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Jiang W, Xiao Q, Zhu W, Zhang F. Engineering the regulation strategy of active sites to explore the intrinsic mechanism over single‑atom catalysts in electrocatalysis. J Colloid Interface Sci 2025; 693:137595. [PMID: 40233691 DOI: 10.1016/j.jcis.2025.137595] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2025] [Revised: 04/01/2025] [Accepted: 04/11/2025] [Indexed: 04/17/2025]
Abstract
The development of efficient and sustainable energy sources is a crucial strategy for addressing energy and environmental crises, with a particular focus on high-performance catalysts. Single-atom catalysts (SACs) have attracted significant attention because of their exceptionally high atom utilization efficiency and outstanding selectivity, offering broad application prospects in energy development and chemical production. This review systematically summarizes the latest research progress on SACs in five key electrochemical reactions: hydrogen evolution reaction, oxygen reduction reaction, carbon dioxide reduction reaction, nitrogen reduction reaction, and oxygen evolution reaction. Initially, a brief overview of the current understanding of electrocatalytic active sites in SACs is provided. Subsequently, the electrocatalytic mechanisms of these reactions are discussed. Emphasis is placed on various modification strategies for SAC surface-active sites, including coordination environment regulation, electronic structure modulation, support structure regulation, the introduction of structural defects, and multifunctional site design, all aimed at enhancing electrocatalytic performance. This review comprehensively examines SAC deactivation and poisoning mechanisms, highlighting the importance of stability enhancement for practical applications. It also explores the integration of density functional theory calculations and machine learning to elucidate the fundamental principles of catalyst design and performance optimization. Furthermore, various synthesis strategies for industrial-scale production are summarized, providing insights into commercialization. Finally, perspectives on future research directions for SACs are highlighted, including synthesis strategies, deeper insights into active sites, the application of artificial intelligence tools, and standardized testing and performance requirements.
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Affiliation(s)
- Wen Jiang
- Key Laboratory of the Ministry of Education for Advanced Catalysis Materials, Institute of Physical Chemistry, Zhejiang Normal University, Jinhua 321004, People's Republic of China
| | - Qiang Xiao
- Key Laboratory of the Ministry of Education for Advanced Catalysis Materials, Institute of Physical Chemistry, Zhejiang Normal University, Jinhua 321004, People's Republic of China
| | - Weidong Zhu
- Key Laboratory of the Ministry of Education for Advanced Catalysis Materials, Institute of Physical Chemistry, Zhejiang Normal University, Jinhua 321004, People's Republic of China
| | - Fumin Zhang
- Key Laboratory of the Ministry of Education for Advanced Catalysis Materials, Institute of Physical Chemistry, Zhejiang Normal University, Jinhua 321004, People's Republic of China.
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2
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Bai Z, Jiang XZ, Luo KH. Enhanced CO 2 electrochemical reduction on single-atom catalysts with optimized environmental, central and axial chemical ambient. J Colloid Interface Sci 2025; 686:1188-1199. [PMID: 39938286 DOI: 10.1016/j.jcis.2025.02.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2025] [Revised: 02/01/2025] [Accepted: 02/03/2025] [Indexed: 02/14/2025]
Abstract
Single-atom catalysts (SACs) have received significant research interests for electrocatalytic CO2 reduction reaction (CO2RR) to produce valuable chemicals. Designing optimal SACs for CO2RR is a great challenge because of the strong scaling relationship among the many carbon-containing intermediates. In this study, we designed high-performance SACs, breaking the scaling relationship through changing environmental nonmetals, central atoms and axial nonmetals together via a series of density functional theory (DFT) calculations. After screening through configuration stabilities, CO and CO2 adsorption energy, limiting potential of H2, product adsorption energy, limiting potential of products, energy barrier of C-C coupling process and AIMD simulations, we finally observed ten optimal SACs (Ti-N4-B, Ti-N4-Si, Ti-CN3-Si, Ti-CN2O(1)-S, Sc-C2NO(1)-B, Sc-C2NO(1)-Si, Ti-BCN2(2)-N, Sc-CN2O(3)-Si, Ru-C2NO(3)-C and Ti-BONC-C) after considering 4311 possible configurations with high activity and selectivity for HCOOH, CH4 and C2H6O formation. Among them, Ti-N4-B, Ru-C2NO(3)-C, and Sc-C2NO(1)-B have the lowest overpotentials for producing HCOOH, CH4, and C2H6O with UL of -0.2 V, -0.29 V, and -0.51 V, respectively. Subsequently, electronic analysis is implemented to provide a more comprehensive explanation at the electronic level for the enhanced CO2RR performance of the discovered SACs. Our research demonstrates that the performance of SACs on CO2RR can be significantly enhanced and altered by the combination of environmental nonmetals, central atoms, and axial nonmetals in a rational design. Importantly, it also establishes a design principle for the rapid screening of prospective catalysts for CO2RR with high activity and selectivity.
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Affiliation(s)
- Zhongze Bai
- Department of Mechanical Engineering, University College London, Torrington Place, London WC1E 7JE UK
| | - Xi Zhuo Jiang
- School of Mechanical Engineering and Automation, Northeastern University, Shenyang, Liaoning 110819, PR China.
| | - Kai H Luo
- Department of Mechanical Engineering, University College London, Torrington Place, London WC1E 7JE UK.
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3
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Wang A, Wang X, Wan X, Jia J, Li Z, Yu W, Su J, Zhang Z, Guo Y, Wang J. Breaking efficiency Limits in solar water Splitting: Ferroelectric CuInP 2Se 6 with Ni Single-Atom cocatalysts for enhanced carrier separation and activity. J Colloid Interface Sci 2025; 696:137886. [PMID: 40381328 DOI: 10.1016/j.jcis.2025.137886] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2025] [Revised: 05/11/2025] [Accepted: 05/13/2025] [Indexed: 05/20/2025]
Abstract
Photocatalytic water splitting represents a promising approach for sustainable energy production, yet its practical implementation remains hindered by insufficient light absorption, rapid charge recombination, and inadequate catalytic efficiency. This study proposes a two-dimensional ferroelectric Ni2/CuInP2Se6 that addresses these fundamental limitations through rational material design. Through systematic screening of ABP2X6 materials (A=Cu; B = In/Cr; X=S/Se), the ferroelectric CuInP2Se6 monolayer emerges as an optimal substrate due to its exceptional stability, appropriate band alignment, and superior light absorption coefficient. Subsequent selection of Ni single-atom cocatalysts from nine transition metals reveals optimal hydrogen evolution (ηHER = 0.09 V) and oxygen evolution (ηOER = 0.37 V) overpotentials, achieving remarkable solar-to-hydrogen efficiency (24.63 %). Crucially, the ferroelectric polarization-induced built-in electric field enables spatial separation of photogenerated carriers while modulating the Ni d-band center, which effectively regulates the adsorption strength of reaction intermediates, facilitating the adaptive optimization of distinct reaction. The proposed strategy not only demonstrates the viability of 2D ferroelectric materials for photocatalytic applications but also establishes a general framework for designing high-performance photocatalysts through coupled polarization engineering and single-atom catalysis.
