) Recyclingdecommissioned PV could generate cumulative net economic benefitsranging from CNY 903.49 to 1088.60 billion (USD 140.40 to 161.99 billion),save between 2.19 × 108 and 3.81 × 108 GJ of primary energy, reduce carbon emissions by 111.44 to 142.05million tons of CO2-eq, decrease wastewater generationby 2.52 to 3.43 billion m3, and prevent the accumulationof solid waste by 47.27 to 56.95 billion tons. This study offers valuableinsights into photovoltaic waste management and recycling in China,as well as guides other countries facing challenges in the disposalof decommissioned PV systems.

太阳能光伏(PV)被认为是实现碳中和的有效途径之一,在中国得到了广泛的倡导和最广泛的实施。然而,光伏产业的扩张给废物管理带来了重大挑战。目前对中国退役光伏系统的综合资源潜力和可持续效益的研究仍然不足,特别是在考虑气候承诺和光伏产业发展阶段的情况下。因此,本研究提出了一个综合评估框架,以评估退役光伏回收在综合情景组合中的多维可持续效益。结果表明:(1)到2050年,累计退役光伏装机容量为1164.2 ~ 1402.7 GW,资源潜力为6.43 × 107 ~ 7.86 × 107 MT。(2)估计93.83%的光伏废弃物可能包括光伏组件,6.04%可能是逆变器,0.13%可能是电缆和支架。其中,玻璃(61%)、铝(16%)和钢(14%)预计将构成最大的比例。(3)回收退役光伏累计净经济效益为9034.9 ~ 1088.6亿元(140.40 ~ 1619.9亿美元),节约一次能源2.19 × 108 ~ 3.81 × 108 GJ,减少碳排放111.44 ~ 14205万吨co2当量,减少废水产生量25.2 ~ 34.3亿m3,减少固体废物积累472.7 ~ 569.5亿吨。本研究为中国光伏废弃物管理和回收提供了有价值的见解,并为其他面临退役光伏系统处理挑战的国家提供了指导。
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引用次数: 0
Project Overview of the 2023–2024 Production Test of Gas Hydrate on the Alaska North Slope 2023-2024年阿拉斯加北坡天然气水合物生产试验项目概述
IF 6 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-10-22 Epub Date: 2026-10-09 DOI: 10.1021/acs.energyfuels.6c01134
Norihiro Okinaka, Yoshihiro Nakatsuka, Satoshi Ohtsuki, Ray Boswell, Timothy S. Collett, Douglas Cismoski, Kyojiro Kawaguchi

A 10-month gas production test from a gas hydrate-bearingsandreservoir was successfully conducted on the Alaska North Slope tobetter understand reservoir depressurization-based gas production.The JOGMEC-DOE-USGS Collaborative Gas Hydrate R&D Project in Alaskawas implemented collaboratively by Japan Organization for Metals andEnergy Security (JOGMEC) under the MH21-S R&D consortium, U.S.Department of Energy (DOE) National Energy Technology Laboratory (NETL),and U.S. Geological Survey (USGS), continuing over a quarter centuryof joint research. Using findings from the “Stratigraphic TestWell” drilled in 2018, a testing program was designed withtwo production wells and a geoscience data acquisition well supportedby “built-for-purpose” surface production test facilities.During the operations, testing was conducted in only one of the dedicatedproduction test wells, with production monitoring being conductedin the other three test site wells. Lessons from past field testsin Japan, the U.S., and Canada informed key system designs such assand control, artificial lift, and sensor installations (temperature,pressure, strain, and acoustic). Production testing began on September19, 2023. Despite periodic disruptions due to artificial lift systemproblems, the tested gas hydrate-bearing reservoir was subjected todepressurization for a total of 216 days, which included a periodof stable borehole pressure drawdown of ∼400 psi (from an initialin situ pressure of 1250 psi) that was maintained for over two months,allowing continuous data collection. In the test’s final phase,an alternative artificial lift system was installed to achieve lowerbottom-hole pressures. Key findings from the 2-month continuous productionperiod at constant bottom-hole pressure include (1) stable production,showing no indication of either increases or declines in productionrates; (2) pressure and temperature impacts were observed in all monitoringwells, indicating the rate and nature of hydrate dissociation; and(3) gas–water ratio (GWR) averaging around 600 m3/m3─far exceeding values from previous short durationtests or from numerical simulations.

