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Hybrid Data-Driven and Physics-Based Modeling for Viscosity Prediction of Ionic Liquids 离子液体粘度预测的数据驱动和物理建模混合模型
IF 13.3 1区 工程技术 Q1 CHEMISTRY, PHYSICAL Pub Date : 2024-01-22 DOI: 10.1016/j.gee.2024.01.007
Jing Fan, Zhengxing Dai, Jian Cao, Liwen Mu, Xiaoyan Ji, Xiaohua Lu

Viscosity is one of the most important fundamental properties of fluids. However, accurate acquisition of viscosity for ionic liquids (ILs) remains a critical challenge. In this study, an approach integrating prior physical knowledge into the machine learning (ML) model was proposed to predict the viscosity reliably. The method was based on 16 quantum chemical descriptors determined from the first principles calculations and used as the input of the ML models to represent the size, structure, and interactions of the ILs. Three strategies based on the residuals of the COSMO-RS model were created as the output of ML, where the strategy directly using experimental data was also studied for comparison. The performance of six ML algorithms was compared in all strategies, and the CatBoost model was identified as the optimal one. The strategies employing the relative deviations were superior to that using the absolute deviation, and the relative ratio revealed the systematic prediction error of the COSMO-RS model. The CatBoost model based on the relative ratio achieved the highest prediction accuracy on the test set (R2 = 0.9999, MAE = 0.0325), reducing the average absolute relative deviation (AARD) in modeling from 52.45% to 1.54%. Features importance analysis indicated the average energy correction, solvation-free energy, and polarity moment were the key influencing the systematic deviation.

粘度是流体最重要的基本特性之一。然而,准确获取离子液体(ILs)的粘度仍然是一项严峻的挑战。本研究提出了一种将先验物理知识整合到机器学习(ML)模型中的方法,以可靠地预测粘度。该方法基于第一原理计算确定的 16 个量子化学描述符,并将其作为 ML 模型的输入,以表示离子液体的大小、结构和相互作用。基于 COSMO-RS 模型的残差创建了三种策略作为 ML 的输出,同时还研究了直接使用实验数据的策略以进行比较。在所有策略中,比较了六种 ML 算法的性能,并确定 CatBoost 模型为最佳模型。采用相对偏差的策略优于采用绝对偏差的策略,相对比率揭示了 COSMO-RS 模型的系统预测误差。基于相对比率的 CatBoost 模型在测试集上获得了最高的预测精度(R2 = 0.9999,MAE = 0.0325),将建模中的平均绝对相对偏差(AARD)从 52.45% 降至 1.54%。特征重要性分析表明,平均能量校正、无溶解能和极性矩是影响系统偏差的关键因素。
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引用次数: 0
Reusable Salt-template Strategy for Synthesis of Porous Nitrogen-rich Carbon Boosts H2S Selective Oxidation 用于合成多孔富氮碳的可重复使用盐模板策略可促进 H2S 选择性氧化
IF 13.3 1区 工程技术 Q1 CHEMISTRY, PHYSICAL Pub Date : 2024-01-14 DOI: 10.1016/j.gee.2024.01.005
Xu Liu, Liang Shan, Xiaoxue Sun, Tianxin Wang, Zhongqing Liu, Yuefeng Liu

Removing hydrogen sulfide (H2S) via the selective oxidation has been considered an effective way to further purify the indusial sulfur-containing due to it can completely transform residual H2S into elemental sulfur. While N-doped porous carbon was applied to H2S selective oxidation, a sustainable methodology for the synthesis of efficient and stable N-doped carbon catalysts remains a difficulty, limiting its future development in large-scale applications. Herein, we present porous, honeycomb-like N-doped carbon catalysts with large specific surface areas, high pyridinic N content, and numerous structural defects for H2S selective oxidation prepared using reusable NaCl as the template. The as-prepared NC-10-800 catalyst exhibits excellent catalytic performance (sulfur formation rate of 784 gsulfur·kgcat.-1·h-1), outstanding stability (> 100 h), and excellent anti-water vapor, anti-CO2 and anti-oxidation properties, suggesting significant potential for practical industrial application. The characterization results and kinetic study demonstrate that the large surface areas and structural defects created by the molten salt at high temperature enhance the exposure of pyridinic N sites and thus accelerate the catalytic activity. Importantly, the water-soluble NaCl template could be easily washed from the carbon nanomaterials, and thus the downstream salt-containing wastewater could be subsequently reused for the dissolution of carbon precursors. This environment-friendly, low-cost, reusable salt-template strategy has significant implications for the development of N-doped carbon catalysts for practical applications.