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Affiliation(s)
- Anyang Wang
- School of Electrical Engineering and Automation, Wuhan University, Wuhan 430072, China
| | - Xiting Wang
- School of Electrical Engineering and Automation, Wuhan University, Wuhan 430072, China; Institutes of Science and Development, Chinese Academy of Sciences, Beijing 100190, China
| | - Xuhao Wan
- School of Electrical Engineering and Automation, Wuhan University, Wuhan 430072, China
| | - Jun Jia
- School of Electrical Engineering and Automation, Wuhan University, Wuhan 430072, China; College of Chemistry and Chemical Engineering, Xiamen University, Xiamen 361005, China
| | - Zeyuan Li
- School of Power and Mechanical Engineering, Wuhan University, Wuhan 430072, China
| | - Wei Yu
- School of Electrical Engineering and Automation, Wuhan University, Wuhan 430072, China; School of Power and Mechanical Engineering, Wuhan University, Wuhan 430072, China
| | - Jinhao Su
- School of Electrical Engineering and Automation, Wuhan University, Wuhan 430072, China
| | - Zhaofu Zhang
- Institute of Technological Sciences, Wuhan University, Wuhan 430072, China
| | - Yuzheng Guo
- School of Electrical Engineering and Automation, Wuhan University, Wuhan 430072, China; School of Power and Mechanical Engineering, Wuhan University, Wuhan 430072, China.
| | - Jun Wang
- School of Electrical Engineering and Automation, Wuhan University, Wuhan 430072, China.
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4
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Liu S, Guo T, Jiang J, Qi Z, Zhang Y, Guo X, Tang T, Bi M, Wu Z, Sun J, Xiong P, Zhang W, Wang X, Zhu J, Fu Y. Favorable Moderate Adsorption of Polysulfide on FeNi 3 Intermetallic Compound Accelerating Conversion Kinetics for Advanced Lithium-Sulfur Batteries. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2025; 21:e2407116. [PMID: 39588875 DOI: 10.1002/smll.202407116] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/15/2024] [Revised: 11/12/2024] [Indexed: 11/27/2024]
Abstract
Sluggish conversion kinetics of polysulfides during discharge and the severe shuttle effect significantly hinder the practical application of lithium-sulfur (Li-S) batteries. In this work, the lattice engineering strategy of Fe hybridization is employed to manipulate the bulk phase spacing of FeNi3 (space group Pm3m) intermetallic compounds to adjust the 3d electronic structure, optimizing the adsorption of polysulfides, thereby accelerating the catalytic conversion. As a result, FeNi2.25@OC achieves favorable moderate adsorption toward polysulfides. Due to the larger number of electrons occupying the lowest occupied molecular orbital of Li2S4, the S-S bonds are weakened and broken. Temperature-dependent experiments confirm that FeNi2.25@OC exhibits the lowest activation energy and can effectively accelerate the catalytic conversion of polysulfides. The Li-S cell assembled with FeNi2.25@OC modified PP separator delivers a high initial discharge specific capacity of 1219.5 mAh g-1 at 0.2 C. Even at a high sulfur loading of 6.06 mg cm-2 and lean electrolyte conditions (6 µL mg-1), it can cycle stably for 60 cycles.
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Affiliation(s)
- Shujun Liu
- Key Laboratory for Soft Chemistry and Functional Materials of Ministry of Education, Nanjing University of Science and Technology, Nanjing, 210094, P. R. China
| | - Tong Guo
- Key Laboratory for Soft Chemistry and Functional Materials of Ministry of Education, Nanjing University of Science and Technology, Nanjing, 210094, P. R. China
| | - Jun Jiang
- Key Laboratory for Soft Chemistry and Functional Materials of Ministry of Education, Nanjing University of Science and Technology, Nanjing, 210094, P. R. China
| | - Zhijie Qi
- Key Laboratory for Soft Chemistry and Functional Materials of Ministry of Education, Nanjing University of Science and Technology, Nanjing, 210094, P. R. China
| | - Yunfan Zhang
- Key Laboratory for Soft Chemistry and Functional Materials of Ministry of Education, Nanjing University of Science and Technology, Nanjing, 210094, P. R. China
| | - Xiangjie Guo
- Key Laboratory for Soft Chemistry and Functional Materials of Ministry of Education, Nanjing University of Science and Technology, Nanjing, 210094, P. R. China
| | - Tian Tang
- Key Laboratory for Soft Chemistry and Functional Materials of Ministry of Education, Nanjing University of Science and Technology, Nanjing, 210094, P. R. China
| | - Min Bi
- Key Laboratory for Soft Chemistry and Functional Materials of Ministry of Education, Nanjing University of Science and Technology, Nanjing, 210094, P. R. China
| | - Zhen Wu
- Key Laboratory for Soft Chemistry and Functional Materials of Ministry of Education, Nanjing University of Science and Technology, Nanjing, 210094, P. R. China
- School of Energy and Power Engineering, Jiangsu University, Zhenjiang, 212013, China
| | - Jingwen Sun
- Key Laboratory for Soft Chemistry and Functional Materials of Ministry of Education, Nanjing University of Science and Technology, Nanjing, 210094, P. R. China
| | - Pan Xiong
- Key Laboratory for Soft Chemistry and Functional Materials of Ministry of Education, Nanjing University of Science and Technology, Nanjing, 210094, P. R. China
| | - Wenyao Zhang
- Key Laboratory for Soft Chemistry and Functional Materials of Ministry of Education, Nanjing University of Science and Technology, Nanjing, 210094, P. R. China
| | - Xin Wang
- Key Laboratory for Soft Chemistry and Functional Materials of Ministry of Education, Nanjing University of Science and Technology, Nanjing, 210094, P. R. China
| | - Junwu Zhu
- Key Laboratory for Soft Chemistry and Functional Materials of Ministry of Education, Nanjing University of Science and Technology, Nanjing, 210094, P. R. China
| | - Yongsheng Fu
- Key Laboratory for Soft Chemistry and Functional Materials of Ministry of Education, Nanjing University of Science and Technology, Nanjing, 210094, P. R. China
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5
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Zhu Q, Gu Y, Ma J. Digital Descriptors in Predicting Catalysis Reaction Efficiency and Selectivity. J Phys Chem Lett 2025:2357-2368. [PMID: 40008660 DOI: 10.1021/acs.jpclett.4c03733] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/27/2025]
Abstract
Accurately controlling the interactions and dynamic changes between multiple active sites (e.g., metals, vacancies, and lone pairs of heteroatoms) to achieve efficient catalytic performance is a key issue and challenge in the design of complex catalytic reactions involving 2D metal-supported catalysts, metal-zeolites, metal-organic catalysts, and metalloenzymes. With the aid of machine learning (ML), descriptors play a central role in optimizing the electrochemical performance of catalysts, elucidating the essence of catalytic activity, and predicting more efficient catalysts, thereby avoiding time-consuming trial-and-error processes. Three kinds of descriptors─active center descriptors, interfacial descriptors, and reaction pathway descriptors─are crucial for understanding and designing metal-supported catalysts. Specifically, vacancies, as active sites, synergize with metals to significantly promote the reduction reactions of energy-relevant small molecules. By combining some physical descriptors, interpretable descriptors can be constructed to evaluate catalytic performance. Future development of descriptors and ML models faces the challenge of constructing descriptors for vacancies in multicatalysis systems to rationally design the activity, selectivity, and stability of catalysts. Utilization of generative artificial intelligence and multimodal ML to automatically extract descriptors would accelerate the exploration of dynamic reaction mechanisms. The transferable descriptors from metal-supported catalysts to artificial metalloenzymes provide innovative solutions for energy conversion and environmental protection.
