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Synthesis and Evaluation of Novel Graphene Oxide-Based Comb-Polymer Viscosity Reducer for Heavy Oil 新型氧化石墨烯基梳子-聚合物稠油降粘剂的合成与评价
IF 5.3 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-01-25 DOI: 10.1021/acs.energyfuels.5c05915
Zhen Tao, , , Bauyrzhan Sarsenbekuly*, , , Wanli Kang*, , , Wenwei Wu, , , Guoqing Zhang, , , Hongbin Yang, , , Yuqin Tian, , , Yaoguo Wang, , , Shouzun Guo, , and , Dong Liu, 

To tackle the challenges of high viscosity, poor fluidity, and low recovery rates in heavy oil, a novel comb-like polymer viscosity reducer (GO-Z) based on nanographene oxide (GO) was developed. GO was first functionalized with a silane coupling agent and then grafted with long-chain alkyl (C16DMAAC) and polyether (APEG-8) groups. The results show that GO-Z exhibited superior emulsification, dispersion, and viscosity reduction properties under microagitation conditions (simulating the low-shear conditions of real reservoirs), achieving over 94% viscosity reduction at a concentration of 0.3 wt %. Physical simulation flooding experiments further demonstrated that GO-Z effectively improved heavy oil recovery at various injection rates, with the highest increase reaching 11.61%. This study opens up a clear and promising path for the application of functionalized GO in the emulsification and viscosity reduction of heavy oil cold production.

为了解决稠油高粘度、低流动性和低采收率的难题,开发了一种基于纳米氧化石墨烯(GO)的新型梳状聚合物降粘剂GO- z。首先用硅烷偶联剂对氧化石墨烯进行功能化,然后接枝长链烷基(C16DMAAC)和聚醚(peg -8)基团。结果表明,GO-Z在微搅拌条件下(模拟真实储层的低剪切条件)表现出优异的乳化、分散和降粘性能,在0.3 wt %的浓度下,粘度降低幅度超过94%。物理模拟驱油实验进一步证明,GO-Z在不同注入速率下均能有效提高稠油采收率,最高可达11.61%。本研究为功能化氧化石墨烯在稠油冷采乳化降粘中的应用开辟了一条清晰而有前景的道路。
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引用次数: 0
Unveiling the Mechanism in Joule Flash Heating Polyethylene Pyrolysis: Insights from ReaxFF MD Simulations and Experiments 焦耳闪热聚乙烯热解机理的揭示:ReaxFF MD模拟和实验的启示
IF 5.3 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-01-25 DOI: 10.1021/acs.energyfuels.5c06027
Yao Zhang, , , Dikun Hong, , , Tong Xu, , , Mingfan Zhang, , , Mengyang Sun, , and , Chunbo Wang*, 

In this research, the impacts of the Joule flash heating (JFH) method on the generation of monomers and three-phase products during polyethylene (PE) pyrolysis were investigated by using reactive molecular dynamics (ReaxFF MD) simulations. Temperature ranges for JFH were determined through thermal pyrolysis. Meanwhile, JFH experiments at 70, 80, and 90 V were carried out by using the JFH reactor. The trends of the calculated results are consistent with those of the experimental results. Increasing the maximum (Tmax) or minimum (Tmin) temperatures in JFH promoted secondary reactions. Then, compared to the pyrolysis characteristics of PE under the JFH and the conventional continuous heating (CCH) conditions, the results showed that the yields of char decreased in the JFH method, and the tar produced by pyrolysis exhibited a higher H/C ratio. The yield monomer (C2H4) obtained by the JFH method was nearly 12 times more than that obtained by the CCH method according to ReaxFF MD simulations. Finally, by analyzing the reaction types and reaction frequencies involved in the secondary and primary reactions of C2H4 on PE pyrolysis, the mechanisms of the effect of the JFH method on the generation of C2H4 were revealed. The enhanced C2H4 production in JFH was attributed to two key factors during the cooling stage: (1) The cooling stage inhibited hydrogen dissociation in C2H4, and decreased the reactions of C2H4 with alkyl radicals, thus reducing C2H4 consumption. (2) The decrease in temperature makes the condensation reaction of ethylene less likely to occur. These findings highlight the potential of JFH as an efficient method for optimizing PE pyrolysis, maximizing C2H4 monomer recovery and minimizing undesirable byproducts such as tar and char.

