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Carbonylative Construction and Transformation of Strained Carbocycles 应变碳环的羰基化构造和转化
IF 12.9 1区 化学 Q1 CHEMISTRY, PHYSICAL Pub Date : 2026-02-03 DOI: 10.1021/acscatal.5c08450
Peng Yang, Le-Cheng Wang, Zhi-Peng Bao, Xiao-Feng Wu
Strained carbocycles such as cyclopropanes and cyclobutanes are privileged motifs in modern medicinal chemistry, which have also been verified by the over 20 strained carbocycle-containing drugs approved by the FDA between 2015 and 2019. Moreover, owing to their high intrinsic strain and distinctive reactivity, these small-ring carbocycles have become indispensable building blocks in synthetic chemistry. Carbonylation reactions employing carbon monoxide (CO) as a versatile C1 synthon offer efficient access to structurally diverse and industrially relevant carbonyl-containing compounds. Recent advances have consequently unveiled a powerful synergy between ring strain and carbonylation. Under these backgrounds, this review provides a systematic overview of developments from 2000 to 2025, with a focus on carbonylative cyclopropanation with CO and strain-release carbonylative transformations of strained carbocycles. By summarizing representative transformations and mechanistic trends, we furthermore highlight emerging opportunities in catalyst design, selectivity control, and synthetic applications.
环丙烷、环丁烷等张力碳环是现代药物化学中具有优势的基序,2015年至2019年FDA批准的20多种含张力碳环药物也证实了这一点。此外,由于它们的高本征应变和独特的反应活性,这些小环碳环已成为合成化学中不可或缺的组成部分。羰基化反应采用一氧化碳(CO)作为多功能的C1合成提供了有效的访问结构多样和工业相关的含羰基化合物。最近的进展揭示了环应变和羰基化之间的强大协同作用。在此背景下,本文对2000年至2025年的研究进展进行了系统综述,重点介绍了CO羰基环丙烷化和应变碳环的应变释放羰基化转化。通过总结具有代表性的转变和机理趋势,我们进一步强调了催化剂设计,选择性控制和合成应用方面的新兴机会。
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引用次数: 0
Mechanochemically Engineered Bimetallic PtNi/CeO2 Catalysts for Enhanced Methane Steam Reforming 机械化学工程双金属PtNi/CeO2催化剂用于甲烷蒸汽重整
IF 12.9 1区 化学 Q1 CHEMISTRY, PHYSICAL Pub Date : 2026-02-03 DOI: 10.1021/acscatal.5c06508
Andrea Braga, Marina Armengol-Profitós, Laia Pascua-Solé, Lluís Soler, Isabel Serrano, Ignacio J. Villar-Garcia, Virginia Pérez-Dieste, Enrico Tusini, Andrea De Giacinto, Anna Zimina, Jan-Dierk Grunwaldt, Jordi Llorca, Núria J. Divins
Bimetallic PtNi/CeO2 catalysts were successfully synthesized via a mechanochemical approach, specifically ball milling, and evaluated for methane steam reforming (MSR). A fractional factorial design of experiments was employed to systematically explore the effects of key milling parameters─milling frequency, milling time, and ball-to-powder ratio─on the catalysts’ structural properties and catalytic performance. The catalysts were characterized by X-ray diffraction, H2 temperature-programmed reduction, transmission electron microscopy, and Raman spectroscopy. Catalytic activity tests were performed in a plug flow reactor under a high gas hourly space velocity (200,000 mL gcat–1 h–1) at a steam-to-carbon ratio of 2 between 700 and 950 °C. The mechanochemically synthesized catalysts were benchmarked against those prepared via incipient wetness impregnation. The most active milled catalysts achieved a methane conversion rate of ca. 22 mol CH4 gNi–1 h–1 at 700 °C (83.5% methane conversion for a PtNi/CeO2 mechanochemically synthesized), outperforming the impregnated counterpart (64% methane conversion under the same reaction conditions). Notably, increasing the milling intensity resulted in enhanced catalytic activity, with milling frequency emerging as the most influential factor─correlating with the formation of smaller NiO particles. To elucidate the role of Pt addition, in situ X-ray absorption near-edge structure (XANES) and near-ambient pressure X-ray photoelectron spectroscopy (NAP-XPS) measurements were conducted on the most active milled catalysts under MSR conditions. NAP-XPS revealed surface segregation of Pt during MSR, alongside an inhibitory effect on solid carbon deposition, suggesting the potential for a coke-resistant catalyst. These findings highlight the power of mechanochemical synthesis in tuning catalyst properties, offering a scalable and efficient route to high-performance catalysts for methane reforming and hydrogen production.