通过选择性氧化去除硫化氢(H2S)被认为是进一步净化含硫工业的有效方法,因为它可以将残留的 H2S 完全转化为元素硫。虽然掺杂 N 的多孔碳已被应用于 H2S 选择性氧化,但合成高效稳定的掺杂 N 的碳催化剂的可持续方法仍是一个难题,限制了其未来在大规模应用中的发展。在此,我们以可重复使用的 NaCl 为模板,制备了具有大比表面积、高吡啶 N 含量和大量结构缺陷的多孔蜂窝状 N-掺杂碳催化剂,用于 H2S 选择性氧化。所制备的 NC-10-800 催化剂具有优异的催化性能(硫形成率为 784 gsulfur-kgcat.-1-h-1)、出色的稳定性(100 h)以及出色的抗水蒸气、抗 CO2 和抗氧化性能,表明其在实际工业应用中具有巨大潜力。表征结果和动力学研究表明,高温熔盐产生的大表面积和结构缺陷增强了吡啶 N 位点的暴露,从而加快了催化活性。重要的是,水溶性氯化钠模板可以很容易地从碳纳米材料中洗掉,因此下游的含盐废水随后可以重新用于碳前驱体的溶解。这种环境友好型、低成本、可重复使用的盐模板策略对掺杂 N 的碳催化剂的实际应用开发具有重要意义。
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引用次数: 0
Ultrasonic enhancement of persulfate oxidation system governs emerging pollutants decontamination 超声波增强过硫酸盐氧化系统对新出现污染物的净化作用
IF 13.3 1区 工程技术 Q1 CHEMISTRY, PHYSICAL Pub Date : 2024-01-14 DOI: 10.1016/j.gee.2024.01.004
Yanpan Li, Yanbo Zhou, Yi Zhou

Emerging contaminants (ECs) are widely present in aquatic environments, posing potential risks to both ecosystems and human health. The ultrasound-assisted persulfate oxidation process has attracted considerable attention in the degradation of ECs due to its ability to generate both sulfate radicals and cavitation effects, enhancing degradation effects. In this paper, the principle of ultrasonic synergistic Fenton-like oxidation system for degrading organic pollutants was reviewed, divided into homogeneous system, non-homogeneous system, and single-atom system to explore the synergistic effect of ultrasound-enhanced persulfate technology in three aspects, and the effects of environmental factors such as ultrasonic frequency and power, system pH, temperature, and initial oxidant concentration on the system's decontamination performance were discussed. Finally, future research on ultrasonically activated persulfate technology is summarized and prospected.

新出现的污染物(ECs)广泛存在于水生环境中,对生态系统和人类健康构成潜在风险。超声波辅助的过硫酸盐氧化过程能够同时产生硫酸根自由基和空化效应,增强降解效果,因此在降解 ECs 方面备受关注。本文综述了超声协同类 Fenton 氧化系统降解有机污染物的原理,分为均相系统、非均相系统和单原子系统三个方面探讨了超声增强过硫酸盐技术的协同效应,并讨论了超声频率和功率、系统 pH 值、温度、初始氧化剂浓度等环境因素对系统去污性能的影响。最后,对超声波活化过硫酸盐技术的未来研究进行了总结和展望。
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引用次数: 0
Application of ionic liquids in single-molecule junctions: Recent advances and prospects 离子液体在单分子结中的应用:最新进展与前景
IF 13.3 1区 工程技术 Q1 CHEMISTRY, PHYSICAL Pub Date : 2024-01-10 DOI: 10.1016/j.gee.2024.01.003
Li Zhou, Miao Zhang, Yani Huo, Liping Bai, Suhang He, Jinying Wang, Chuancheng Jia, Xuefeng Guo

Single-molecule junctions, integrating individual molecules as active components between electrodes, serve as fundamental building blocks for advanced electronic and sensing technologies. The application of ionic liquids in single-molecule junctions represents a cutting-edge and rapidly evolving field of research at the intersection of nanoscience, materials chemistry, and electronics. This review explores recent advances where ionic liquids function as electrolytes, dielectric layers, and structural elements within single-molecule junctions, reshaping charge transport, redox reactions, and molecular behaviors in these nanoscale systems. We comprehensively dissect fundamental concepts, techniques, and modulation mechanisms, elucidating the roles of ionic liquids as gates, electrochemical controllers, and interface components in single-molecule junctions. Encompassing applications from functional device construction to unraveling intricate chemical reactions, this review maps the diverse applications of ionic liquids in single-molecule junctions. Moreover, we propose critical future research topics in this field, including catalysis involving ionic liquids at the single-molecule level, functionalizing single-molecule devices using ionic liquids, and probing the structure and interactions of ionic liquids. These endeavors aim to drive technological breakthroughs in nanotechnology, energy, and quantum research.