本研究采用反应分子动力学(ReaxFF MD)模拟研究了焦耳闪热(JFH)方法对聚乙烯(PE)热解过程中单体和三相产物生成的影响。通过热热解确定了JFH的温度范围。同时,利用JFH反应器进行了70v、80v和90v的JFH实验。计算结果与实验结果的趋势基本一致。提高JFH的最高(Tmax)或最低(Tmin)温度可促进二次反应。然后,将PE在JFH和常规连续加热条件下的热解特性进行比较,结果表明,JFH方法的炭产率降低,热解生成的焦油具有更高的H/C比。根据ReaxFF MD模拟,JFH法得到的产率单体(C2H4)是CCH法的近12倍。最后,通过对C2H4在PE热解过程中二次和一次反应的反应类型和反应频率的分析,揭示了JFH法对C2H4生成的影响机理。冷却阶段抑制了C2H4中氢的解离,减少了C2H4与烷基自由基的反应,从而减少了C2H4的消耗。(2)温度的降低使乙烯的缩合反应发生的可能性降低。这些发现突出了JFH作为优化PE热解、最大化C2H4单体回收率和最小化焦油和焦炭等不良副产物的有效方法的潜力。
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引用次数: 0
Quantitative Diagenesis for the Characterization of CCUS Storage in Carbonates 碳酸盐储层CCUS的定量成岩作用研究
IF 5.3 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-01-25 DOI: 10.1021/acs.energyfuels.5c05345
Omar K. Mohammed-Sajed*, , , Fraidoon Rashid, , , Paul W. J. Glover, , , Richard E.Ll. Collier, , and , Piroska Lorinczi, 

Recent years have seen the growth of new techniques that combine conventional stratigraphic and observational approaches to characterizing the type, scope, extent, timing, and effects of diagenetic processes with petrophysical measurements of their rock microstructure. These new Quantitative Diagenesis (QD) techniques can be used to predict post- and predolomitization porosities and permeabilities as well as track petrodiagenetic pathways. The objective of this paper is to use QD to calculate changes to the CO2 storage of a CCUS target for the first time. These QD approaches include porosity and permeability prediction resulting from varying degrees of dolomitization, calculation of porosity and permeability of the host rock before dolomitization, using petrodiagenetic pathways to track quantitatively the type, extent, and timing of diagenetic processes, and methods for determining the impact of fractures (the Fracture Effect Index, FEI). This paper reports the impact of dolomitization and fracturing on CO2 storage by considering the Butmah and Shiranish formations (NE Iraq). The Butmah Formation data show that the CO2 storage of the formation increased significantly 154.23 Mt (78%) due to dolomitization. The Shiranish Formation showed an increase in CO2 storage of 144.23 Mt (70%) from the almost unfractured rocks of its U.1(A) lithofacies (FEI = 0.31) to the highly fractured rocks of its U.4 lithofacies (FEI = 15.55). The main scientific contribution of this paper is that it shows for the first time that QD techniques can be used to calculate very significant changes in CO2 storage capacity concomitant with fracturing, dolomitization, and precipitation. Such techniques should therefore be employed when judging any legacy reservoir or aquifer in carbonates the potential CCUS use.

近年来,新技术的发展将传统的地层学和观测方法结合起来,通过岩石微观结构的岩石物理测量来表征成岩过程的类型、范围、程度、时间和影响。这些新的定量成岩(QD)技术可以用于预测白云石化后和白云石化前的孔隙度和渗透率,以及跟踪岩石成岩路径。本文的目的是首次使用量子点来计算CCUS目标CO2储存量的变化。这些QD方法包括不同白云化程度下的孔隙度和渗透率预测,白云化前寄主岩石的孔隙度和渗透率计算,利用岩石成岩路径定量跟踪成岩作用的类型、程度和时间,以及确定裂缝影响的方法(裂缝效应指数,FEI)。本文以伊拉克东北部的Butmah和Shiranish地层为例,研究了白云化和压裂对CO2储存的影响。Butmah组数据显示,由于白云化作用,该组CO2储量显著增加154.23 Mt(78%)。Shiranish组从U.1(A)岩相几乎未破裂的岩石(FEI = 0.31)到U.4岩相高度破裂的岩石(FEI = 15.55), CO2储量增加了144.23 Mt(70%)。本文的主要科学贡献在于,它首次表明QD技术可以用于计算伴随压裂、白云化和降水的CO2储存容量的非常显著的变化。因此,在判断任何遗留储层或碳酸盐岩含水层的潜在CCUS使用时,应采用此类技术。
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引用次数: 0
A Fractal Adsorption Model for Deep Coal Based on the Kelvin Equation 基于开尔文方程的深部煤分形吸附模型
IF 5.3 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-01-23 DOI: 10.1021/acs.energyfuels.5c05772
Xiaohua Tan*, , , Xinjian Ma*, , , Peng Xu, , , Xiaojun Zhou, , , Yilong Li, , , Xiaoping Li, , and , Boqi Xiao, 