通过机械化学方法(特别是球磨)成功合成了双金属PtNi/CeO2催化剂,并对其甲烷蒸汽重整(MSR)进行了评价。采用分数析因试验设计,系统探讨了磨粉频率、磨粉时间和球粉比等关键磨粉参数对催化剂结构性能和催化性能的影响。通过x射线衍射、H2程序升温还原、透射电镜和拉曼光谱对催化剂进行了表征。催化活性测试在塞流反应器中进行,在700至950°C之间的高气体小时空速(200,000 mL gcat-1 h-1)下,蒸汽与碳比为2。将机械化学合成的催化剂与初湿浸渍法制备的催化剂进行了对比。在700℃条件下,磨粒催化剂的甲烷转化率为22 mol CH4 gNi-1 h-1(机械化学合成的PtNi/CeO2甲烷转化率为83.5%),优于浸渍催化剂(相同反应条件下甲烷转化率为64%)。值得注意的是,铣削强度的增加导致催化活性的增强,铣削频率成为最重要的影响因素,与较小的NiO颗粒的形成相关。为了阐明Pt添加的作用,在MSR条件下对活性最高的磨矿催化剂进行了原位x射线吸收近边结构(XANES)和近环境压力x射线光电子能谱(napp - xps)测量。NAP-XPS揭示了铂在MSR过程中的表面偏析,以及对固体碳沉积的抑制作用,这表明了抗焦催化剂的潜力。这些发现突出了机械化学合成在调整催化剂性能方面的力量,为甲烷重整和制氢的高性能催化剂提供了一条可扩展和有效的途径。
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引用次数: 0
Regio- and Enantioselective Rhodium-Catalyzed Sulfonylation of gem-Difluorinated Cyclopropanes 区域选择性和对映选择性铑催化宝石二氟化环丙烷的磺化反应
IF 12.9 1区 化学 Q1 CHEMISTRY, PHYSICAL Pub Date : 2026-02-03 DOI: 10.1021/acscatal.5c08795
Rong-De He, Qi Cao, Yixin Lu
Ring-opening functionalization of gem-difluorinated cyclopropanes (gem-F2CPs) has become a powerful strategy for constructing 2-fluorinated allylic frameworks. However, most prior studies mainly form racemic monofluoroalkenes with linear selectivity. In this study, we report a rhodium-catalyzed highly enantioselective and regioselective sulfonylation of gem-F2CPs with readily available sodium sulfinates. This method represents a general catalytic approach to access enantiomerically enriched 2-fluorinated allylic sulfones, which are valuable structural motifs found in many biologically active molecules. The reported method operates under mild conditions, and the use of bulky Josiphos ligands is crucial, accounting for the delivery of sulfonylated products with good chemo-, regio-, and enantioselectivities.