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Affiliation(s)
- Qin Zhu
- State Key Laboratory of Coordination Chemistry, Key Laboratory of Mesoscopic Chemistry of Ministry of Education, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
| | - Yuming Gu
- State Key Laboratory of Coordination Chemistry, Key Laboratory of Mesoscopic Chemistry of Ministry of Education, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
| | - Jing Ma
- State Key Laboratory of Coordination Chemistry, Key Laboratory of Mesoscopic Chemistry of Ministry of Education, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
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6
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Shao W, Fan W, Guan H, Zu X, Jiao X. Fundamentals and Perspectives of Positively Charged Single-Metal Site Catalysts for CO 2 Electroreduction. ACS APPLIED MATERIALS & INTERFACES 2025; 17:10276-10291. [PMID: 39921625 DOI: 10.1021/acsami.4c21988] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/10/2025]
Abstract
Single-atom catalysts (SACs) show superior efficiency in electrocatalytic carbon dioxide reduction, a key stage in achieving carbon neutrality. Atomically dispersed single-metal sites of SACs are invariably in a positive valence state; namely, they are positively charged single-metal sites (PCSSs). The PCSS catalysts generally possess a distinctive and asymmetric electronic structure, which enables the activation of linear carbon dioxide molecules and stabilizes miscellaneous intermediates during electrocatalysis. Herein, this review summarizes the manner in which the coordination environment, neighboring atoms or groups, and the interaction with the substrate modulate the distinctive electronic properties of PCSSs. Additionally, we overview the recently reported theoretical and experimental advances in terms of structure-performance relationship. Furthermore, we emphasize the previously underappreciated durability of positively charged single-metal sites in CO2 reduction. Finally, we discuss several pending issues and potential breakthroughs of PCSSs for CO2 reduction.
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Affiliation(s)
- Weiwei Shao
- School of Materials Engineering, Jinling Institute of Technology, Nanjing 211169, P. R. China
| | - Wenya Fan
- Key Laboratory of Synthetic and Biological Colloids, Ministry of Education, School of Chemical and Material Engineering, Jiangnan University, Wuxi 214122, China
| | - Hangmin Guan
- School of Materials Engineering, Jinling Institute of Technology, Nanjing 211169, P. R. China
| | - Xiaolong Zu
- Innovation Laboratory for Sciences and Technologies of Energy Materials of Fujian Province (IKKEM), Xiamen 361005, P. R. China
| | - Xingchen Jiao
- Key Laboratory of Synthetic and Biological Colloids, Ministry of Education, School of Chemical and Material Engineering, Jiangnan University, Wuxi 214122, China
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7
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Xie L, Zhou W, Qu Z, Huang Y, Li L, Yang C, Li J, Meng X, Sun F, Gao J, Zhao G. Edge-doped substituents as an emerging atomic-level strategy for enhancing M-N 4-C single-atom catalysts in electrocatalysis of the ORR, OER, and HER. NANOSCALE HORIZONS 2025; 10:322-335. [PMID: 39552526 DOI: 10.1039/d4nh00424h] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/19/2024]
Abstract
M-N4-C single-atom catalysts (MN4) have gained attention for their efficient use at the atomic level and adjustable properties in electrocatalytic reactions like the ORR, OER, and HER. Yet, understanding MN4's activity origin and enhancing its performance remains challenging. Edge-doped substituents profoundly affect MN4's activity, explored in this study by investigating their interaction with MN4 metal centers in ORR/OER/HER catalysis (Sub@MN4, Sub = B, N, O, S, CH3, NO2, NH2, OCH3, SO4; M = Fe, Co, Ni, Cu). The results show overpotential variations (0 V to 1.82 V) based on Sub and metal centers. S and SO4 groups optimize FeN4 for peak ORR activity (overpotential at 0.48 V) and reduce OER overpotentials for NiN4 (0.48 V and 0.44 V). N significantly reduces FeN4's HER overpotential (0.09 V). Correlation analysis highlights the metal center's key role, with ΔG*H and ΔG*OOH showing mutual predictability (R2 = 0.92). Eg proves a reliable predictor for Sub@CoN4 (ΔG*OOH/ΔG*H, R2 = 0.96 and 0.72). Machine learning with the KNN model aids catalyst performance prediction (R2 = 0.955 and 0.943 for ΔG*OOH/ΔG*H), emphasizing M-O/M-H and the d band center as crucial factors. This study elucidates edge-doped substituents' pivotal role in MN4 activity modulation, offering insights for electrocatalyst design and optimization.
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Affiliation(s)
- Liang Xie
- School of Energy Science and Engineering, Harbin Institute of Technology, Harbin, Heilongjiang, 150001, P. R. China.
| | - Wei Zhou
- School of Energy Science and Engineering, Harbin Institute of Technology, Harbin, Heilongjiang, 150001, P. R. China.
| | - Zhibin Qu
- School of Energy Science and Engineering, Harbin Institute of Technology, Harbin, Heilongjiang, 150001, P. R. China.
| | - Yuming Huang
- School of Energy Science and Engineering, Harbin Institute of Technology, Harbin, Heilongjiang, 150001, P. R. China.
| | - Longhao Li
- School of Energy Science and Engineering, Harbin Institute of Technology, Harbin, Heilongjiang, 150001, P. R. China.
| | - Chaowei Yang
- School of Energy Science and Engineering, Harbin Institute of Technology, Harbin, Heilongjiang, 150001, P. R. China.
| | - Junfeng Li
- School of Energy Science and Engineering, Harbin Institute of Technology, Harbin, Heilongjiang, 150001, P. R. China.
| | - Xiaoxiao Meng
- School of Energy Science and Engineering, Harbin Institute of Technology, Harbin, Heilongjiang, 150001, P. R. China.
| | - Fei Sun
- School of Energy Science and Engineering, Harbin Institute of Technology, Harbin, Heilongjiang, 150001, P. R. China.
| | - Jihui Gao
- School of Energy Science and Engineering, Harbin Institute of Technology, Harbin, Heilongjiang, 150001, P. R. China.
| | - Guangbo Zhao
- School of Energy Science and Engineering, Harbin Institute of Technology, Harbin, Heilongjiang, 150001, P. R. China.
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8
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Wang J, Xu Y, Wei A, Reinhold JS, Wei L, Shi L, Zhang Y, Wang C, Zhang B, Liu S. The volcanic relationship of model phthalocyanine molecular catalysts in the CO 2 reduction reaction. Phys Chem Chem Phys 2025; 27:1784-1788. [PMID: 39803936 DOI: 10.1039/d4cp03912b] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2025]
Abstract
We have constructed a series of model metal phthalocyanines (MPc) for the carbon dioxide reduction reaction (CO2RR), constructed a volcano relationship through density functional theory (DFT) and experiments, and obtained cobalt phthalocyanine (CoPc) at the apex. The volcano diagram is conducive to the screening of catalysts and has a guiding role in the design of catalysts.