为了更好地了解储层减压产气量,在阿拉斯加北坡成功进行了为期10个月的含水合物砂岩储层产气量测试。位于阿拉斯加的JOGMEC-DOE-USGS合作天然气水合物研发项目是由日本金属与能源安全组织(JOGMEC)在MH21-S研发联盟、美国能源部(DOE)国家能源技术实验室(NETL)和美国地质调查局(USGS)合作实施的,持续了超过25年的联合研究。根据2018年钻探的“地层测试井”的发现,设计了一个测试计划,包括两口生产井和一口地球科学数据采集井,并由“专用”地面生产测试设施提供支持。在作业期间,仅在其中一口专用生产测试井中进行了测试,其他三口测试井进行了生产监控。从过去在日本、美国和加拿大的现场测试中获得的经验教训,为关键系统的设计提供了信息,如控砂、人工举升和传感器安装(温度、压力、应变和声学)。生产测试于2023年9月19日开始。尽管由于人工举升系统的问题造成了周期性的中断,但测试的含天然气水合物储层总共进行了216天的降压,其中井眼压力稳定下降了~ 400 psi(初始原位压力为1250 psi),并保持了两个多月,从而实现了连续的数据收集。在测试的最后阶段,安装了另一套人工举升系统来降低井底压力。在恒定井底压力下连续2个月的生产期间,主要发现包括:(1)生产稳定,没有迹象表明产量增加或下降;(2)所有监测井均观察到压力和温度的影响,表明水合物解离的速率和性质;(3)气水比(GWR)平均约为600 m3/m3,远远超过以往短时间试验或数值模拟的值。
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引用次数: 0
Phase Equilibria of CO2 and CH4 in Multisalt Brines: Parametrization and Validation of an Ion-Specific Electrolyte Cubic-Plus-Association Equation of State 多盐盐水中CO2和CH4的相平衡:离子特异性电解质的立方+关联状态方程的参数化和验证
IF 6 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-10-22 Epub Date: 2026-10-12 DOI: 10.1021/acs.energyfuels.6c04568
Joachim Moortgat, Felipe Mourão Coelho, Abbas Firoozabadi

We present an ion-specific parameterization of the electrolyteCubic-Plus-Association (eCPA) equation of state, which we refer toas ms-eCPA, for phase equilibria of CO2 and CH4 in multisalt aqueous brines containing Na+, Cl–, K+, Ca2+, Mg2+, and SO42–. The model includes a Soave–Redlich–Kwongphysical term with a Huron–Vidal mixing rule, Wertheim 4C associationof water with CO2 cross-association, and Debye–Hückelplus Born electrostatic contributions on an ionic basis; the staticpermittivity is closed self-consistently through the Onsager–Kirkwoodrelation. The parameterization is hierarchical─each level ofadded physical description (nonpolar fluids, the associating solvent,ions in the solvent, gases over brine) introduces only parametersfitted to that level’s own data─with the top-level gas–ioninteraction energies and ion volume translations calibrated against1,931 experimental CO2–brine VLE points in fivesalts (T = 283–473 K, P =1.3–1200 bar, ms = 0.09–6 mol kg–1), 581 CH4–brinepoints in six salts (T = 298–598 K, P = 4–1379 bar, ms = 0.25–6 mol kg–1), and 905 high-accuracybrine densities (T = 283–473 K, P = 9–686 bar). A colligative verification of the inheritedion parameters against the Pitzer osmotic-coefficient standard uncovers,and corrects, two defects in the published ion set (the Ca2+ parameters and the Mg2+ polarizability). Across the parametrizedrange, at salt molalities to 6 mol kg–1, the modelpredicts CO2 solubility to within 4.3–11.1% AAREper salt and CH4 solubility within 1.6–10.2% AAREper salt, reproduces brine density across the full salinity and temperaturerange through a temperature-dependent ion-specific Pénelouxvolume translation with a single ion-additive coefficient set, predictsCO2 solubility in mixed-salt brines with no mixed-brinetuning, and predicts measured calorimetric enthalpies of CO2 dissolution in water and NaCl brines to 0.6 kJ mol–1 with no adjusted parameters. The parameterization provides the thermodynamicbasis for subsurface CO2 sequestration and CH4 production in realistic formation brines. In a separate study, themodel is paired with robust two- and three-phase stability and flashcomputations and extended to N2, H2, C2H6, C3H8, and CH4–CO2 gas mixtures.