Gas adsorption in coalbed methane occurs primarily through micropore filling, a process complicated by pronounced structural heterogeneity. This complexity limits the accuracy of conventional adsorption models. To overcome these limitations, we developed a novel fractal adsorption model. This equation uses fractal dimensions, derived from low-temperature gas adsorption and high-pressure mercury intrusion data, to quantitatively describe the complex pore structure. By integrating this structural information with the Kelvin equation, the novel fractal adsorption equation elevates the R2 value for adsorption capacity prediction to above 0.98. The results demonstrate that while adsorption capacity is influenced by pressure, temperature, and pore complexity, the spatial distribution of the pores themselves is the decisive factor. Ultimately, this model provides a critical distinction between the spaces where gas is stored (adsorption) and the pathways through which it flows. This study establishes a foundational framework for advancing our understanding of gas flow mechanisms in coalbed methane reservoirs.

煤层气的气体吸附主要通过微孔充填进行,其结构非均质性明显,使吸附过程复杂化。这种复杂性限制了传统吸附模型的准确性。为了克服这些限制,我们开发了一种新的分形吸附模型。该方程利用低温气体吸附和高压压汞数据导出的分形维数来定量描述复杂的孔隙结构。通过将这些结构信息与开尔文方程相结合,新的分形吸附方程将吸附容量预测的R2值提高到0.98以上。结果表明,虽然吸附能力受压力、温度和孔隙复杂性的影响,但孔隙本身的空间分布是决定性因素。最终,该模型提供了气体存储空间(吸附)和气体流动路径之间的关键区别。本研究为进一步认识煤层气储层渗流机理建立了基础框架。
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引用次数: 0
Autonomous Construction of Adaptive Plugs via Stress-Induced Bioflocculation for Enhanced Heavy Oil Recovery 基于应力诱导生物絮凝的自适应桥塞自主构建提高稠油采收率
IF 5.3 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-01-23 DOI: 10.1021/acs.energyfuels.5c05888
Zuochen Wang, , , Huiqing Liu*, , , Zongyuan Han, , , Xiaocong Lyu, , , Yue Pan, , , Zhiguo Sun, , and , Feihang Zhong, 

The extreme post-thermal environment of extra-heavy oil reservoirs, characterized by high salinity, anaerobiosis, and nutrient depletion, severely limits the efficacy of conventional Microbial Enhanced Oil Recovery (MEOR). To address this, a mild-thermal-assisted MEOR (MT-MEOR) strategy is proposed, which strategically leverages these reservoir adversities as selective pressures. The central hypothesis posits that such conditions can induce a beneficial phenotypic shift in specific microorganisms, transforming them into deep-delivery conformance control agents. The methodology integrates stress-responsive microbiological analysis with multiscale physical simulation. Laboratory studies demonstrate that under simulated reservoir stresses, Geobacillus WJ-8 undergoes a Spo0A∼P-regulated phenotypic shift from motility to cellular filamentation and copious extracellular polymeric substance (EPS) biosynthesis. This transition enables microbes to function as structural scaffolds and biological adhesives, autonomously constructing a three-dimensional, heterogeneous bioflocculation system in porous media via mechanisms including sweep flocculation and adsorption bridging. The key findings are as follows: (1) The core mechanism involves an environmentally triggered, self-responsive microbial flocculation process, presenting a novel strategy for MEOR. (2) The resulting compliant bioflocs effectively restrict flow in high-permeability zones, extending the operational permeability threshold for microbial conformance control to 2500–3000 mD without inducing formation damage. (3) Mild thermal activation at 70 °C is established as a critical factor for enabling macroscopic profile modification, achieving a 70% fractional flow contribution from the low-permeability zone and a 13.9% incremental oil recovery. (4) The system generates in situ biomass exceeding injected volumes via subsequent crude oil metabolism, establishing a self-reinforcing recovery mechanism. This research establishes a recovery paradigm where reservoir adversities are converted into biochemical drivers via an autonomous, stress-responsive microbial system. The findings advance the potential of microbial processes to unlock ultraheavy oil reserves.