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Affiliation(s)
- Jiangfang Wang
- Chemical Engineering and Resource Utilization, Northeast Forestry University, Harbin 150040, China.
| | - Yang Xu
- Chemical Engineering and Resource Utilization, Northeast Forestry University, Harbin 150040, China.
| | - Anqi Wei
- Chemical Engineering and Resource Utilization, Northeast Forestry University, Harbin 150040, China.
| | - Julian Skagfjörd Reinhold
- CAS Key Laboratory of Science and Technology on Applied Catalysis, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China.
| | - Lixin Wei
- Chemical Engineering and Resource Utilization, Northeast Forestry University, Harbin 150040, China.
| | - Lei Shi
- Chemical Engineering and Resource Utilization, Northeast Forestry University, Harbin 150040, China.
| | - Yushuo Zhang
- Chemical Engineering and Resource Utilization, Northeast Forestry University, Harbin 150040, China.
| | - Chong Wang
- Chemical Engineering and Resource Utilization, Northeast Forestry University, Harbin 150040, China.
| | - Bo Zhang
- CAS Key Laboratory of Science and Technology on Applied Catalysis, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China.
| | - Song Liu
- Chemical Engineering and Resource Utilization, Northeast Forestry University, Harbin 150040, China.
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9
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Gallagher C, Kothakonda M, Zhao Q. Graphene-based single-atom catalysts for electrochemical CO 2 reduction: unraveling the roles of metals and dopants in tuning activity. Phys Chem Chem Phys 2025. [PMID: 39807814 DOI: 10.1039/d4cp04212c] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2025]
Abstract
Discovering electrocatalysts that can efficiently convert carbon dioxide (CO2) to valuable fuels and feedstocks using excess renewable electricity is an emergent carbon-neutral technology. A single metal atom embedded in doped graphene, i.e., single-atom catalyst (SAC), possesses high activity and selectivity for electrochemical CO2 reduction (CO2R) to CO, yet further reduction to hydrocarbons is challenging. Here, using density functional theory calculations, we investigate stability and reactivity of a broad SAC chemical space with various metal centers (3d transition metals) and dopants (2p dopants of B, N, O; 3p dopants of P, S) as electrocatalysts for CO2R to methane and methanol. We observe that the rigidities of these SACs depend on the type of dopants, with 3p-coordinating SACs exhibiting more severe out-of-plane distortion than 2p-coordinating SACs. Using CO adsorption energy as a descriptor for CO2R reactivity, we narrow down the candidates and identify seven SACs with near-optimal CO binding strength. We then elucidate full reaction mechanisms towards methane and methanol generation on these identified candidates and observe highly dopant-dependent activity and rate-limiting steps, divergent from conventional mechanistic understanding on metallic surfaces, calling into question whether previous design principles established on metals are directly transferrable to SACs. Consequently, we find that zinc embedded in boron-doped graphene (Zn-B-C) is a highly active catalyst for electrochemical CO2R to C1 hydrocarbons. Our work reveals the opportunities of tuning SAC reactivity via engineering dopants and metals and highlights the importance of re-elucidating CO2R reaction mechanisms on SACs towards unearthing new design principles for SAC chemistry.
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Affiliation(s)
- Colin Gallagher
- Department of Chemical Engineering, Northeastern University, Boston, Massachusetts, 02115, USA.
| | - Manish Kothakonda
- Department of Chemical Engineering, Northeastern University, Boston, Massachusetts, 02115, USA.
| | - Qing Zhao
- Department of Chemical Engineering, Northeastern University, Boston, Massachusetts, 02115, USA.
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10
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Sun Y, Huang B, Dai Y, Wei W. Improving Nitric Oxide Reduction Reaction Activity of TMN 4-C Model Catalysts by Axial Atom Coordination. J Phys Chem Lett 2025; 16:9-16. [PMID: 39689696 DOI: 10.1021/acs.jpclett.4c03296] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2024]
Abstract
In comparison with the conventional four-nitrogen coordinated transition metal (TMN4), we clarify that the electrochemical nitric oxide reduction reaction (NORR) activity can be significantly improved by axially coordinating nonmetal atoms (O, F, Cl) over the metal sites. In light of an electron-withdrawing effect, the axial fifth ligand disrupts the electron distribution symmetry and regulates the local electronic structure of the metal active center. It subsequently moderates the TM-NO interaction and thus enhances the activity. In particular, MnN4O-C, FeN4O-C, CoN4O-C, and CoN4F-C are identified as promising NORR catalysts with ultralow limiting potential (UL) of -0.07, -0.07, -0.07, and -0.05 V, respectively. In addition, the axial atom can also passivate the competing hydrogen evolution reaction (HER), increasing the selectivity toward NH3 formation. It therefore can be concluded that the present work affirms a novel strategy for the rational design of advanced electrocatalysts, highlighting the significance of optimal metal-ligand match and the coordination microenvironment tuning of the active centers.
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Affiliation(s)
- Yalei Sun
- School of Physics, State Key Laboratory of Crystal Materials, Shandong University, Jinan 250100, China
| | - Baibiao Huang
- School of Physics, State Key Laboratory of Crystal Materials, Shandong University, Jinan 250100, China
| | - Ying Dai
- School of Physics, State Key Laboratory of Crystal Materials, Shandong University, Jinan 250100, China
| | - Wei Wei
- School of Physics, State Key Laboratory of Crystal Materials, Shandong University, Jinan 250100, China
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11
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Xing G, Liu S, Sun GY, Liu JY. Modification of metals and ligands in two-dimensional conjugated metal-organic frameworks for CO 2 electroreduction: A combined density functional theory and machine learning study. J Colloid Interface Sci 2025; 677:111-119. [PMID: 39137560 DOI: 10.1016/j.jcis.2024.08.069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2024] [Revised: 08/01/2024] [Accepted: 08/10/2024] [Indexed: 08/15/2024]
Abstract
Electrochemical carbon dioxide reduction reaction (CO2RR) is a promising technology to establish an artificial carbon cycle. Two-dimensional conjugated metal-organic frameworks (2D c-MOFs) with high electrical conductivity have great potential as catalysts. Herein, we designed a range of 2D c-MOFs with different transition metal atoms and organic ligands, TMNxO4-x-HDQ (TM = Cr∼Cu, Mo, Ru∼Ag, W∼Au; x = 0, 2, 4; HDQ = hexadipyrazinoquinoxaline), and systematically studied their catalytic performance using density functional theory (DFT). Calculation results indicated that all of TMNxO4-x-HDQ structures possess good thermodynamic and electrochemical stability. Notably, among the examined 37 MOFs, 6 catalysts outperformed the Cu(211) surface in terms of catalytic activity and product selectivity. Specifically, NiN4-HDQ emerged as an exceptional electrocatalyst for CO production in CO2RR, yielding a remarkable low limiting potential (UL) of -0.04 V. CuN4-HDQ, NiN2O2-HDQ, and PtN2O2-HDQ also exhibited high activity for HCOOH production, with UL values of -0.27, -0.29, and -0.27 V, respectively, while MnN4-HDQ, and NiO4-HDQ mainly produced CH4 with UL values of -0.58 and -0.24 V, respectively. Furthermore, these 6 catalysts efficiently suppressed the competitive hydrogen evolution reaction. Machine learning (ML) analysis revealed that the key intrinsic factors influencing CO2RR performance of these 2D c-MOFs include electron affinity (EA), electronegativity (χ), the first ionization energy (Ie), p-band center of the coordinated N/O atom (εp), the radius of metal atom (r), and d-band center (εd). Our findings may provide valuable insights for the exploration of highly active and selective CO2RR electrocatalysts.