我们提出了一种离子特异性参数化的电解cubic + association (eCPA)状态方程,我们称之为ms-eCPA,用于在含有Na+、Cl -、K+、Ca2+、Mg2+和SO42 -的多盐盐水中CO2和CH4的相平衡。该模型包括带有休伦-维达尔混合规则的sove - redlich - kwong物理项,水与CO2交叉结合的Wertheim 4C缔合,以及离子基础上的debye - h ckelplus Born静电贡献;通过onsager - kirkwood关系,静态介电常数是闭自洽的。参数化是分层的──每一层添加的物理描述(非极性流体、伴生溶剂、溶剂中的离子、卤水上的气体)只引入与该层自身数据相匹配的参数──最顶层的气体-离子相互作用能和离子体积转换是根据5种盐(T = 283-473 K, P = 1.3-1200 bar, ms = 0.09-6 mol kg-1)中的1,931个实验co2 -卤水VLE点、6种盐(T = 298-598 K, P = 4-1379 bar)中的581个ch4 -卤水点进行校准的。ms = 0.25-6 mol kg-1), 905高精度盐水密度(T = 283-473 K, P = 9-686 bar)。根据Pitzer渗透系数标准对遗传参数进行综合验证,发现并纠正了已公布离子集中的两个缺陷(Ca2+参数和Mg2+极化率)。在整个参数化范围内,当盐的摩尔浓度为6 mol kg-1时,该模型预测CO2溶解度在4.3-11.1% AAREper盐之间,CH4溶解度在1.6-10.2% AAREper盐之间,通过单一离子加性系数集的温度依赖离子特异性p体积转换,再现了整个盐度和温度范围内的盐水密度,预测了混合盐卤水中sco2的溶解度,没有混合卤水调节。在不调整参数的情况下,预测CO2在水和NaCl盐水中溶解的热焓为0.6 kJ mol-1。参数化为实际地层盐水的地下CO2固存和CH4生成提供了热力学依据。在另一项研究中,该模型与稳健的两相和三相稳定性和快速计算相匹配,并扩展到N2, H2, C2H6, C3H8和CH4-CO2气体混合物。
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引用次数: 0
Competitive Behavior of Polar and Nonpolar Shale Oil During CO2-Induced Mobilization in Water-Bearing Nanopores 极性和非极性页岩油在含水纳米孔中co2诱导动员过程中的竞争行为
IF 6 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-10-22 Epub Date: 2026-10-09 DOI: 10.1021/acs.energyfuels.6c03723
Ping Feng, Ziyang Yuan, Lei Mei, Mingyang Jiang, Ao Hou, Xueshuai Zhu

Theefficiency of CO2-enhanced oil recovery (EOR) inshale reservoirs is critically influenced by formation water and thecomplex chemistry of the crude oil. However, the roles of componentsin shale oil and its underlying mechanisms are lacking. In this work,molecular dynamics simulations were performed to investigate the CO2 flooding process in water-bearing shale nanopores, comparingrepresentative nonpolar and polar multicomponent oil models. The resultsreveal that nanopore oil displacement efficiency is governed jointlyby shale oil composition and water content, with polarity being thepredominant factor. Specifically, nonpolar oil shows a monotonic decreasein efficiency with water content, whereas polar oil exhibits persistentlylower efficiency that declines gradually with increasing water content,attributed to the tenacious hydrogen-bonding adsorption of heteroatomicspecies. Water reduces CO2 adsorption near the quartz surfaceand promotes clustering of oil components such as hexadecane, therebyincreasing transport resistance. For polar oil, recovery is consistentlylower and also declines with increasing water content, governed bythe tenacious adsorption of heteroatomic compounds via hydrogen bonding.Amphiphilic molecules such as 1-nonanethiol act as molecular bridges.The thiol groups anchor strongly to the surface, while their alkylchains link to nonpolar components via van der Waals interactions,forming a resistant network. Additionally, hydrogen bonding amongpolar components leads to stable aggregates that further restrictCO2 access to the oil phase. This study offers a theoreticalbasis for optimizing CO2-based recovery processes in water-bearingshale reservoirs rich in polar components.

