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Application of machine learning to discover new intermetallic catalysts for the hydrogen evolution and the oxygen reduction reactions† 应用机器学习发现氢气进化和氧气还原反应的新型金属间催化剂†。
IF 4.4 3区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2024-06-04 DOI: 10.1039/D4CY00491D
Carmen Martínez-Alonso, Valentin Vassilev-Galindo, Benjamin M. Comer, Frank Abild-Pedersen, Kirsten T. Winther and Javier LLorca

The adsorption energies for hydrogen, oxygen, and hydroxyl were calculated by means of density functional theory on the lowest energy surface of 24 pure metals and 332 binary intermetallic compounds with stoichiometries AB, A2B, and A3B taking into account the effect of biaxial elastic strains. This information was used to train two random forest regression models, one for the hydrogen adsorption and another for the oxygen and hydroxyl adsorption, based on 9 descriptors that characterized the geometrical and chemical features of the adsorption site as well as the applied strain. All the descriptors for each compound in the models could be obtained from physico-chemical databases. The random forest models were used to predict the adsorption energy for hydrogen, oxygen, and hydroxyl of ≈2700 binary intermetallic compounds with stoichiometries AB, A2B, and A3B made of metallic elements, excluding those that were environmentally hazardous, radioactive, or toxic. This information was used to search for potential good catalysts for the HER and ORR from the criteria that their adsorption energy for H and O/OH, respectively, should be close to that of Pt. This investigation shows that the suitably trained machine learning models can predict adsorption energies with an accuracy not far away from density functional theory calculations with minimum computational cost from descriptors that are readily available in physico-chemical databases for any compound. Moreover, the strategy presented in this paper can be easily extended to other compounds and catalytic reactions, and is expected to foster the use of ML methods in catalysis.

考虑到双轴弹性应变的影响,通过密度泛函理论计算了 24 种纯金属和 332 种二元金属间化合物(化学计量学为 AB、A2B 和 A3B)的最低能量表面对氢、氧和羟基的吸附能。这些信息被用来训练两个随机森林回归模型,一个用于氢吸附,另一个用于氧和羟基吸附,这两个模型基于 9 个描述符,这些描述符描述了吸附位点的几何和化学特征以及所施加的应变。模型中每种化合物的所有描述符都可以从物理化学数据库中获得。随机森林模型用于预测由金属元素组成的化学计量学为 AB、A2B 和 A3B 的 ≈2700 种二元金属间化合物对氢、氧和羟基的吸附能,其中不包括那些对环境有害、具有放射性或毒性的化合物。这些信息被用来寻找 HER 和 ORR 的潜在良好催化剂,其标准是它们对 H 和 O/OH 的吸附能应分别接近铂的吸附能。这项研究表明,经过适当训练的机器学习模型可以利用任何化合物的物理化学数据库中现成的描述符预测吸附能,其准确性与密度泛函理论计算相差无几,而且计算成本最低。此外,本文介绍的策略可以轻松扩展到其他化合物和催化反应,有望促进 ML 方法在催化领域的应用。
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引用次数: 0
Mitigation of cation exchange resin deactivation in the one-pot conversion of fructose to methyl levulinate† 缓解阳离子交换树脂在将果糖一次性转化为乙酰丙酸甲酯过程中的失活现象
IF 4.4 3区 化学 Q2 Chemical Engineering Pub Date : 2024-06-04 DOI: 10.1039/d4cy00045e
Aymerick Beaurepaire , Justine Bodin , Delphine Dufour , Quentin Blancart Remaury , Stanislas Baudouin , Karine de Oliveira Vigier , François Jérôme

Cation exchange resins represent an important family of solid acid organic catalysts that have been used to convert different biobased feedstocks. In this context, cation exchange resins have been previously investigated in the synthesis of alkyl levulinates, an important biobased platform chemical, but obtained mainly from sugar-downstream chemicals such as levulinic acid or furfuryl alcohol. So far, their utilization as catalysts for the one-pot conversion of sugars to alkyl levulinates has hardly been investigated, this reaction being dominated by inorganic catalysts. One of the main reasons stems from their irreversible deactivation during the catalytic reaction. Although one previous article demonstrated that gel-type cation exchange resins were more prone to catalyzing this one-pot reaction, much less is known about their deactivation, a scientific obstacle which we study in this report. By assessing the impact of different reaction parameters on more than 13 different cation exchange resins, we discovered conditions for which it was possible to drastically limit the deposition of humins on cation exchange resins. In methanol, and under optimized conditions, we found that Purolite C124 SH exhibited the best catalytic performance, leading to methyl levulinate in 86% yield from fructose, and it can be successfully recycled 10 times without an apparent decrease in its catalytic efficiency.