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Affiliation(s)
- Guanru Xing
- Laboratory of Theoretical and Computational Chemistry, Institute of Theoretical Chemistry, College of Chemistry, Jilin University, Changchun 130023, China
| | - Shize Liu
- School of Materials Science and Engineering, Inner Mongolia University of Technology, Hohhot 010051, China.
| | - Guang-Yan Sun
- Department of Chemistry, Faculty of Science, Yanbian University, Yanji, Jilin 133002, China.
| | - Jing-Yao Liu
- Laboratory of Theoretical and Computational Chemistry, Institute of Theoretical Chemistry, College of Chemistry, Jilin University, Changchun 130023, China.
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12
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Woldu AR, Yohannes AG, Huang Z, Kennepohl P, Astruc D, Hu L, Huang XC. Experimental and Theoretical Insights into Single Atoms, Dual Atoms, and Sub-Nanocluster Catalysts for Electrochemical CO 2 Reduction (CO 2RR) to High-Value Products. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2024; 36:e2414169. [PMID: 39593251 DOI: 10.1002/adma.202414169] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/19/2024] [Indexed: 11/28/2024]
Abstract
Electrocatalytic carbon dioxide (CO2) conversion into valuable chemicals paves the way for the realization of carbon recycling. Downsizing catalysts to single-atom catalysts (SACs), dual-atom catalysts (DACs), and sub-nanocluster catalysts (SNCCs) has generated highly active and selective CO2 transformation into highly reduced products. This is due to the introduction of numerous active sites, highly unsaturated coordination environments, efficient atom utilization, and confinement effect compared to their nanoparticle counterparts. Herein, recent Cu-based SACs are first reviewed and the newly emerged DACs and SNCCs expanding the catalysis of SACs to electrocatalytic CO2 reduction (CO2RR) to high-value products are discussed. Tandem Cu-based SAC-nanocatalysts (NCs) (SAC-NCs) are also discussed for the CO2RR to high-value products. Then, the non-Cu-based SACs, DACs, SAC-NCs, and SNCCs and theoretical calculations of various transition-metal catalysts for CO2RR to high-value products are summarized. Compared to previous achievements of less-reduced products, this review focuses on the double objective of achieving full CO2 reduction and increasing the selectivity and formation rate toward C-C coupled products with additional emphasis on the stability of the catalysts. Finally, through combined theoretical and experimental research, future outlooks are offered to further develop the CO2RR into high-value products over isolated atoms and sub-nanometal clusters.
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Affiliation(s)
- Abebe Reda Woldu
- Department of Chemistry and Key Laboratory for Preparation and Application of Ordered Structural Materials of Guangdong Province, Shantou University, Guangdong, 515063, P. R. China
| | - Asfaw G Yohannes
- Department of Chemistry, University of Calgary, 2500 University Drive NW, Calgary, Alberta, T2N 1N4, Canada
| | - Zanling Huang
- Department of Chemistry and Key Laboratory for Preparation and Application of Ordered Structural Materials of Guangdong Province, Shantou University, Guangdong, 515063, P. R. China
| | - Pierre Kennepohl
- Department of Chemistry, University of Calgary, 2500 University Drive NW, Calgary, Alberta, T2N 1N4, Canada
| | - Didier Astruc
- ISM, UMR CNRS 5255, University of Bordeaux, Talence, Cedex, 33405, France
| | - Liangsheng Hu
- Department of Chemistry and Key Laboratory for Preparation and Application of Ordered Structural Materials of Guangdong Province, Shantou University, Guangdong, 515063, P. R. China
- Chemistry and Chemical Engineering Guangdong Laboratory, Shantou, 515063, P. R. China
| | - Xiao-Chun Huang
- Department of Chemistry and Key Laboratory for Preparation and Application of Ordered Structural Materials of Guangdong Province, Shantou University, Guangdong, 515063, P. R. China
- Chemistry and Chemical Engineering Guangdong Laboratory, Shantou, 515063, P. R. China
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13
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Chen S, Zhu H, Li T, Liu P, Wu C, Jia S, Li Y, Suo B. Applications of metal nanoclusters supported on the two-dimensional material graphene in electrocatalytic carbon dioxide reduction. Phys Chem Chem Phys 2024; 26:26647-26676. [PMID: 39415712 DOI: 10.1039/d4cp03161j] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2024]
Abstract
Metal nanoclusters (MNCs) have been demonstrated to exhibit superior catalytic performance compared to single nanoparticles. This is attributed to their quantized electronic structure, unique geometrical stacking and abundant active sites. While the exposed metal atoms can markedly enhance the efficiency of catalysis, unfortunately, MNCs are susceptible to agglomeration, which impairs their catalytic activity and stability. Graphene is a two-dimensional material consisting of a single atomic layer formed by the hybridization of the s and p orbitals of carbon atoms. It exhibits stable physical and chemical properties and has an easily controllable structure, making it an ideal carrier for MNCs. When metal nanoclusters (MNCs) are loaded on a graphene substrate, the MNCs can form a stable binding site on the graphene substrate. Furthermore, the construction of a defective structure on the graphene substrate enables the formation of robust interactions between the metal atoms of the MNCs and the substrate, facilitating the rapid establishment of electron conduction pathways and markedly enhancing the electrocatalytic performance. This paper presents a review of the applications of metal nanoclusters supported on graphene skeletons in the field of the electrocatalytic CO2 reduction reaction (CO2RR). Firstly, we briefly introduce the reaction mechanism of the CO2RR, then we systematically discuss the synthesis strategies, properties and applications of metal nanoclusters in electrocatalytic carbon dioxide reduction from both experimental and theoretical perspectives, and lastly, we discuss the opportunities and challenges of metal nanocluster catalysts supported on carbon materials.