特稠油油藏的极端热后环境具有高矿化度、厌氧和营养物质耗竭等特点,严重限制了传统微生物提高采油(MEOR)技术的效果。为了解决这个问题,提出了一种温和热辅助MEOR (MT-MEOR)策略,该策略策略性地利用这些油藏逆境作为选择压力。中心假设假设这样的条件可以诱导特定微生物的有益表型转移,将其转化为深层传递一致性控制剂。该方法将应力响应微生物分析与多尺度物理模拟相结合。实验室研究表明,在模拟储层胁迫下,Geobacillus WJ-8经历了Spo0A ~ p调控的表型转变,从运动到细胞丝化和丰富的细胞外聚合物(EPS)生物合成。这种转变使微生物能够作为结构支架和生物粘合剂,通过扫描絮凝和吸附桥接等机制在多孔介质中自主构建三维非均质生物絮凝系统。主要发现如下:(1)环境触发的自响应微生物絮凝过程是MEOR的核心机制,为MEOR提供了一种新的策略。(2)由此产生的柔韧性生物絮团有效地限制了高渗透层的流动,将微生物一致性控制的操作渗透率阈值提高到2500-3000 mD,而不会造成地层损害。(3) 70°C的温和热活化是实现宏观剖面改造的关键因素,可以实现低渗透层70%的分流贡献和13.9%的原油采收率增量。(4)系统通过后续原油代谢产生超过注入体积的原位生物量,建立了自我强化的恢复机制。该研究建立了一种采收率模式,其中储层逆境通过自主的、应激反应的微生物系统转化为生化驱动因素。这一发现提高了微生物过程开发超稠油储量的潜力。
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引用次数: 0
Coupled Multiphase Flow and Reactive Transport Effects on Hydraulic Fracture Interference during CO2-EOR and Storage in Unconventional Reservoirs 多相流和反应输运耦合对非常规油藏co2提高采收率和储层水力裂缝干扰的影响
IF 5.3 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-01-23 DOI: 10.1021/acs.energyfuels.5c05284
Billel Sennaoui*, , , Kegang Ling, , , Prasad Pothana, , and , Mojdeh Delshad, 
<p >Unconventional reservoirs such as the Bakken Formation represent promising targets for combined enhanced oil recovery (EOR) and CO<sub>2</sub> storage. However, their ultralow permeability, complex lithology, and multiwell developments with overlapping hydraulic fractures (HFO) create significant challenges for predicting CO<sub>2</sub> utilization efficiency and long-term storage security. In CO<sub>2</sub> Huff-n-Puff (HnP) operations, poor conformance management often leads to early CO<sub>2</sub> breakthroughs, causing injected CO<sub>2</sub> to promptly migrate to adjacent wells without effectively contacting the designated HnP well. In addition, CO<sub>2</sub> injection and soaking can substantially alter the physical properties of reservoir rocks. These effects strongly influence pore-scale properties, brine chemistry, fluid flow, and mineralogical composition, especially within the heterogeneous mineral framework of the Bakken Formation. Conventional HnP models often simplify fracture connectivity and neglect geochemical impacts, leading to over- or underestimation of recovery and storage performance. This study addresses these gaps by presenting a coupled modeling framework that integrates 3D geological modeling, compositional multiphase flow, and reactive transport processes to assess CO<sub>2</sub> Huff-n-Puff (HnP) efficiency under realistic fracture interference conditions. A multiwell pad (MWP) model was history-matched and used to examine operational strategies, including injection rates, offset well configurations, and fracture connectivity. In parallel, Henry’s law for CO<sub>2</sub> solubility was coupled with aqueous and mineral reactions, allowing explicit simulation of pH changes, calcite dissolution, and permeability evolution during injection. The thermodynamic behavior of brine–CO<sub>2</sub> systems was represented using the Pitzer ion-interaction model, enabling an accurate prediction of ionic strength effects on brine chemistry. Permeability changes were dynamically updated through porosity variations using the Kozeny–Carman relationship, linking geochemical alterations with flow properties under reservoir conditions. The results show that hydraulic fracture overlap (HFO) and interference redistribute pressure and gas flow, enhancing oil recovery in offset (child) wells but reducing the recovery from the designated HnP well. Offset-well closure under both high and low injection rates increases average reservoir pressure, promotes CO<sub>2</sub> dissolution in oil, and improves storage efficiency through dissolved trapping mechanisms, even though open wells allow greater cumulative injection. Moreover, the simulations reveal that CO<sub>2</sub> solubility and geochemical reactions substantially reshape recovery and storage dynamics. Dissolution into brine reduced gas mobility and improved storage efficiency by up to 3.7%, with 6.4% of injected CO<sub>2</sub> trapped in the aqueous phase, though at the expense of oil
非常规油藏,如Bakken组,是提高采收率(EOR)和二氧化碳储存的有希望的目标。然而,这些油田的超低渗透率、复杂岩性以及具有重叠水力裂缝(HFO)的多井开发为预测二氧化碳利用效率和长期储存安全性带来了重大挑战。在二氧化碳吞吸(HnP)作业中,不合格的一致性管理往往会导致早期的二氧化碳突破,导致注入的二氧化碳迅速迁移到邻近的井中,而没有有效地接触指定的HnP井。此外,CO2注入和浸泡可以显著改变储层岩石的物性。这些影响强烈影响孔隙尺度性质、卤水化学、流体流动和矿物组成,特别是在Bakken组的非均质矿物框架内。传统的HnP模型往往简化了裂缝连通性,忽略了地球化学影响,导致对采收率和储层性能的高估或低估。该研究通过提出一个耦合建模框架来解决这些问题,该框架集成了三维地质建模、组分多相流和反应输运过程,以评估实际裂缝干扰条件下二氧化碳赫夫-n-泡芙(HnP)效率。多井垫(MWP)模型进行了历史匹配,并用于检查作业策略,包括注入速率、邻井配置和裂缝连通性。同时,将二氧化碳溶解度的亨利定律与水和矿物反应相结合,可以明确模拟注入过程中的pH变化、方解石溶解和渗透率演变。利用Pitzer离子相互作用模型表征了卤水- co2体系的热力学行为,从而能够准确预测离子强度对卤水化学的影响。利用Kozeny-Carman关系,通过孔隙度变化动态更新渗透率变化,将地球化学变化与储层条件下的流动特性联系起来。结果表明,水力裂缝重叠(HFO)和干扰重新分配了压力和气流,提高了邻井(子井)的采收率,但降低了指定HnP井的采收率。在高注入速率和低注入速率下,邻井关闭都会增加平均储层压力,促进CO2在油中的溶解,并通过溶解捕获机制提高储存效率,尽管裸井可以获得更大的累积注入量。此外,模拟结果表明,CO2溶解度和地球化学反应在很大程度上改变了采收和储存动力学。溶解到盐水中降低了气体的流动性,提高了3.7%的储存效率,6.4%的注入二氧化碳被困在水相中,但由于二氧化碳-油接触减少,以牺牲石油采收率为代价。地球化学反应进一步表明,方解石的矿物缓冲作用将pH稳定在5附近,减轻了仅电离条件下观察到的严重酸化。矿物溶解提高了孔隙度和渗透率,增加了注入能力,提高了HnP井的产量。然而,在高裂缝连通性下,这些改进加速了二氧化碳的运移,降低了储层效率,尽管注入量更大,采收率更高。通过将裂缝干扰动力学与反应输运明确耦合,该研究为致密储层的CO2利用和长期储存效率提供了更现实的评估。这些发现为优化压裂非常规系统的二氧化碳eor操作和存储策略提供了实用的见解。
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引用次数: 0
Methylurea as a Promoter of Cellulose Dissolution and a Regulator of Solvation Structures of Zinc Ions for Quasi-Solid Dendrite-Free Zinc Hybrid Supercapacitors 甲基脲在准固体无枝晶锌杂化超级电容器中纤维素溶解促进剂和锌离子溶剂化结构调节剂的研究
IF 5.3 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-01-23 DOI: 10.1021/acs.energyfuels.4c05807
Yapeng He, , , Xinyuan Bai, , , Yongqi Deng, , , Long Zhang, , and , Lifeng Yan*, 