宝石-二氟化环丙烷(gem-F2CPs)的开环功能化已成为构建2氟化烯丙基框架的一种有效策略。然而,大多数先前的研究主要是形成具有线性选择性的外消旋单氟烯烃。在这项研究中,我们报道了铑催化的gem- f2ps与易得的亚硫酸钠的高度对映选择性和区域选择性磺化反应。该方法代表了获得对映异构富集的2-氟化烯丙基砜的一般催化方法,这是在许多生物活性分子中发现的有价值的结构基序。报道的方法在温和的条件下操作,使用大体积的Josiphos配体是至关重要的,考虑到递送具有良好化学,区域和对映选择性的磺化产物。
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引用次数: 0
Dual-Channel Charge Manipulation for Enhancing Charge Separation and Transfer Kinetics in BiVO4 Photoanodes 双通道电荷操纵增强BiVO4光阳极的电荷分离和转移动力学
IF 12.9 1区 化学 Q1 CHEMISTRY, PHYSICAL Pub Date : 2026-02-03 DOI: 10.1021/acscatal.5c09177
Mingshi Shao, Shushi Hou, Xiang Li, Hao Yang, Yongchao Huang, Zhao-Qing Liu
This work presents a synergistic dual-modification strategy to engineer distinct pathways for electrons and holes. Terbium (Tb) doping establishes a bulk ″electron highway″ within BiVO4, enhancing charge separation efficiency. Concurrently, a solution-processed high-entropy oxyhydroxide (CoFeMoCuOOH) overlayer acts as a multifunctional “hole-trapping net”, accelerating surface reaction kinetics. The modified photoanode after optimization exhibits a 6.8 mA/cm2 photocurrent density, with stable performance at 1.23 V vs RHE. The enhancement mechanism is unraveled through density functional theory (DFT) calculations and in situ Raman spectroscopy. In situ Raman spectroscopy confirms the accumulation of holes at the catalyst layer by detecting key metal-oxo (M═O) intermediates under operational conditions. DFT further verifies that Tb doping facilitates electron transport by reducing the effective electron mass, while the multimetal synergy in the high-entropy catalyst optimizes the adsorption of reaction intermediates and lowers the thermodynamic barrier of the oxygen evolution reaction. This work provides a design principle of directional charge management for advanced photoelectrodes.
这项工作提出了一种协同的双重修饰策略来设计电子和空穴的不同路径。铽(Tb)掺杂在BiVO4内建立了块状″电子高速公路″,提高了电荷分离效率。同时,溶液处理的高熵氢氧化氧(CoFeMoCuOOH)覆盖层作为多功能“空穴捕获网”,加速表面反应动力学。优化后的光阳极光电流密度为6.8 mA/cm2,在1.23 V vs RHE下性能稳定。通过密度泛函理论(DFT)计算和原位拉曼光谱分析揭示了增强机理。在操作条件下,原位拉曼光谱通过检测关键的金属-氧(M = O)中间体证实了催化剂层上空穴的积累。DFT进一步验证了Tb掺杂通过降低有效电子质量促进电子输运,而高熵催化剂中的多金属协同作用优化了反应中间体的吸附,降低了析氧反应的热力学势垒。本工作为先进光电极的定向电荷管理提供了一种设计原则。
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引用次数: 0
Steering CO2 Electroreduction to Methane with an Atomically Precise Copper Nanocluster 转向二氧化碳电还原为甲烷与原子精确的铜纳米簇
IF 12.9 1区 化学 Q1 CHEMISTRY, PHYSICAL Pub Date : 2026-02-03 DOI: 10.1021/acscatal.5c08305
Tingting Ge, Runhua Chen, Xiaorui Liu, Ziyan Jia, Chao Liu, Jiahui Huang, Yongfu Sun
Electrocatalytic reduction of CO2 to methane is one of the effective strategies for achieving carbon cycling and addressing environmental issues. Herein, we report the successful synthesis of an atomically precise Cu58 nanocluster. An optimized one-pot method involving sequential sodium borohydride reduction was developed. The crystal structure of the Cu58 nanocluster belongs to the space group Pca21 and features a central distorted face-centered cubic Cu14 kernel encapsulated within a Cu48S36P4 shell. This shell is composed of Cu7S2 and Cu10S8P2 units and is flanked by two peripheral Cu5S5P staple motifs. ESI-MS confirms the molecular formula, and XPS analyses establish that copper exists exclusively in the Cu+ oxidation state. The catalytic performance of Cu58 was evaluated for electrochemical CO2 reduction (CO2RR) upon dispersion on a C3N4 support. 15-Cu58/C3N4 achieves a CH4 Faradaic efficiency of 73% at 600 mA cm–2. The synergy between the topology structure of Cu58, the Cu+ sites of the nanocluster, and the pyridinic N sites of the C3N4 support is identified as the key factor for enhancing CO2 adsorption and suppressing the competing hydrogen evolution reaction, thereby steering the selectivity toward methane. This study underscores the potential of structurally defined copper nanoclusters as the premier electrocatalysts for fuel production.