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Affiliation(s)
- Shanlin Chen
- Institute of Yulin Carbon Neutral College, Northwest University, Xi'an, Yulin 719000, China
| | - Haiyan Zhu
- Shaanxi Key Laboratory for Theoretical Physics Frontiers, Institute of Modern Physics, Northwest University, Xi'an, Shaanxi 710069, China
- Institute of Yulin Carbon Neutral College, Northwest University, Xi'an, Yulin 719000, China
| | - Tingting Li
- Institute of Yulin Carbon Neutral College, Northwest University, Xi'an, Yulin 719000, China
| | - Ping Liu
- Shaanxi Key Laboratory for Theoretical Physics Frontiers, Institute of Modern Physics, Northwest University, Xi'an, Shaanxi 710069, China
| | - Chou Wu
- Shaanxi Key Laboratory for Theoretical Physics Frontiers, Institute of Modern Physics, Northwest University, Xi'an, Shaanxi 710069, China
| | - Shaobo Jia
- Key Laboratory of Synthetic and Natural Functional Molecule of the Ministry of Education, College of Chemistry and Materials Science, Northwest University, 710127 Xi'an, P. R. China
| | - Yawei Li
- School of Energy, Power and Mechanical Engineering, Institute of Energy and Power Innovation, North China Electric Power University, Beijing 102206, China.
| | - Bingbing Suo
- Shaanxi Key Laboratory for Theoretical Physics Frontiers, Institute of Modern Physics, Northwest University, Xi'an, Shaanxi 710069, China
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14
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Zhu ZS, Zhong S, Cheng C, Zhou H, Sun H, Duan X, Wang S. Microenvironment Engineering of Heterogeneous Catalysts for Liquid-Phase Environmental Catalysis. Chem Rev 2024; 124:11348-11434. [PMID: 39383063 DOI: 10.1021/acs.chemrev.4c00276] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/11/2024]
Abstract
Environmental catalysis has emerged as a scientific frontier in mitigating water pollution and advancing circular chemistry and reaction microenvironment significantly influences the catalytic performance and efficiency. This review delves into microenvironment engineering within liquid-phase environmental catalysis, categorizing microenvironments into four scales: atom/molecule-level modulation, nano/microscale-confined structures, interface and surface regulation, and external field effects. Each category is analyzed for its unique characteristics and merits, emphasizing its potential to significantly enhance catalytic efficiency and selectivity. Following this overview, we introduced recent advancements in advanced material and system design to promote liquid-phase environmental catalysis (e.g., water purification, transformation to value-added products, and green synthesis), leveraging state-of-the-art microenvironment engineering technologies. These discussions showcase microenvironment engineering was applied in different reactions to fine-tune catalytic regimes and improve the efficiency from both thermodynamics and kinetics perspectives. Lastly, we discussed the challenges and future directions in microenvironment engineering. This review underscores the potential of microenvironment engineering in intelligent materials and system design to drive the development of more effective and sustainable catalytic solutions to environmental decontamination.
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Affiliation(s)
- Zhong-Shuai Zhu
- School of Chemical Engineering, The University of Adelaide, Adelaide, South Austraia 5005, Australia
| | - Shuang Zhong
- School of Chemical Engineering, The University of Adelaide, Adelaide, South Austraia 5005, Australia
| | - Cheng Cheng
- School of Chemical Engineering, The University of Adelaide, Adelaide, South Austraia 5005, Australia
| | - Hongyu Zhou
- School of Chemical Engineering, The University of Adelaide, Adelaide, South Austraia 5005, Australia
| | - Hongqi Sun
- School of Molecular Sciences, The University of Western Australia, Perth Western Australia 6009, Australia
| | - Xiaoguang Duan
- School of Chemical Engineering, The University of Adelaide, Adelaide, South Austraia 5005, Australia
| | - Shaobin Wang
- School of Chemical Engineering, The University of Adelaide, Adelaide, South Austraia 5005, Australia
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15
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Li L, Liu X, Liu G, Xu S, Hu G, Wang L. Valence-engineered catalysis-selectivity regulation of molybdenum oxide nanozyme for acute kidney injury therapy and post-cure assessment. Nat Commun 2024; 15:8720. [PMID: 39379388 PMCID: PMC11461881 DOI: 10.1038/s41467-024-53047-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2024] [Accepted: 09/30/2024] [Indexed: 10/10/2024] Open
Abstract
The optimization of the enzyme-like catalytic selectivity of nanozymes for specific reactive oxygen species (ROS)-related applications is significant, and meanwhile the real-time monitoring of ROS is really crucial for tracking the therapeutic process. Herein, we present a mild oxidation valence-engineering strategy to modulate the valence states of Mo in Pluronic F127-coated MoO3-x nanozymes (denoted as MF-x, x: oxidation time) in a controlled manner aiming to improve their specificity of H2O2-associated catalytic reactions for specific therapy and monitoring of ROS-related diseases. Experimentally, MF-0 (Mo average valence 4.64) and MF-10 (Mo average valence 5.68) exhibit exclusively optimal catalase (CAT)- or peroxidase (POD)-like activity, respectively. Density functional theory (DFT) calculations verify the most favorable reaction path for both MF-0- and MF-10-catalyzed reaction processes based on free energy diagram and electronic structure analysis, disclosing the mechanism of the H2O2 activation pathway on the Mo-based nanozymes. Furthermore, MF-0 poses a strong potential in acute kidney injury (AKI) treatment, achieving excellent therapeutic outcomes in vitro and in vivo. Notably, the ROS-responsive photoacoustic imaging (PAI) signal of MF-0 during treatment guarantees real-time monitoring of the therapeutic effect and post-cure assessment in vivo, providing a highly desirable non-invasive diagnostic approach for ROS-related diseases.
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Affiliation(s)
- Liangyu Li
- State Key Laboratory of Chemical Resource Engineering, Beijing University of Chemical Technology, Beijing, 100029, P.R. China
| | - Xiaotong Liu
- State Key Laboratory of Chemical Resource Engineering, Beijing University of Chemical Technology, Beijing, 100029, P.R. China
| | - Guanghe Liu
- State Key Laboratory of Chemical Resource Engineering, Beijing University of Chemical Technology, Beijing, 100029, P.R. China
| | - Suying Xu
- State Key Laboratory of Chemical Resource Engineering, Beijing University of Chemical Technology, Beijing, 100029, P.R. China
| | - Gaofei Hu
- State Key Laboratory of Chemical Resource Engineering, Beijing University of Chemical Technology, Beijing, 100029, P.R. China.
| | - Leyu Wang
- State Key Laboratory of Chemical Resource Engineering, Beijing University of Chemical Technology, Beijing, 100029, P.R. China.
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16
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Guo J, Haghshenas Y, Jiao Y, Kumar P, Yakobson BI, Roy A, Jiao Y, Regenauer-Lieb K, Nguyen D, Xia Z. Rational Design of Earth-Abundant Catalysts toward Sustainability. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2024; 36:e2407102. [PMID: 39081108 DOI: 10.1002/adma.202407102] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/19/2024] [Revised: 07/06/2024] [Indexed: 10/18/2024]
Abstract
Catalysis is crucial for clean energy, green chemistry, and environmental remediation, but traditional methods rely on expensive and scarce precious metals. This review addresses this challenge by highlighting the promise of earth-abundant catalysts and the recent advancements in their rational design. Innovative strategies such as physics-inspired descriptors, high-throughput computational techniques, and artificial intelligence (AI)-assisted design with machine learning (ML) are explored, moving beyond time-consuming trial-and-error approaches. Additionally, biomimicry, inspired by efficient enzymes in nature, offers valuable insights. This review systematically analyses these design strategies, providing a roadmap for developing high-performance catalysts from abundant elements. Clean energy applications (water splitting, fuel cells, batteries) and green chemistry (ammonia synthesis, CO2 reduction) are targeted while delving into the fundamental principles, biomimetic approaches, and current challenges in this field. The way to a more sustainable future is paved by overcoming catalyst scarcity through rational design.