Flexible zinc-ion hybrid supercapacitors (FZHSCs) with high energy and power densities and long cycle lives are promising. However, dendrite growth and unsatisfactory cycle stability limit their applications. By adopting Zn foil as the anode, N-doped reduced graphene oxide (N-rGO) as the cathode, and cellulose-methylurea (Mu) hydrogel (CMZ-gel) as the electrolyte, we prepared high-performance FZHSCs. The presence of Mu molecules contributes to cellulose dissolution, alters zinc-ion solvation in the CMZ-gel, and guides uniform zinc deposition. The network structure of hydrophilic cellulose chains disrupts the hydrogen bonds between water molecules, hindering proton transport and reducing the HER. Simultaneously, the porous hydrogel structure facilitates three-dimensional zinc-ion diffusion. Zn//Zn symmetric cells with CMZ-gel exhibit an extended lifespan exceeding 1000 h at 1 mA cm–2 and 1 mAh cm–2. The Zn//CMZ-gel//N-rGO ZHSC displays a high specific capacitance of 173 F g–1 (0.5 A g–1), superior power density of 4287 W kg–1 (13.1 Wh kg–1), and high energy density of 81.2 Wh kg–1 (562 W kg–1). After 10,000 charge–discharge cycles (10 A g–1), the Zn//CMZ-gel//N-rGO ZHSC shows excellent cycle stability with a high capacitance retention of 93%.