阳离子交换树脂是一种重要的固体酸性有机催化剂,已被用于转化不同的生物基原料。在这种情况下,阳离子交换树脂曾被研究用于合成左旋烷基乙酸酯,这是一种重要的生物基平台化学品,但主要从左旋乙酸或糠醇等糖下游化学品中获得。迄今为止,几乎没有人研究过如何利用它们作为催化剂,将糖类一次性转化为左旋烷基乙磺酸酯,这一反应主要由无机催化剂完成。其中一个主要原因是它们在催化反应过程中会发生不可逆的失活。虽然之前有一篇文章证明凝胶型阳离子交换树脂更容易催化这种一锅反应,但人们对其失活的了解却很少,而这正是我们在本报告中要研究的科学障碍。通过评估不同反应参数对超过 13 种不同阳离子交换树脂的影响,我们发现了可以大幅限制腐植酸在阳离子交换树脂上沉积的条件。在甲醇中和优化条件下,我们发现 Purolite C124 SH 的催化性能最好,从果糖中生成乙酰丙酸甲酯的产率为 86%,而且可以成功循环使用 10 次,催化效率没有明显下降。
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引用次数: 0
CO adsorption on pure, defective and mixed composition AlF3 and MgF2 surfaces† 纯、缺陷和混合成分 AlF3 和 MgF2 表面的 CO 吸附情况
IF 4.4 3区 化学 Q2 Chemical Engineering Pub Date : 2024-06-04 DOI: 10.1039/d4cy00174e
A. Impellizzeri , J. Dieu , J. Rousseau , S. Brunet , C. P. Ewels

AlF3 and MgF2 are important catalysts for fluorination processes. In this study we characterise structures consisting of either AlF3, or MgF2 supported over AlF3, using Fourier transform infrared spectroscopy of surface absorbed CO. We interpret the results using atomic-scale density functional calculations, along with high-resolution electron microscopy and spectroscopy. By coupling theory to vibrational spectroscopy we are able to establish different stable facets in the host species, identifying both surface physisorbed CO binding to pristine facets, and chemisorbed CO binding to fluorine anion vacancy sites. In the case of MgF2 supported over AlF3 surfaces we suggest that a 50 : 50 mixed Mg–AlFx monolayer surface phase can form. Excess MgF2 deposition subsequently results in the formation of MgF2 nanoparticles on the surface. Mixed composition surface phases may play a critical role in Al/MgFx fluorine catalysis.

AlF3 和 MgF2 是氟化过程的重要催化剂。在这项研究中,我们利用表面吸收 CO 的傅立叶变换红外光谱分析了由 AlF3 或 MgF2 支撑在 AlF3 上的结构的特性。我们利用原子尺度密度泛函计算以及高分辨率电子显微镜和光谱学对结果进行了解释。通过理论与振动光谱的耦合,我们能够确定宿主物种中不同的稳定面,识别表面物理吸附的 CO 与原始面的结合,以及化学吸附的 CO 与氟阴离子空位的结合。就 AlF3 表面支撑的 MgF2 而言,我们认为 50 :50 的混合 Mg-AlFx 单层表面相。过量的 MgF2 沉积随后会在表面形成 MgF2 纳米颗粒。混合成分表面相可能在 Al/MgFx 氟催化过程中发挥关键作用。
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引用次数: 0
Heterogeneous catalytic reactions with double occupation of binding sites 结合位点被双重占据的异质催化反应
IF 4.4 3区 化学 Q2 Chemical Engineering Pub Date : 2024-06-04 DOI: 10.1039/d4cy00228h
Vladimir P. Zhdanov