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Affiliation(s)
- Jinyang Guo
- School of Chemical Engineering, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Yousof Haghshenas
- School of Chemical Engineering, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Yiran Jiao
- School of Chemical Engineering, University of Adelaide, Adelaide, SA, 5005, Australia
| | - Priyank Kumar
- School of Chemical Engineering, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Boris I Yakobson
- Department of Materials Science and NanoEngineering, Rice University, Houston, Texas, 77251, USA
| | - Ajit Roy
- U.S. Air Force Research Laboratory, Wright-Patterson Air Force Base, Dayton, Ohio, USA
| | - Yan Jiao
- School of Chemical Engineering, University of Adelaide, Adelaide, SA, 5005, Australia
- Australian Research Council Centre of Excellence for Carbon Science and Innovation, Canberra, ACT, 2601, Australia
| | - Klaus Regenauer-Lieb
- Australian Research Council Centre of Excellence for Carbon Science and Innovation, Canberra, ACT, 2601, Australia
- WA School of Mines: Minerals, Energy and Chemical Engineering, Curtin University, Perth, WA, 6151, Australia
| | | | - Zhenhai Xia
- School of Chemical Engineering, University of New South Wales, Sydney, NSW, 2052, Australia
- Australian Research Council Centre of Excellence for Carbon Science and Innovation, Canberra, ACT, 2601, Australia
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17
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Feng JD, Zhang WD, Gu ZG. Covalent Organic Frameworks for Electrocatalysis: Design, Applications, and Perspectives. Chempluschem 2024; 89:e202400069. [PMID: 38955991 DOI: 10.1002/cplu.202400069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2024] [Revised: 05/31/2024] [Accepted: 07/02/2024] [Indexed: 07/04/2024]
Abstract
Covalent organic frameworks (COFs) are an innovative class of crystalline porous polymers composed of light elements such as C, N, O, etc., linked by covalent bonds. The distinctive properties of COFs, including designable building blocks, large specific surface area, tunable pore size, abundant active sites, and remarkable stability, have led their widespread applications in electrocatalysis. In recent years, COF-based electrocatalysts have made remarkable progress in various electrocatalytic fields, including the hydrogen evolution reaction, oxygen evolution reaction, oxygen reduction reaction, nitrogen reduction reaction, nitrate reduction reaction, and carbon dioxide reduction reaction. This review begins with an introduction to the design and synthesis strategies employed for COF-based electrocatalysts. These strategies include heteroatom doping, metalation of COF and building monomers, encapsulation of active sites within COF pores, and the development of COF-based derived materials. Subsequently, a systematic overview of the recent advancements in the application of COF-based catalysts in electrocatalysis is presented. Finally, the review discusses the main challenges and outlines possible avenues for the future development of COF-based electrocatalysts.
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Affiliation(s)
- Jing-Dong Feng
- Key Laboratory of Synthetic and Biological Colloids, Ministry of Education, School of Chemical and Material Engineering, Jiangnan University, Wuxi, 214122, P.R. China
| | - Wen-Da Zhang
- Key Laboratory of Synthetic and Biological Colloids, Ministry of Education, School of Chemical and Material Engineering, Jiangnan University, Wuxi, 214122, P.R. China
| | - Zhi-Guo Gu
- Key Laboratory of Synthetic and Biological Colloids, Ministry of Education, School of Chemical and Material Engineering, Jiangnan University, Wuxi, 214122, P.R. China
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18
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Zhao P, Zhang Q, Liu Y, Yin Z, Wang Y, Zheng X, Wang H, Deng Y, Fan X. Effect of Strain Engineering on the Spin State of the Ni-N 4/C Single-Atom Catalyst and Its Consequence in Electrocatalysis. ACS APPLIED MATERIALS & INTERFACES 2024; 16:49286-49292. [PMID: 39235076 DOI: 10.1021/acsami.4c07953] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/06/2024]
Abstract
Strain engineering is an effective strategy to improve the activity of catalysts, especially for flexible carbon-based materials. Nitrogen-coordinated single atomic metals on a carbon skeleton (M-Nx/C) are of interest in catalytic electroreduction reactions due to their high activity and atomic utilization. However, the effect of strain on the structure-activity relationship between the electrochemical activity and the electronic and geometric structures of Ni-Nx/C remains unclear. Here, we found that by applying tensile strain on the Ni-N4/C, the spin state of the single atom can be changed from a low-spin to a high-spin state. Moreover, the energy gap between the highest occupied d orbital of Ni and the lowest unoccupied molecular orbital of the adsorbed species narrowed. With an increasing strain rate, the catalytic activity of O2 and CO2 electroreduction can be improved. Especially for the 2e- O2 reduction, the implicit solvent model, constant-potential method, and microkinetic model were used to verify the positive effect of suitable stretching on the catalytic activity from thermodynamic and kinetic viewpoints. This work can reveal the relationship between strain, spin state, and the catalytic activity of Ni-Nx/C.
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Affiliation(s)
- Pengwei Zhao
- School of Chemical Engineering and Technology, State Key Laboratory of Chemical Engineering, Collaborative Innovation Center of Chemical Science and Engineering, Tianjin University, Tianjin 300072, China
| | - Qicheng Zhang
- School of Chemical Engineering and Technology, State Key Laboratory of Chemical Engineering, Collaborative Innovation Center of Chemical Science and Engineering, Tianjin University, Tianjin 300072, China
| | - Yuan Liu
- School of Materials Science and Engineering, Tianjin Key Laboratory of Composite and Functional Materials, Key Laboratory of Advanced Ceramics and Machining Technology (Ministry of Education), Tianjin University, Tianjin 300072, P.R. China
| | - Zexiang Yin
- State Key Laboratory of Marine Resource Utilization in South China Sea, School of Materials Science and Engineering, Hainan University, Haikou 300350, P.R. China
| | - Yang Wang
- State Key Laboratory of Marine Resource Utilization in South China Sea, School of Materials Science and Engineering, Hainan University, Haikou 300350, P.R. China
| | - Xuerong Zheng
- State Key Laboratory of Marine Resource Utilization in South China Sea, School of Materials Science and Engineering, Hainan University, Haikou 300350, P.R. China
| | - Haozhi Wang
- State Key Laboratory of Marine Resource Utilization in South China Sea, School of Materials Science and Engineering, Hainan University, Haikou 300350, P.R. China
| | - Yida Deng
- State Key Laboratory of Marine Resource Utilization in South China Sea, School of Materials Science and Engineering, Hainan University, Haikou 300350, P.R. China
| | - Xiaobin Fan
- School of Chemical Engineering and Technology, State Key Laboratory of Chemical Engineering, Collaborative Innovation Center of Chemical Science and Engineering, Tianjin University, Tianjin 300072, China
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19
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Chang X, Zheng W, Wen S, Li C, Liu X, Zhang J. Electronic Modulation of Doped MoS 2 Nanosheets for Improved CO 2 Sensing and Capture. J Phys Chem Lett 2024; 15:8660-8666. [PMID: 39158937 DOI: 10.1021/acs.jpclett.4c01872] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/20/2024]
Abstract
Transition-metal dichalcogenides (TMDs) are widely used in the gas sensing field, owing to their high surface-to-volume ratio enabled by the two-dimensional (2D) structure, adjustable band gap, and high electron transfer. However, it is challenging for TMD materials to realize superior CO2 sensing, due to their weak CO2 adsorption capacity. Herein, we predict through density functional theory (DFT) calculations that rare earth metal doping is an effective strategy to boost the CO2 sensing capability of TMDs. As a proof-of-concept, we investigate and find that the introduction of rare earth metal atoms (La, Ce, Pr, or Nd) can induce lattice strain and modulate the electronic properties of MoS2. When negative charges are injected in rare earth metal doped MoS2 (R-MoS2), the 5d or 4f orbital of the rare earth metal atom in R-MoS2 can produce a stronger orbital hybridization with 2p orbitals of C and O in CO2. Therefore, the CO2 adsorption is significantly enhanced and the charge transfer is facilitated for negatively charged R-MoS2. Moreover, negatively charged R-MoS2 exhibits an excellent CO2 selectivity. Our results indicate that the rare earth metal doping and electronic modulation in 2D materials may provide a new pathway for CO2 sensing and capture.