具有高能量和功率密度、长循环寿命的柔性锌离子混合超级电容器(FZHSCs)具有广阔的应用前景。然而,枝晶生长和不理想的循环稳定性限制了它们的应用。以锌箔为阳极,n掺杂还原氧化石墨烯(N-rGO)为阴极,纤维素-甲基脲(Mu)水凝胶(CMZ-gel)为电解质,制备了高性能的FZHSCs。Mu分子的存在有助于纤维素的溶解,改变锌离子在cmz凝胶中的溶剂化,并引导均匀的锌沉积。亲水性纤维素链的网状结构破坏了水分子之间的氢键,阻碍了质子的传输,降低了HER。同时,多孔水凝胶结构有利于锌离子的三维扩散。含有cmz -凝胶的Zn//Zn对称电池在1 mA cm-2和1 mAh cm-2下的寿命超过1000小时。Zn//CMZ-gel//N-rGO ZHSC具有173 F - 1 (0.5 a - 1)的高比电容、4287 W kg-1 (13.1 Wh kg-1)的高功率密度和81.2 Wh kg-1 (562 W kg-1)的高能量密度。在1万次(10 A g-1)充放电循环后,Zn//CMZ-gel//N-rGO ZHSC表现出优异的循环稳定性,电容保持率高达93%。
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引用次数: 0
Machine Learning-Based Multiscale Geomechanical Modeling 基于机器学习的多尺度地质力学建模
IF 5.3 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-01-23 DOI: 10.1021/acs.energyfuels.5c05458
Yingjun Liu, , , Chenggang Xian*, , , Gongrui Yan, , , Juntao Ma, , , Hui Zhang, , , Ke Xu, , and , Penglin Zheng, 

Traditional three-dimensional geomechanical modeling is hindered by several limitations, including time-consuming workflows, challenges in effectively updating models, constraints in available computational resources, and issues related to software compatibility. To address these challenges, this study introduces a machine learning-based multiscale (well-log and seismic scales) geomechanical modeling approach. It leverages the complementary advantages of well-log data (providing vertical resolution at borehole locations) and seismic data (offering lateral continuity), where machine learning algorithms utilize the spatial constraints from seismic data to guide interpolation and extrapolation of well-log information in 3D space. This methodology integrates geological structural data, well-log information, and seismic data, leveraging machine learning techniques to construct intelligent digital models that can represent subsurface geomechanical behavior. To evaluate prediction performance at both well-log and seismic scales, we conducted extensive model training and completed the method selection. Results indicate that the multitask learning approach achieved R2 scores of 0.9826 at the well-log scale and 0.9379 at the seismic scale, with mean absolute percentage errors in blind-zone prediction falling within acceptable engineering standards. In the application test for predicting geomechanical parameters of planned wells, the average prediction error for key mechanical parameters is 10.17%, validating the method’s applicability to field development planning, reserve estimation, and drilling decision-making. Additionally, this study implemented interactive visualization using the VisPy library with support for synchronized display of multiscale data and real-time zooming functionality, providing extensible technical support for intelligent oilfield exploration and decision-making. In summary, this research can be applied to scenarios including geomechanical parameter prediction for planned wells, well-log parameter prediction, and seismically driven geomechanical modeling.