The rate processes occurring at catalytic surfaces are complicated by various factors, and the corresponding kinetic models are diverse. One of the common ingredients of these models is the assumption that binding sites are vacant or occupied by one adsorbed particle. Double occupation is, however, also possible although energetically not favourable. With this background, the author presents general equations describing coadsorption isotherms and kinetics of molecular adsorption, desorption, and Langmuir–Hinshelwood reaction in the situations when double occupation of binding sites is allowed for one of the adsorbates. The results of the corresponding calculations indicate that the conventional kinetic pathways including vacant sites or sites occupied by one adsorbed particle dominate up to high coverage, roughly at θ ≤ 0.9. With increasing pressure, one can, however, reach the high-coverage limit, θ ≥ 0.9, where the kinetic pathways including double occupation of sites can be dominating. This finding identifies and clarifies one of the likely reasons or complicating factors of the pressure-gap problem in heterogeneous catalysis.

催化表面的速率过程因各种因素而变得复杂,相应的动力学模型也多种多样。这些模型的共同要素之一是假设结合位点空置或被一个吸附粒子占据。不过,也有可能出现双重占据的情况,尽管在能量上并不有利。在这一背景下,作者提出了描述共吸附等温线和分子吸附、解吸和朗缪尔-欣舍伍德反应动力学的一般方程,即允许其中一种吸附剂双重占据结合位点的情况。相应计算的结果表明,包括空置位点或被一个吸附粒子占据的位点在内的传统动力学途径在高覆盖率时占主导地位,大致在 θ ≤ 0.9 时占主导地位。然而,随着压力的增加,可以达到高覆盖率极限,即 θ ≥ 0.9,此时包括双位点占据的动力学途径可能占主导地位。这一发现确定并澄清了异相催化中压隙问题的可能原因或复杂因素之一。
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引用次数: 0
Extending 2D covalent organic frameworks by inserting anthracene for promoted white-light-mediated photocatalysis† 通过插入蒽扩展二维共价有机框架,促进白光介导的光催化作用
IF 4.4 3区 化学 Q2 Chemical Engineering Pub Date : 2024-06-04 DOI: 10.1039/d4cy00402g
Yiqiong Liu , Zehao Zhao , Wenshuo Xu , Weitao Gong

Through the responsible manipulation of linkage chemistry on a molecular scale, the band gaps and electronic structures of two-dimensional covalent organic frameworks (2D COFs) can be finely tuned. Intrinsically, the incorporation of expanded conjugated moieties together with an enhancement of the donor–acceptor (D–A) effect through strategic structural engineering typically determines more favorable photochemical activities for polymers. However, understanding the functional underpinnings of these enhancements remains a significant challenge. In this work, we designed and synthesized a new anthracene-based COF (AND–TAPT) enhanced in its π-conjugation and D–A structure to boost photocatalytic performance. For comparison, an analogous phenyl COF (PDA–TAPT) was also manufactured. As expected, the introduction of anthracene moiety into 2D COFs significantly extended the visible light absorption range beyond 100 nm compared to PDA–TAPT and resulted in more efficient transfer and separation of photogenerated electron–hole pairs. Consequently, as a potent white light-activated catalyst, AND–TAPT achieved superior amine oxidative coupling, selective sulfide oxidation conversion, and selectivity (up to 99%), exemplifying the potential use of such anthracene-derived COFs in this field. This study provides an effective strategy for designing photocatalytic systems.