电催化还原CO2制甲烷是实现碳循环和解决环境问题的有效策略之一。在此,我们报道了一个原子精确的Cu58纳米团簇的成功合成。提出了一种优化的硼氢化钠序贯还原一锅法。Cu58纳米团簇的晶体结构属于空间群Pca21,其核心是一个扭曲的面心立方Cu14内核,封装在Cu48S36P4外壳内。该外壳由Cu7S2和Cu10S8P2单元组成,两侧有两个外围cu555p短钉基序。ESI-MS证实了分子式,XPS分析证实了铜只存在于Cu+氧化态。研究了Cu58在C3N4载体上分散的电化学CO2还原(CO2RR)催化性能。15-Cu58/C3N4在600 mA cm-2下的CH4法拉第效率为73%。Cu58的拓扑结构、纳米簇的Cu+位点和C3N4载体的吡啶N位点之间的协同作用被认为是增强CO2吸附和抑制竞争性析氢反应的关键因素,从而引导对甲烷的选择性。这项研究强调了结构明确的铜纳米团簇作为燃料生产首要电催化剂的潜力。
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引用次数: 0
Common Active Sites and Oxidants within Ethylene and Propylene Epoxidation on Promoted Silver Catalysts 促进银催化剂上乙烯和丙烯环氧化反应中常见的活性位点和氧化剂
IF 12.9 1区 化学 Q1 CHEMISTRY, PHYSICAL Pub Date : 2026-02-03 DOI: 10.1021/acscatal.5c08223
Joseph Esposito, Aditya Parekh, Aditya Bhan
Selective propylene epoxidation on K-promoted Ag/CaCO3 in the presence of NO, CO2, and C3H5Cl occurs over a catalytic surface that is highly selective and stable for subsequent ethylene epoxidation (S ≈ 90%), indicating a generalized promotional effect of surface intermediates generated from NO, CO2, and C3H5Cl for light olefin epoxidation on supported K-promoted silver catalysts. Crucial to epoxidation selectivity is the NO-derived selectivity promoter proposed to be K–NOx surface moieties, whose removal reversibly reduces the epoxidation-to-combustion ratio for ethylene and propylene epoxidation by approximately an order of magnitude. K–NOx moieties are observed to be significantly less stable during propylene epoxidation than during ethylene epoxidation, attributed to orders of magnitude higher rates of O abstraction via combustion cascades during propylene epoxidation. Selective ethylene epoxidation is also shown to require Cl co-promotion, which significantly enhances selectivity (S ≈ 74 to 93%) and overall oxidation rates (∼2×)─effects similar to those previously reported on Cs/Re/Cl co-promoted Ag formulations. Co-epoxidation reactions reveal selective ethylene (S ≈ 85–90%) and propylene (S ≈ 55%) epoxidation compete for a shared oxidant on shared active sites. These studies demonstrate mechanistic similarities of oxidation and promotion within ethylene and propylene epoxidations on promoted silver catalysts.