传统的三维地质力学建模受到一些限制的阻碍,包括耗时的工作流程、有效更新模型的挑战、可用计算资源的限制以及与软件兼容性相关的问题。为了应对这些挑战,本研究引入了一种基于机器学习的多尺度(测井和地震尺度)地质力学建模方法。它利用了测井数据(提供井眼位置的垂直分辨率)和地震数据(提供横向连续性)的互补优势,其中机器学习算法利用地震数据的空间约束来指导三维空间中测井信息的插值和外推。该方法整合了地质构造数据、测井信息和地震数据,利用机器学习技术构建能够表示地下地质力学行为的智能数字模型。为了评估测井和地震尺度下的预测效果,我们进行了大量的模型训练并完成了方法选择。结果表明,多任务学习方法在井对数尺度和地震尺度上的R2得分分别为0.9826和0.9379,盲区预测的平均绝对百分比误差在可接受的工程标准范围内。在规划井地质力学参数预测应用试验中,关键力学参数的平均预测误差为10.17%,验证了该方法在油田开发规划、储量估算、钻井决策等方面的适用性。此外,本研究利用VisPy库实现交互式可视化,支持多尺度数据同步显示和实时缩放功能,为油田智能勘探和决策提供可扩展的技术支持。综上所述,该研究可应用于规划井的地质力学参数预测、测井参数预测以及地震驱动的地质力学建模等场景。
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引用次数: 0
Biodegradation-Corrected δ13C for Oil-Source Correlation in the Western Qionghai Uplift 琼海西部隆起生物降解校正δ13C油源对比
IF 5.3 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-01-23 DOI: 10.1021/acs.energyfuels.5c05646
Qingqing Xiang, , , Xiangdong Yin*, , , Fujie Jiang, , and , Li Jiang, 

The western segment of the Qionghai Uplift is a major oil-bearing block in the Zhu III depression. However, diverse crude oil phases and types occur within this area, characterized by complex geochemical signatures, and the origin and genesis of these crude oils remain unclear. Through the analysis of crude oil physical properties, biomarker compounds, and carbon isotope data, this study clarifies the geochemical characteristics and genetic origins of the crude oils. The results indicate that (1) response characteristics of typical biomarkers (C25-norhopane) to biodegradation indicate PM 1 to PM 3 biodegradation levels in the study area’s crude oils. Correction of whole-oil δ13C values to account for biodegradation effects enables a more accurate oil-source correlation. (2) Crude oils in the study area can be classified into two types: A and B. Type A crude oil is derived from sapropelic-humic organic matter, exhibiting characteristics of both the shallow lacustrine and mid-deep lacustrine source rocks of the Wenchang formation, indicating mixed contributions from these two sets of source rocks. In contrast, Type B crude oil is predominantly sapropelic and is sourced solely from the mid-deep lacustrine source rocks of the Wenchang formation. The source rocks of the Enping formation do not contribute to the oil reservoirs in this area. (3) Two distinct phases of hydrocarbon charging, occurring at 15–4.8 Ma and 3.5–0 Ma, respectively, have been identified in the study area. The initial charge was solely supplied by the basal mid-deep lacustrine source rocks, leading to the accumulation of Type B crude oil. During the late stage, as the shallow lacustrine source rocks entered the oil window, both source rock units contributed simultaneously, resulting in the formation of Type A crude oil. The present-day variation in crude oil properties in the Q area of the western Qionghai Uplift is attributed to spatiotemporal differences in hydrocarbon charging from the two source rock units and their coupling with subsequent tectonic activity consequently, and an accumulation model is established, summarized as “dual-source hydrocarbon supply from the Wenchang B Sag, fault-sandstone composite migration, differential charging, and late-stage adjustment”. These results provide critical insights for evaluating hydrocarbon accumulation mechanisms and optimizing exploration targets.