通过在分子尺度上负责任地操纵连接化学,可以对二维共价有机框架(2D COF)的带隙和电子结构进行微调。从本质上讲,通过策略性的结构工程加入扩展共轭分子,同时增强供体-受体(D-A)效应,通常会为聚合物带来更有利的光化学活性。然而,了解这些增强作用的功能基础仍然是一项重大挑战。在这项工作中,我们设计并合成了一种新的蒽基 COF(AND-TAPT),它的π-共轭和 D-A 结构得到了增强,从而提高了光催化性能。为了进行比较,还制造了一种类似的苯基 COF(PDA-TAPT)。不出所料,与 PDA-TAPT 相比,在二维 COF 中引入蒽分子后,可见光吸收范围明显扩大到 100 纳米以上,光生电子-空穴对的转移和分离效率也更高。因此,作为一种有效的白光激活催化剂,AND-TAPT 实现了优异的胺氧化偶联、选择性硫化物氧化转化和选择性(高达 99%),体现了此类蒽衍生 COFs 在该领域的潜在用途。这项研究为设计光催化系统提供了一种有效的策略。
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引用次数: 0
Hydrogenolysis of isosorbide to diols and triols over a heterogeneous SiO2-supported Rh catalyst† 在异相 SiO2-supported Rh 催化剂上将异山梨醇氢解为二元醇和三元醇
IF 4.4 3区 化学 Q2 Chemical Engineering Pub Date : 2024-06-04 DOI: 10.1039/d4cy00266k
Pengru Chen , Wataru Onodera , Masato Akatsuka , Yusuke Kita , Masazumi Tamura

Silica-supported Rh (Rh/SiO2) was an effective and reusable heterogeneous catalyst for the hydrogenolysis of isosorbide, providing diols and triols in 58% total yield. The yield was higher than those obtained by hydrogenolysis of glucose and sorbitol, confirming the high potential of isosorbide as a biomass-derived intermediate for the synthesis of polyols.

二氧化硅支撑的 Rh(Rh/SiO2)是异山梨醇氢解过程中一种有效且可重复使用的异相催化剂,可提供二元醇和三元醇,总产率为 58%。该产率高于通过氢解葡萄糖和山梨醇获得的产率,证实了异山梨醇作为生物质衍生中间体合成多元醇的巨大潜力。
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引用次数: 0
Effect of Cu modification to Ru/HZSM-5 catalysts on the catalytic combustion of vinyl chloride† 对 Ru/HZSM-5 催化剂进行铜改性对催化燃烧氯乙烯的影响
IF 4.4 3区 化学 Q2 Chemical Engineering Pub Date : 2024-06-04 DOI: 10.1039/d4cy00300d
Mingqi Li , Yunyun Wang , Min Ding , Wangcheng Zhan , Li Wang , Qiguang Dai , Yun Guo , Aiyong Wang , Yanglong Guo

Vinyl chloride is a crucial raw material for producing polyvinyl chloride. Improper emissions of vinyl chloride during production can cause significant harm to ecosystems and human health. In this work, we prepared Cu-modified Ru/HZSM-5 catalysts by the impregnation method, and investigated the effect of Cu addition on the catalytic combustion of vinyl chloride. The catalytic activity of the Ru/HZSM-5 catalyst was significantly promoted by Cu modification. The T90 of the Ru–2Cu/HZSM-5 catalyst was reduced by 68 °C compared to that of the Ru/HZSM-5 catalyst. The promotion effect of Cu modification was also reflected in the catalytic combustion performance of 1,2-dichloroethane. However, the introduction of Cu had a negative effect on the by-product selectivity. Further modifying the Ru–2Cu/HZSM-5 catalyst with Nb effectively improved selectivity to by-products. The Ru–2Cu/HZSM-5 catalyst also exhibited better cycling stability and water resistance stability than the Ru/HZSM-5 catalyst. Catalyst characterization results showed that the addition of Cu promoted Ru dispersion. Furthermore, the modification with Cu significantly enhanced the redox ability and oxygen mobility of the catalysts, resulting in improved catalytic activity. Additionally, in situ DRIFTS experiments were employed to propose the reaction mechanism for vinyl chloride oxidation over the Ru–2Cu/HZSM-5 catalyst.