在NO、CO2和C3H5Cl的存在下,k促进Ag/CaCO3上的丙烯选择性环氧化反应发生在催化表面,对随后的乙烯环氧化反应具有高度选择性和稳定性(S≈90%),这表明NO、CO2和C3H5Cl生成的表面中间体对负载型k促进银催化剂上的轻烯烃环氧化反应具有普遍的促进作用。对环氧化选择性至关重要的是no衍生的选择性促进剂被认为是K-NOx表面基团,它的去除可逆地降低了乙烯和丙烯环氧化的环氧化燃烧比约一个数量级。在丙烯环氧化过程中,K-NOx组分的稳定性明显低于乙烯环氧化过程,这是由于丙烯环氧化过程中通过燃烧级联的O萃取率高了几个数量级。选择性乙烯环氧化也表明需要Cl共促进,这显着提高了选择性(S≈74至93%)和总体氧化速率(~ 2x)──与之前报道的Cs/Re/Cl共促进的Ag配方相似。共环氧化反应揭示了乙烯(S≈85-90%)和丙烯(S≈55%)选择性环氧化反应在共享活性位点上竞争共享氧化剂。这些研究表明,在促进银催化剂上,乙烯和丙烯环氧化反应的氧化和促进机理相似。
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引用次数: 0
Control of Hydration and Degree of pz/π* Orbital Localization as Dual Keys for Durable Carbon Electrocatalysts in Acidic ORR 酸性ORR中稳定碳电催化剂的水化控制和pz/π*轨道定位度
IF 12.9 1区 化学 Q1 CHEMISTRY, PHYSICAL Pub Date : 2026-02-02 DOI: 10.1021/acscatal.5c08853
Santosh K. Singh, Kotaro Takeyasu
We highlight hydration control and the degree of pz/π* orbital localization as dual keys for designing durable carbon electrocatalysts for the oxygen reduction reaction in acidic media. While N-doped carbon catalysts exhibit adequate activity in alkaline conditions, their decreased activity in acidic environments remains a major barrier to practical fuel cell applications. We first discuss how pyridinic nitrogen sites serve as prototypical active centers, where protonation-electron transfer coupling promotes oxygen adsorption but simultaneously enhances hydration and counteranion crowding that deactivate the catalytic active site. Introducing hydrophobic domains provides a strategy to control hydration and recover accessibility to reactants. Beyond hydration effects, recent studies reveal that defect motifs such as five-membered rings can localize nonbonding orbitals near the Fermi level, complementing the extended π* states of pyridinic nitrogen and thereby stabilizing oxygenated intermediates. These insights suggest that mesoscale hydration control and the degree of pz/π* orbital localization at the atomic scale are synergistic design principles. Importantly, the improved CO tolerance and durability of metal-free carbon catalysts make them particularly advantageous when fuel flexibility is required, such as in direct methanol and formic acid fuel cells. Together, these principles provide a blueprint for constructing efficient, fuel-flexible, and durable carbon catalysts for future hydrogen and beyond-hydrogen energy systems.
我们强调水合控制和pz/π*轨道定位的程度是设计用于酸性介质中氧还原反应的耐用碳电催化剂的双关键。虽然n掺杂碳催化剂在碱性条件下表现出足够的活性,但其在酸性环境中的活性降低仍然是实际燃料电池应用的主要障碍。我们首先讨论吡啶氮位点如何作为原型活性中心,其中质子-电子转移耦合促进氧吸附,但同时增强水合作用和反阴离子拥挤,使催化活性位点失活。引入疏水结构域提供了控制水合作用和恢复对反应物的可及性的策略。除了水合作用外,最近的研究表明,缺陷基序(如五元环)可以在费米能级附近定位非键轨道,补充吡啶氮的扩展π*态,从而稳定含氧中间体。这些发现表明,中尺度水化控制和原子尺度上pz/π*轨道的局部化程度是协同设计原则。重要的是,无金属碳催化剂的CO耐受性和耐用性的提高,使其在需要燃料灵活性的情况下尤其具有优势,例如在直接甲醇和甲酸燃料电池中。总之,这些原则为构建高效、燃料灵活、耐用的碳催化剂提供了蓝图,用于未来的氢能源和超氢能源系统。
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引用次数: 0
Bis-Lewis Acid and Chloride Anion Cooperatively Catalyzed One-Pot Five-Step Cascade toward N-Fused 5/7/6 and 5/6/6 Tricycles 双路易斯酸和氯阴离子协同催化一锅五步级联制备n -熔合的5/7/6和5/6/6三轮车
IF 12.9 1区 化学 Q1 CHEMISTRY, PHYSICAL Pub Date : 2026-02-02 DOI: 10.1021/acscatal.5c08631
Wenhui Yang, Wenwen Zhao, Jianbiao Liu, Shu Chen, Licai Ma, Mengying Jia, Xianxiu Xu
N-Fused 5/7/6 tricyclic scaffold is the core structure of tetrapetalone family alkaloids. Herein, we disclose a strategy for the atom- and step-economic synthesis of N-fused 5/7/6 tricyclic scaffolds via a bis-Lewis acid and chloride cooperatively catalyzed one-pot five-step cascade reaction of o-alkenylaryl isocyanides with α,β-unsaturated carbonyls. The reaction is initiated by a [4 + 1] cycloaddition to form a furan intermediate, which is followed by furan-based [4 + 2] cycloaddition, C–O scission, C–C cleavage, and finally C–N formation. Notably, instead of the conventional [4 + 2] cycloaddition of furan to form a benzene ring, in this domino process, the in situ generated six-membered ring is reopened to create a N-fused 5/7/6 tricyclic framework. Based on the results of control experiments and DFT calculations, both the bis-Lewis acid and the nucleophilic chloride participated in reactivity regulation. Furthermore, this efficient domino transformation could be applied to assemble N-fused 5/6/6 tricycles and the amino analog of (±)-tetrapetalone G.