单分子结将单个分子作为活性元件集成在电极之间,是先进电子和传感技术的基本组成部分。离子液体在单分子结中的应用是纳米科学、材料化学和电子学交叉领域中一个前沿且发展迅速的研究领域。本综述探讨了离子液体在单分子结中充当电解质、介质层和结构元素的最新进展,重塑了这些纳米级系统中的电荷传输、氧化还原反应和分子行为。我们全面剖析了基本概念、技术和调制机制,阐明了离子液体在单分子结中作为门、电化学控制器和界面元件的作用。这篇综述涵盖了从功能器件构建到揭示复杂化学反应的各种应用,描绘了离子液体在单分子结中的各种应用。此外,我们还提出了这一领域未来的重要研究课题,包括涉及单分子水平离子液体的催化、利用离子液体对单分子器件进行功能化以及探测离子液体的结构和相互作用。这些努力旨在推动纳米技术、能源和量子研究领域的技术突破。
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引用次数: 0
Corrigendum to ’Increasing the greenness of an organic acid through deep eutectic solvation and further polymerisation’ 通过深共晶溶解和进一步聚合提高有机酸的绿色环保性》的更正
IF 13.3 1区 工程技术 Q1 CHEMISTRY, PHYSICAL Pub Date : 2024-01-08 DOI: 10.1016/j.gee.2024.01.002
Liteng Li, Xiaofang Li, Susu Zhang, Hongyuan Yan, Xiaoqiang Qiao, Hongyan He, Tao Zhu, Baokun Tang
Abstract not available
无摘要
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引用次数: 0
Solar fuel production through concentrating light irradiation 通过聚光照射生产太阳能燃料
IF 13.3 1区 工程技术 Q1 CHEMISTRY, PHYSICAL Pub Date : 2024-01-03 DOI: 10.1016/j.gee.2024.01.001
Yiwei Fu, Yi Wang, Jie Huang, Maochang Liu

The climate crisis necessitates the development of non-fossil energy sources. Harnessing solar energy for fuel production shows promise and offers the potential to utilize existing energy infrastructure. However, solar fuel production is in its early stages of development, constrained by low conversion efficiency and challenges in scaling up production. Concentrated solar energy (CSE) technology has matured alongside the rapid growth of solar thermal power plants. This review provides an overview of current CSE methods and solar fuel production, analyzes their integration compatibility, and delves into the theoretical mechanisms by which CSE impacts solar energy conversion efficiency and product selectivity in the context of photo-electrochemistry, thermochemistry, and photo-thermal co-catalysis for solar fuel production. The review also summarizes approaches to studying the photoelectric and photothermal effects of CSE. Lastly, it explores emerging novel CSE technology methods in the field of solar fuel production.

气候危机要求开发非化石能源。利用太阳能生产燃料前景广阔,并为利用现有能源基础设施提供了潜力。然而,太阳能燃料生产仍处于早期发展阶段,受制于低转换效率和扩大生产规模的挑战。随着太阳能热发电厂的快速发展,聚光太阳能(CSE)技术也日趋成熟。本综述概述了当前的聚光太阳能(CSE)方法和太阳能燃料生产,分析了它们的集成兼容性,并结合光电化学、热化学和太阳能燃料生产的光热共催化,深入探讨了聚光太阳能(CSE)影响太阳能转换效率和产品选择性的理论机制。综述还总结了研究 CSE 光电效应和光热效应的方法。最后,它还探讨了太阳能燃料生产领域新出现的新型 CSE 技术方法。
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引用次数: 0
Recent Advances in Phenazine-linked Porous Catalysts Toward Photo/electrocatalytic Applications and Mechanism 面向光催化/电催化应用和机理的吩嗪连接多孔催化剂的最新研究进展
IF 13.3 1区 工程技术 Q1 CHEMISTRY, PHYSICAL Pub Date : 2024-01-02 DOI: 10.1016/j.gee.2023.12.006
Yang Liu, Yu Zhang, Zhao-Di Yang, Liqiang Jing

In recent years, porous organic catalysts have been developed and become research hotspots in photo/electrocatalysis due to their inherent pores, high specific surface area, chemical and thermal stability, and diverse functional building blocks. Phenazine-linked organic catalysts, exhibited excellent conjugation, electrical conductivity, chemical, and thermal stability, could bring in N atoms with specific numbers and positions to regulate electron levels, anchor metals, and absorb near-infrared light, which expands solar energy utilization. These advantages of the phenazine-linked catalysts attracted our group and numerous researchers to conduct experimental and computational work on photo/electrocatalytic applications and mechanisms. This review summarizes the recent significant research progress, synthesis methods, photo/electrocatalytic performance, and applications of relative phenazine-linked catalysts. Furthermore, the photo/electrocatalytic mechanism was systematized and summarized by combining experiments and density functional theory calculations simultaneously.