页岩储层二氧化碳提高采收率(EOR)的效率受到地层水和原油复杂化学性质的严重影响。然而,页岩油组分的作用及其潜在机制尚不清楚。在这项工作中,进行了分子动力学模拟来研究含水页岩纳米孔中的CO2驱油过程,比较了具有代表性的非极性和极性多组分油模型。结果表明:纳米孔驱油效率受页岩油组分和含水率共同控制,极性是主导因素;具体来说,非极性油的效率随着含水量的增加呈单调下降趋势,而极性油的效率则持续下降,并随着含水量的增加而逐渐下降,这是由于杂原子物质顽强的氢键吸附。水减少了石英表面附近CO2的吸附,促进了十六烷等油组分的聚集,从而增加了输送阻力。对于极性油,由于杂原子化合物通过氢键的顽强吸附,采收率一直较低,并且随着含水量的增加而下降。两亲性分子如1-壬硫醇起分子桥的作用。巯基牢固地固定在表面,而它们的烷基链通过范德华相互作用与非极性组分连接,形成一个抗性网络。此外,极性组分之间的氢键形成稳定的聚集体,进一步限制了二氧化碳进入油相。该研究为富极性组分含水页岩储层co2基采油工艺优化提供了理论依据。
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引用次数: 0
Explainable Machine Learning Combined with Feature Selection and Bayesian Optimization for Predicting Rare Earth Elements and Yttrium in Coal: A Case Study of China’s Five Major Coal-Bearing Regions 结合特征选择和贝叶斯优化的可解释性机器学习预测煤中稀土元素和钇——以中国五大煤区为例
IF 6 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-10-22 Epub Date: 2026-10-12 DOI: 10.1021/acs.energyfuels.6c03787
Jingrui Li, Chuncai Zhou, Yuan Yuan, Feng Wang, Xiangdi Xu, Guijian Liu

Determining the concentrations of rare earth elementsand yttrium(REY) in coal is essential for evaluating coal-hosted critical metalresources and understanding their geochemical controls. However, conventionallaboratory analyses are costly, time-consuming, and spatially sparse,limiting regional-scale assessment. In this study, we compiled 527coal samples from 30 coalfields across China’s five major coal-bearingregions and developed an explainable machine learning framework forREY prediction. Unlike previous site-specific models, this frameworkintegrates feature selection, Bayesian optimization, and SHAP interpretationfor REY prediction at a broad regional scale. After data preprocessing,multicollinearity diagnosis, and correlation-based feature selection,16 predictors were retained for model construction. Four ensembleregression models, including Random Forest (RF), Extra Trees (ET),CatBoost (CAT), and Gradient Boosting Decision Tree (GBDT), were optimizedusing Bayesian hyperparameter search and 5-fold cross-validation.The ET model achieved the best test-set performance among the fourensemble models, with RMSE = 39.962, MAE = 29.669, and R2 = 0.716, although predictions for highly enriched samples remaineduncertain because of the long-tailed REY distribution. SHAP analysisidentified Ga as the most influential predictor, followed by geologicalage and P2O5, suggesting that clay-related terrigenousinput, stratigraphic context, and minor phosphate-associated phasesmay jointly influence model-predicted REY enrichment. These resultsdemonstrate that the proposed framework can serve as an effectiveprescreening tool to prioritize coal samples for detailed REY analysis,while independent validation is recommended for high-value targetareas.