氯乙烯是生产聚氯乙烯的重要原材料。生产过程中氯乙烯的不当排放会对生态系统和人类健康造成严重危害。在这项工作中,我们采用浸渍法制备了 Cu 改性 Ru/HZSM-5 催化剂,并研究了 Cu 添加对氯乙烯催化燃烧的影响。Cu 改性显著提高了 Ru/HZSM-5 催化剂的催化活性。与 Ru/HZSM-5 催化剂相比,Ru-2Cu/HZSM-5 催化剂的 T90 降低了 68 °C。Cu 改性的促进作用还体现在 1,2-二氯乙烷的催化燃烧性能上。然而,Cu 的引入对副产物的选择性产生了负面影响。进一步用 Nb 改性 Ru-2Cu/HZSM-5 催化剂可有效提高副产物的选择性。与 Ru/HZSM-5 催化剂相比,Ru-2Cu/HZSM-5 催化剂还具有更好的循环稳定性和耐水性。催化剂表征结果表明,Cu 的添加促进了 Ru 的分散。此外,Cu 改性显著增强了催化剂的氧化还原能力和氧迁移率,从而提高了催化活性。此外,还利用原位 DRIFTS 实验提出了 Ru-2Cu/HZSM-5 催化剂氧化氯乙烯的反应机理。
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引用次数: 0
Reaction rate and thermal effects of hydrogen peroxide decomposition in microfluidic chips containing channel-type silver catalysts 含有通道型银催化剂的微流控芯片中过氧化氢分解的反应速率和热效应
IF 4.4 3区 化学 Q2 Chemical Engineering Pub Date : 2024-06-04 DOI: 10.1039/d4cy00278d
Yong Yang , Yinghua Ye , Peng Zhu , Wei Zhang , Ruiqi Shen

As an important application of microfluidic chips, liquid chemical microthrusters need to introduce a structured catalyst block in the design process. In this paper, a structured silver catalyst is used to promote the decomposition of hydrogen peroxide in microfluidic chips. In addition, the temperature of the microchannel on the microfluidic chip is controlled in real time by the planar electric heating plate, and the temperature of the catalytic decomposition reaction of the hydrogen peroxide reaction liquid is monitored in real time by an infrared thermal imaging camera. The reaction rate of catalytic decomposition of hydrogen peroxide was indirectly detected online by an ultraviolet-visible spectrophotometer. The experimental results show that when the temperature of the microfluidic chip exceeds 70 °C, the thermal decomposition rate of hydrogen peroxide in the microchannel on the preheating region gradually dominates and cannot be ignored. When the quadratic regression orthogonal experiment was used to study the influence of 1/T, ln t and ln c0 on ln r, it was found that ln c0 had a significant effect on ln r, and (1/T) × ln t and (ln t)2 had a significant effect on ln r. And within the experimental study range, when T = 333.16 K, t = 0.02 ms and c0 = 3 mol L−1, the maximum value of ln r was obtained, and it was 454.5 ± 8.2 mol L−1 s−1. In the single factor study, it can be seen that the temperature of the hot plate and the initial concentration of hydrogen peroxide are positively correlated with the reaction rate of hydrogen peroxide-catalyzed decomposition. The reaction rate of catalytic decomposition of hydrogen peroxide decreases first and then increases with the increase of flow rate. The study of the thermal effect and catalytic performance of microfluidic chips provides a reference value for the design and application of microfluidic chips in microthrusters.

作为微流控芯片的一项重要应用,液体化学微推进器在设计过程中需要引入结构化催化剂块。本文利用结构化银催化剂促进微流控芯片中过氧化氢的分解。此外,通过平面电热板实时控制微流控芯片上微通道的温度,并通过红外热像仪实时监测过氧化氢反应液催化分解反应的温度。紫外可见分光光度计间接在线检测过氧化氢催化分解的反应速率。实验结果表明,当微流芯片温度超过 70 ℃ 时,预热区微通道中过氧化氢的热分解速率逐渐占据主导地位,不容忽视。当采用二次回归正交实验研究1/T、ln t和ln c0对ln r的影响时,发现ln c0对ln r有显著影响,(1/T)×ln t和(ln t)2对ln r有显著影响。在实验研究范围内,当 T = 333.16 K,t = 0.02 ms,c0 = 3 mol L-1 时,得到了 ln r 的最大值,为 454.5 ± 8.2 mol L-1 s-1。从单因素研究中可以看出,热板温度和过氧化氢初始浓度与过氧化氢催化分解反应速率呈正相关。随着流速的增加,过氧化氢催化分解的反应速率先降低后升高。微流控芯片热效应和催化性能的研究为微流控芯片在微推进器中的设计和应用提供了参考价值。
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引用次数: 0
Bimetallic Fe/Co photothermal catalyst for fixing CO2 to cyclic carbonates under atmospheric pressure† 在常压下将二氧化碳固定到环碳酸盐中的铁/钴双金属光热催化剂
IF 4.4 3区 化学 Q2 Chemical Engineering Pub Date : 2024-06-04 DOI: 10.1039/d4cy00242c
Xuewei Tu , Can Sun , Yang Hu , Yutong Chen , Shouxin Zhu , Jingyi Qu , Zhexiao Zhu , Xiang Zhang , Hui Zheng