近年来,多孔有机催化剂因其固有的孔隙、高比表面积、化学和热稳定性以及多样化的功能构件而不断发展,成为光催化/电催化领域的研究热点。吩嗪连接有机催化剂具有优异的共轭性、导电性、化学性和热稳定性,可引入特定数目和位置的 N 原子来调节电子水平、锚定金属和吸收近红外线,从而扩大太阳能的利用范围。吩嗪连接催化剂的这些优点吸引了我们小组和众多研究人员对光/电催化应用和机理开展实验和计算工作。本综述总结了近年来相关吩嗪链催化剂的重要研究进展、合成方法、光/电催化性能和应用。此外,通过同时结合实验和密度泛函理论计算,系统地总结了光/电催化机理。
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引用次数: 0
Efficient nitric oxide capture and reduction on Ni-loaded CHA zeolites 在镍负载的 CHA 沸石上高效捕获和还原一氧化氮
IF 13.3 1区 工程技术 Q1 CHEMISTRY, PHYSICAL Pub Date : 2024-01-01 DOI: 10.1016/j.gee.2023.12.005
Bin Yue, Jianhua Wang, Shanshan Liu, Guangjun Wu, Bin Qin, Landong Li

As a prominent contributor to air pollution, nitric oxide (NO) has emerged as a critical agent causing detrimental environmental and health ramifications. To mitigate emissions and facilitate downstream utilization, adsorption-based techniques offer a compelling approach for direct NO capture from both stationary and mobile sources. In this study, a comprehensive exploration of NO capture under oxygen-lean and oxygen-rich conditions was conducted, employing Ni ion-exchanged chabazite (CHA-type) zeolites as the adsorbents. Remarkably, Ni/Na-CHA zeolites, with Ni loadings ranging from 3 to 4 wt%, demonstrate remarkable dynamic uptake capacities and exhibit exceptional NO capture efficiencies (NO-to-Ni ratio) for both oxygen-lean (0.17–0.31 mmol/g, 0.32–0.43 of NO/Ni) and oxygen-rich (1.64–1.18 mmol/g) under ambient conditions. An NH3 reduction methodology was designed for the regeneration of absorbents at a relatively low temperature of 673 K. Comprehensive insights into the NOx adsorption mechanism were obtained through temperature-programmed desorption experiments, in situ Fourier transform infrared spectroscopy, and density functional theory calculations. It is unveiled that NO and NO2 exhibit propensity to coordinate with Ni2+ via N-terminal or O-terminal, yielding thermally stable complexes and metastable species, respectively, while the low-temperature desorption substances are generated in close proximity to Na+. This study not only offers micro-level perspectives but imparts crucial insights for the advancement of capture and reduction technologies utilizing precious-metal-free materials.

一氧化氮(NO)是造成空气污染的主要因素之一,已成为对环境和健康造成危害的关键因素。为了减少排放并促进下游利用,基于吸附的技术为直接捕获固定和移动污染源中的一氧化氮提供了一种引人注目的方法。本研究采用镍离子交换茶苯石(CHA 型)沸石作为吸附剂,对缺氧和富氧条件下的氮氧化物捕集进行了全面探索。值得注意的是,Ni/Na-CHA 沸石(Ni 的负载量为 3 至 4 wt%)在环境条件下的缺氧(0.17-0.31 mmol/g,NO/Ni 为 0.32-0.43)和富氧(1.64-1.18 mmol/g)条件下均表现出卓越的动态吸收能力和优异的 NO 捕获效率(NO-Ni 比)。通过温度编程解吸实验、原位傅里叶变换红外光谱和密度泛函理论计算,对氮氧化物的吸附机理有了全面的了解。结果表明,NO 和 NO2 通过 N 端或 O 端与 Ni2+ 发生配位,分别生成热稳定的复合物和逸散物种,而低温解吸物质则在靠近 Na+ 的地方生成。这项研究不仅提供了微观层面的视角,而且为利用无贵金属材料开发捕获和还原技术提供了重要启示。
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引用次数: 0
Constructing interfacial electric field and Zn vacancy modulated ohmic junctions ZnS/NiS for photocatalytic H2 evolution 构建用于光催化 H2 演化的界面电场和锌空位调制欧姆结 ZnS/NiS
IF 13.3 1区 工程技术 Q1 CHEMISTRY, PHYSICAL Pub Date : 2024-01-01 DOI: 10.1016/j.gee.2023.12.007
Yi-lei Li, Xu-jia Liu, Yun-biao Wang, Ying Liu, Rui-hong Liu, Hui-ying Mu, Ying-juan Hao, Xiao-jing Wang, Fa-tang Li