测定煤中稀土元素和钇(REY)的浓度对于评价煤型关键金属资源和了解其地球化学控制作用至关重要。然而,传统的实验室分析成本高、耗时长、空间稀疏,限制了区域尺度的评估。在这项研究中,我们从中国五个主要含煤地区的30个煤田中收集了527个煤炭样本,并开发了一个可解释的机器学习框架来进行预测。与以前的特定地点模型不同,该框架集成了特征选择、贝叶斯优化和SHAP解释,用于在广泛的区域尺度上进行REY预测。经过数据预处理、多重共线性诊断和基于相关性的特征选择,保留16个预测因子用于模型构建。采用贝叶斯超参数搜索和5倍交叉验证对随机森林(RF)、额外树(ET)、CatBoost (CAT)和梯度提升决策树(GBDT) 4个集成回归模型进行了优化。ET模型在四组模型中测试集性能最好,RMSE = 39.962, MAE = 29.669, R2 = 0.716,但由于REY的长尾分布,对高富集样品的预测仍然不确定。SHAP分析发现Ga是最具影响力的预测因子,其次是地质年龄和P2O5,这表明粘土相关的陆源输入、地层背景和少量磷酸盐相关阶段可能共同影响模型预测的REY富集。这些结果表明,所提出的框架可以作为一种有效的预筛选工具,优先考虑煤炭样本进行详细的REY分析,而对于高价值目标区域,建议进行独立验证。
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引用次数: 0
N-Doped Carbon Nanosheet-Confined CoSe2 Enabling High-Rate and Durable Sodium Storage n掺杂碳纳米片限制CoSe2实现高速率和持久的钠储存
IF 6 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-10-22 Epub Date: 2026-10-14 DOI: 10.1021/acs.energyfuels.6c02904
Jingjing Chen, Xiang Zhang, Huihua Min, Hao Yang, Jin Wang, Zisheng Guan

Transition-metal selenides (TMSes) show considerablepotentialas anodes of sodium-ion batteries, benefiting from their diverse redoxreactions and large theoretical capacities. Despite these merits,TMSes suffer from drastic volumetric changes and sluggish electrontransport, leading to a degraded cycling stability and poor rate performance.Herein, an integrated CoSe2@NC nanoarchitecture was developedthrough a Co-hexamethylenetetramine precursor-mediated selenizationstrategy, yielding ultrafine CoSe2 nanoparticles encapsulatedwithin interconnected nitrogen-doped carbon nanosheets. The two-dimensionalnanosheet morphology maximizes the accessible electrochemical interfaceand facilitates rapid Na+ migration, while the nitrogen-dopedcarbon nanosheet serves as a conductive network for efficient electrontransport and a structural scaffold that accommodates the volumetricvariation. Benefiting from this synergy, CoSe2@NC deliversa considerable reversible capacity, superior rate capability, androbust cycling capability. Quantitative kinetic analyses reveal thatthe superior performance originates from dominant pseudocapacitivecharge storage, lowered interfacial impedance, and accelerated Na+ diffusion. Additionally, CoSe2@NC exhibits a competentperformance when assembled into sodium-ion capacitors, further demonstratingits potential for practical sodium-based energy storage.

过渡金属硒化物(TMSes)由于其多样的氧化还原反应和较大的理论容量,在钠离子电池阳极中表现出相当大的潜力。尽管有这些优点,但TMSes的体积变化剧烈,电子输运缓慢,导致循环稳定性下降,速率性能差。在这里,通过co -六亚甲基四胺前体介导的硒化策略,开发了一个集成的CoSe2@NC纳米结构,产生了超细的CoSe2纳米颗粒包裹在相互连接的氮掺杂碳纳米片中。二维纳米片的形貌最大化了电化学界面的可达性,促进了Na+的快速迁移,而氮掺杂碳纳米片则作为有效电子传递的导电网络和适应体积变化的结构支架。得益于这种协同作用,CoSe2@NC提供了相当大的可逆容量,优越的速率能力和强大的循环能力。定量动力学分析表明,这种优异的性能源于假电容性电荷存储优势、界面阻抗降低和Na+扩散加速。此外,CoSe2@NC在组装成钠离子电容器时表现出良好的性能,进一步证明了其在实际钠基储能方面的潜力。
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