Cycloaddition of CO2 and epoxides to synthesize cyclic carbonates via photothermal catalysis represents one of the effective strategies for achieving carbon neutrality. In this study, a facile one-step hydrothermal method was employed to synthesize a bimetallic photothermal catalyst FeCo@BPDC. This catalyst demonstrates remarkable efficiency in fixing CO2 to synthesize cyclic carbonates under atmospheric pressure and solvent-free conditions. Through comprehensive characterization and experimentation, the indispensability of bimetallic active sites has been convincingly demonstrated. Additionally, the incorporation of organic ligands significantly enhances the concentration of oxygen vacancies within the catalyst, thereby endowing it with excellent photocatalytic performance. This study presents a novel perspective for the design of photothermal catalysts that convert CO2 into value-added chemicals under mild conditions.

通过光热催化将二氧化碳和环氧化物进行环加成反应以合成环碳酸盐是实现碳中和的有效策略之一。本研究采用简单的一步水热法合成了双金属光热催化剂 FeCo@BPDC。该催化剂在常压和无溶剂条件下固定二氧化碳以合成环状碳酸盐的过程中表现出卓越的效率。通过全面的表征和实验,令人信服地证明了双金属活性位点的不可或缺性。此外,有机配体的加入大大提高了催化剂中氧空位的浓度,从而使其具有优异的光催化性能。这项研究为设计能在温和条件下将二氧化碳转化为高附加值化学品的光热催化剂提供了一个新的视角。
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引用次数: 0
Co nanoparticle-decorated radix cynanchi daniculati-derived carbon for efficient electrocatalytic nitrite reduction to ammonia† 用于高效电催化亚硝酸盐还原成氨的钴纳米颗粒装饰的仙鹤草炭
IF 4.4 3区 化学 Q2 Chemical Engineering Pub Date : 2024-06-04 DOI: 10.1039/d4cy00392f
Chengliang Ma , Li Bao , Xiaoya Fan , Xun He , Xuwei Liu , Wei Chu , Asmaa Farouk , Mohamed S. Hamdy , Shengjun Sun , Quan Li , Min Wu , Xuping Sun

The electrocatalytic nitrite (NO2) reduction reaction (NO2RR) is an eco-friendly and sustainable method to remove NO2 pollution under ambient conditions while producing high value-added ammonia (NH3). However, the conversion of NO2 to NH3 is governed by a complex six-electron transfer mechanism, necessitating the development of catalysts that exhibit high efficiency and selectivity. Herein, we report Co nanoparticle-decorated radix cynanchi paniculati-derived carbon (Co@RCPC) as a highly active electrocatalyst for NO2 to NH3 conversion. Co@RCPC attains an excellent faradaic efficiency of 92.77% and an NH3 yield of 1235.62 μmol h−1 cm−2 in alkaline solution. In addition, it also demonstrates superior stability in recycling stability tests and consecutive long-term electrolysis tests.

电催化亚硝酸盐(NO2-)还原反应(NO2-RR)是一种环保、可持续的方法,可在环境条件下去除 NO2-污染,同时生产高附加值的氨(NH3)。然而,NO2- 向 NH3 的转化受复杂的六电子转移机制控制,因此需要开发具有高效率和高选择性的催化剂。在此,我们报告了钴纳米粒子装饰的仙鹤草衍生碳(Co@RCPC)作为一种高活性电催化剂用于将 NO2- 转化为 NH3。Co@RCPC 在碱性溶液中的远红外效率高达 92.77%,NH3 产率为 1235.62 μmol h-1 cm-2。此外,它还在循环稳定性测试和连续长期电解测试中表现出卓越的稳定性。
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引用次数: 0
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Catalysis Science & Technology
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