Adjusting the interfacial transport efficiency of photogenerated electrons and the free energy of hydrogen adsorption through interface engineering is an effective means of improving the photocatalytic activity of semiconductor photocatalysts. Herein, hollow ZnS/NiS nanocages with ohmic contacts containing Zn vacancy (VZn-ZnS/NiS) are synthesized using ZIF-8 as templates. An internal electric field is constructed by Fermi level flattening to form ohmic contacts, which increase donor density and accelerate electron transport at the VZn-ZnS/NiS interface. The experimental and DFT results show that the tight interface and VZn can rearrange electrons, resulting in a higher charge density at the interface, and optimizing the Gibbs free energy of hydrogen adsorption. The optimal hydrogen production activity of VZn-ZnS/NiS is 10636 μmol h-1 g-1, which is 31.9 times that of VZn-ZnS. This study provides an idea for constructing sulfide heterojunctions with ohmic contacts and defects to achieve efficient photocatalytic hydrogen production.

通过界面工程调整光生电子的界面传输效率和氢吸附自由能是提高半导体光催化剂光催化活性的有效手段。本文以 ZIF-8 为模板,合成了含有 Zn 空位欧姆触点的空心 ZnS/NiS 纳米笼(VZn-ZnS/NiS)。通过费米级扁平化构建了内部电场,形成欧姆接触,从而增加了供体密度,加速了 VZn-ZnS/NiS 界面的电子传输。实验和 DFT 结果表明,紧密的界面和 VZn 可以重新排列电子,从而提高界面的电荷密度,优化氢吸附的吉布斯自由能。VZn-ZnS/NiS 的最佳制氢活性为 10636 μmol h-1 g-1,是 VZn-ZnS 的 31.9 倍。这项研究为构建具有欧姆接触和缺陷的硫化物异质结以实现高效光催化制氢提供了思路。
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引用次数: 0
Methanol steam reforming for hydrogen production driven by an atomically precise Cu catalyst 利用原子级精确铜催化剂进行甲醇蒸汽转化制氢
IF 13.3 1区 工程技术 Q1 CHEMISTRY, PHYSICAL Pub Date : 2023-12-27 DOI: 10.1016/j.gee.2023.12.004
Weigang Hu, Haoqi Liu, Yuankun Zhang, Jiawei Ji, Guangjun Li, Xiao Cai, Xu Liu, Wen Wu Xu, Weiping Ding, Yan Zhu

Plasmon-induced hot-electron transfer from metal nanostructures is being intensely pursed in current photocatalytic research, however it remains elusive whether molecular-like metal clusters with excitonic behavior can be used as light-harvesting materials in solar energy utilization such as photocatalytic methanol steam reforming. In this work, we report an atomically precise Cu13 cluster protected by dual ligands of thiolate and phosphine that can be viewed as the assembly of one top Cu atom and three Cu4 tetrahedra. The Cu13H10(SR)3(PR’3)7 (SR = 2,4-dichlorobenzenethiol, PR’3 = P(4-FC6H4)3) cluster can give rise to highly efficient light-driven activity for methanol steam reforming toward H2 production.

等离子体诱导的金属纳米结构热电子转移是当前光催化研究的热点,但具有激子行为的类分子金属团簇能否用作太阳能利用(如光催化甲醇蒸汽转化)中的光收集材料仍是一个未知数。在这项工作中,我们报告了一种原子精确的 Cu13 团簇,该团簇受到硫醇酸盐和膦的双重配体保护,可视为一个顶端 Cu 原子和三个 Cu4 四面体的组装体。Cu13H10(SR)3(PR'3)7(SR = 2,4-二氯苯硫醇,PR'3 = P(4-FC6H4)3)簇能产生高效的光驱动活性,用于甲醇蒸汽转化产生 H2。
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引用次数: 0
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