琼海隆起西段是朱三坳陷的主要含油区块。然而,该区原油物相和类型多样,地球化学特征复杂,原油来源和成因尚不清楚。通过对原油物性、生物标志化合物和碳同位素数据的分析,明确了原油的地球化学特征和成因。结果表明:(1)典型生物标志物(c25 -去藿烷)对生物降解的响应特征反映了研究区原油中PM 1 ~ PM 3的生物降解水平。校正全油δ13C值以考虑生物降解效应,使油源相关性更加准确。(2)研究区原油可分为A、b两种类型。A型原油来源于腐泥-腐殖质有机质,具有文昌组浅层湖相和中深层湖相烃源岩的特征,表明两套烃源岩的贡献是混合的。B型原油以腐泥质为主,仅来源于文昌组中深层湖相烃源岩。恩平组烃源岩对本区油气成藏没有贡献。(3)研究区在15 ~ 4.8 Ma和3.5 ~ 0 Ma两个不同的油气充注阶段。初期充注完全由基性中深湖烃源岩提供,形成了B型原油的聚集。后期浅湖相烃源岩进入油窗,两个烃源岩单元同时贡献,形成A型原油。琼海西隆起Q区原油物性现今的变化,主要归因于两个烃源岩单元充注的时空差异及其与后续构造活动的耦合,并建立了“文昌B凹陷双源供烃、断-砂岩复合运移、差异充注、后期调整”的成藏模式。这些结果为评价油气成藏机制和优化勘探目标提供了重要见解。
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引用次数: 0
Durability Degradation in Proton Exchange Membrane Fuel Cell Stacks: The Scale Effect 质子交换膜燃料电池堆耐久性退化:规模效应
IF 5.3 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-01-22 DOI: 10.1021/acs.energyfuels.5c06050
Daokuan Jiao, , , Xifeng Luo, , , Yanyi Zhang, , , Yongping Hou, , , Xiaobing Wang, , and , Dong Hao*, 

The fuel cell products exhibit different power levels across various application scenarios or R&D stages. However, the performance exhibits a nonlinear mapping relationship across the material-single cell short stack-long stack hierarchy. This study constructs for the first time a model of ″identical core materials + identical test conditions + different power levels″, isolating the variables of materials and operating conditions, and conducted a comparative study on the 1000 h durability degradation behavior of three stacks (4 kW short stack, 45 kW medium stack, and 130 kW long stack). The results indicate that the long stack exhibited higher initial performance and better consistency than the medium stack, though its degradation rate was intermediate between the short and medium stacks. The results of linear fitting and the “beginning to the end” difference method are similar in evaluating the degradation rate, and both are applicable to the durability evaluation. Higher current densities lead to more severe degradation and increased inconsistency among individual cells. All stacks exhibit dynamic periodic fluctuations in performance, highlighting the non-negligible impact of reversible losses during long-term operation and providing an experimental basis for implementing regular maintenance. The conclusions offer practical engineering implications for stack design, process uniformity improvements, and lifetime prediction with multiple power levels.

燃料电池产品在不同的应用场景或研发阶段表现出不同的功率水平。然而,性能表现出跨材料-单单元短堆栈-长堆栈层次结构的非线性映射关系。本研究首次构建″相同堆芯材料+相同试验条件+不同功率水平″模型,隔离材料和工况变量,对3个堆芯(4kw短堆、45kw中堆和130kw长堆)的1000 h耐久性退化行为进行对比研究。结果表明,长堆叠的初始性能和一致性优于中堆叠,但其退化率介于短堆叠和中堆叠之间。线性拟合法与“从头到尾”差分法对退化率的评价结果相似,均适用于耐久性评价。较高的电流密度导致更严重的退化和单个细胞之间的不一致性增加。所有堆叠的性能都表现出动态的周期性波动,突出了长期运行过程中可逆损耗的不可忽视的影响,并为实施定期维护提供了实验依据。这些结论对多功率水平下的堆叠设计、工艺均匀性改进和寿命预测具有实际的工程意义。
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引用次数: 0
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