N-Fused 5/7/6三环支架是四瓣己酮类生物碱的核心结构。本研究通过双路易斯酸和氯协同催化邻肯烯丙基异氰酸酯与α,β-不饱和羰基的一锅五步级联反应,揭示了一种原子和阶梯经济合成n -融合的5/7/6三环支架的策略。反应首先由[4 + 1]环加成生成呋喃中间体,然后是呋喃基[4 + 2]环加成、C-O裂解、C-C裂解,最后生成C-N。值得注意的是,与传统的呋喃[4 + 2]环加成形成苯环不同,在这个多米诺骨牌过程中,原位生成的六元环被重新打开,形成一个n -熔合的5/7/6三环框架。根据对照实验和DFT计算结果,双路易斯酸和亲核氯离子都参与了反应性调节。此外,这种高效的多米诺变换可用于组装n -熔合的5/6/6三轮车和(±)-四apetalone G的氨基类似物。
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引用次数: 0
Mechanistic Insights into the Role of CH4 and CO2 Activation in Dry Reforming of Methane over Ni/CeO2 Catalysts with Different Crystal Planes CH4和CO2活化在不同晶面Ni/CeO2催化剂上甲烷干重整中的作用机理
IF 12.9 1区 化学 Q1 CHEMISTRY, PHYSICAL Pub Date : 2026-02-02 DOI: 10.1021/acscatal.5c07146
Li-Nan Huang, Han Zhao, Lei Jiang, Jiahao Geng, Zhiqiang Li, Yuelun Li, Kongzhai Li
The activation of CH4 and CO2 as well as the formation of carbon deposit are crucial for dry reforming of methane (DRM), and mechanistic insights into the relationship between reactant activation and carbon evolution during the DRM process are expected to provide guidance for the design of high-performance catalysts. Herein, by utilizing carefully defined Ni/CeO2 model catalysts with different CeO2 crystal planes, we elucidate at the atomic scale the roles of crystal plane in determining the reactant activation and carbon deposit formation in DRM by a joint experimental–theoretical method. The crystal planes of CeO2 determine the active sites and activation ability for CH4 and CO2 by influencing Ni–CeO2 interactions and oxygen vacancy (OV) concentrations. Both the metal and interface active sites of Ni/CeO2(111) and Ni/CeO2(110) can activate CH4 and exhibit good DRM activity. In contrast, only the metal site on Ni/CeO2(100) can activate CH4, leading to a reduced DRM activity. The relatively balanced CH4 and CO2 activation pathways for Ni/CeO2(110) and Ni/CeO2(100) catalysts ensured the stability of the catalysts, whereas Ni/CeO2(111) was rapidly deactivated due to carbon deposits. This study provides insights into the roles of metal–support interactions and OV sites on catalysts for CH4 dissociation activity, CO2 activation, and carbon deposit elimination in the DRM process, which can provide valuable guidance for the design of efficient catalysts with high activity and stability in DRM.
CH4和CO2的活化以及碳沉积的形成对甲烷干重整(DRM)至关重要,对DRM过程中反应物活化与碳演化关系的机理研究有望为高性能催化剂的设计提供指导。本文利用精心定义的具有不同CeO2晶体平面的Ni/CeO2模型催化剂,通过实验-理论联合方法,在原子尺度上阐明了晶体平面在决定DRM中反应物活化和积碳形成中的作用。CeO2的晶面通过影响Ni-CeO2相互作用和氧空位(OV)浓度决定了其活性位点和对CH4和CO2的活化能力。Ni/CeO2(111)和Ni/CeO2(110)的金属活性位点和界面活性位点都能活化CH4,并表现出良好的DRM活性。相反,只有Ni/CeO2(100)上的金属位点才能激活CH4,导致DRM活性降低。Ni/CeO2(110)和Ni/CeO2(100)催化剂的CH4和CO2活化途径相对平衡,确保了催化剂的稳定性,而Ni/CeO2(111)催化剂由于积碳而迅速失活。本研究揭示了金属-载体相互作用和OV位点对DRM过程中CH4解离活性、CO2活化和碳沉积消除的作用,为DRM中高效、高活性、高稳定性催化剂的设计提供了有价值的指导。
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引用次数: 0
Machine Learning-Guided Design of High-Entropy FeCoCrMnCu Layered Double Hydroxides for Efficient Oxygen Evolution in Alkaline Media 基于机器学习的高熵FeCoCrMnCu层状双氢氧化物在碱性介质中的高效析氧设计
IF 12.9 1区 化学 Q1 CHEMISTRY, PHYSICAL Pub Date : 2026-02-02 DOI: 10.1021/acscatal.5c07303
Chandrasekaran Pitchai, Chao-Fang Huang, Ting-Yu Lo, Hung-Chung Li, Ming-Der Yang, Chih-Ming Chen
The discovery of high-performance oxygen evolution reaction (OER) catalysts is often hindered by the vast compositional space of high-entropy materials, making conventional trial-and-error methods time-consuming and resource-intensive. In this work, we demonstrate a machine learning (ML)-guided strategy for the design of high-entropy FeCoCrMnCu layered double hydroxides (LDHs) as advanced OER catalysts in alkaline media. An experimental data set of only 70 compositions was used to train an Extreme Gradient Boosting (XGBoost) regression model, which achieved high predictive accuracy (R2 = 0.84, RMSE = 9.95 mV). The ML model identified an optimal composition (Fe0.15Co0.10Cr0.30Mn0.30Cu0.15) with a predicted overpotential of 261.3 mV, closely matching the experimentally obtained 270 mV (error ∼ 3%). This approach effectively reduced the need for exhaustive testing of more than 10,626 possible compositions, achieving a 99.3% reduction in time and effort. The ML-optimized catalyst exhibited favorable morphology, homogeneous elemental distribution, and strong intrinsic activity, with a Tafel slope of 74.2 mV dec–1, high turnover frequency (0.225 s–1), and stable operation for 72 h. This study highlights the power of integrating ML with entropy-driven materials design to accelerate the development of next-generation electrocatalysts.
高性能析氧反应(OER)催化剂的发现常常受到高熵材料巨大组成空间的阻碍,这使得传统的试错方法既耗时又耗费资源。在这项工作中,我们展示了一种机器学习(ML)指导的策略,用于在碱性介质中设计高熵FeCoCrMnCu层状双氢氧化物(LDHs)作为高级OER催化剂。利用仅70个成分的实验数据集训练了一个极端梯度增强(XGBoost)回归模型,该模型具有较高的预测精度(R2 = 0.84, RMSE = 9.95 mV)。ML模型确定了最佳组合(Fe0.15Co0.10Cr0.30Mn0.30Cu0.15),预测过电位为261.3 mV,与实验得到的270 mV(误差约3%)非常吻合。这种方法有效地减少了对超过10,626种可能组合物进行详尽测试的需要,在时间和精力上减少了99.3%。ML优化后的催化剂具有良好的形貌、均匀的元素分布和较强的内在活性,Tafel斜率为74.2 mV dec1,周转频率高(0.225 s-1),稳定运行72 h。该研究突出了将ML与熵驱动材料设计相结合的力量,以加速下一代电催化剂的开发。
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引用次数: 0
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ACS Catalysis
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