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Affiliation(s)
- Xiao Chang
- College of Physics, Qingdao University, Qingdao 266071, China
| | - Wenyang Zheng
- College of Physics, Qingdao University, Qingdao 266071, China
| | - Shaoting Wen
- College of Physics, Qingdao University, Qingdao 266071, China
| | - Chang Li
- College of Physics, Qingdao University, Qingdao 266071, China
| | - Xianghong Liu
- College of Physics, Qingdao University, Qingdao 266071, China
| | - Jun Zhang
- College of Physics, Qingdao University, Qingdao 266071, China
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20
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Xue Z, Tan R, Tian J, Hou H, Zhang X, Zhao Y. Designing asymmetrical TMN 4 sites via phosphorus or sulfur dual coordination as high-performance electrocatalysts for oxygen evolution reaction. J Colloid Interface Sci 2024; 667:679-687. [PMID: 38670011 DOI: 10.1016/j.jcis.2024.04.095] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2024] [Revised: 04/09/2024] [Accepted: 04/14/2024] [Indexed: 04/28/2024]
Abstract
The development ofhighly efficient oxygen evolution reaction (OER) catalysts based on more cost-effective and earth-abundant elements is of great significance and still faces a huge challenge. In this work, a series of transition metal (TM)embedding a newly-defined monolayer carbon nitride phase is theoretically profiled and constructed as a catalytic platform for OER studies. Typically, a four-step screening strategy was proposed to rapidly identified high performance candidates and the coordination structure and catalytic performance relationship was thoroughly analyzed. Moreover, the eliminating criterion was established to condenses valid range based on the Gibbs free energy of OH*. Our results reveal that the as-constructed 2FeCN/P exhibits superior activity toward OER with an ultralow overpotential of 0.25 V, at the same time, the established 3FeCN/S configuration performed well as abifunctional OER/ORR electrocatalysis with extremely low overpotential ηOER/ηORR of 0.26/0.48 V. Overall, this work provides an effective framework for screening advanced OER catalysts, which can also be extended to other complex multistep catalytic reactions.
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Affiliation(s)
- Zhe Xue
- School of Materials Science and Engineering, Collaborative Innovation Center of Ministry of Education and Shanxi Province for High-performance Al/Mg Alloy Materials, North University of China, Taiyuan 030051, China; State Key Laboratory of Metastable Materials Science and Technology, Yanshan University, Qinhuangdao 066004, Hebei, China
| | - Rui Tan
- College of Physics and Electronics Engineering, Hengyang Normal University, Hengyang 421002, China
| | - Jinzhong Tian
- School of Materials Science and Engineering, Collaborative Innovation Center of Ministry of Education and Shanxi Province for High-performance Al/Mg Alloy Materials, North University of China, Taiyuan 030051, China
| | - Hua Hou
- School of Materials Science and Engineering, Collaborative Innovation Center of Ministry of Education and Shanxi Province for High-performance Al/Mg Alloy Materials, North University of China, Taiyuan 030051, China; School of Materials Science and Engineering, Taiyuan University of Science and Technology, Taiyuan 030024, China
| | - Xinyu Zhang
- State Key Laboratory of Metastable Materials Science and Technology, Yanshan University, Qinhuangdao 066004, Hebei, China.
| | - Yuhong Zhao
- School of Materials Science and Engineering, Collaborative Innovation Center of Ministry of Education and Shanxi Province for High-performance Al/Mg Alloy Materials, North University of China, Taiyuan 030051, China; Beijing Advanced Innovation Center for Materials Genome Engineering, University of Science and Technology Beijing, Beijing 100083, China.
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21
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Sun X, Araujo RB, Dos Santos EC, Sang Y, Liu H, Yu X. Advancing electrocatalytic reactions through mapping key intermediates to active sites via descriptors. Chem Soc Rev 2024; 53:7392-7425. [PMID: 38894661 DOI: 10.1039/d3cs01130e] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/21/2024]
Abstract
Descriptors play a crucial role in electrocatalysis as they can provide valuable insights into the electrochemical performance of energy conversion and storage processes. They allow for the understanding of different catalytic activities and enable the prediction of better catalysts without relying on the time-consuming trial-and-error approaches. Hence, this comprehensive review focuses on highlighting the significant advancements in commonly used descriptors for critical electrocatalytic reactions. First, the fundamental reaction processes and key intermediates involved in several electrocatalytic reactions are summarized. Subsequently, three types of descriptors are classified and introduced based on different reactions and catalysts. These include d-band center descriptors, readily accessible intrinsic property descriptors, and spin-related descriptors, all of which contribute to a profound understanding of catalytic behavior. Furthermore, multi-type descriptors that collectively determine the catalytic performance are also summarized. Finally, we discuss the future of descriptors, envisioning their potential to integrate multiple factors, broaden application scopes, and synergize with artificial intelligence for more efficient catalyst design and discovery.
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Affiliation(s)
- Xiaowen Sun
- State Key Laboratory of Crystal Materials, Shandong University, Jinan 250100, China.
| | - Rafael B Araujo
- Department of Materials Science and Engineering, The Ångstrom Laboratory, Uppsala University, SE-751 03 Uppsala, Sweden
| | - Egon Campos Dos Santos
- Departamento de Física dos Materials e Mecânica, Instituto de Física, Universidade de SãoPaulo, 05508-090, São Paulo, Brazil
| | - Yuanhua Sang
- State Key Laboratory of Crystal Materials, Shandong University, Jinan 250100, China.
| | - Hong Liu
- State Key Laboratory of Crystal Materials, Shandong University, Jinan 250100, China.
- Jinan Institute of Quantum Technology, Jinan Branch, Hefei National Laboratory, Jinan, 250101, China
| | - Xiaowen Yu
- State Key Laboratory of Crystal Materials, Shandong University, Jinan 250100, China.
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22
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Xue Z, Tan R, Tian J, Hou H, Zhang X, Zhao Y. Unraveling the activity trends of T-C 2N based Single-Atom catalysts for electrocatalytic nitrate reduction via high-throughput screening. J Colloid Interface Sci 2024; 674:353-360. [PMID: 38941929 DOI: 10.1016/j.jcis.2024.06.178] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2024] [Revised: 06/20/2024] [Accepted: 06/23/2024] [Indexed: 06/30/2024]
Abstract
Electrochemical nitrate reduction reaction (NO3RR) offers a cost-effective and environmentally friendly method to simultaneously yield valuable NH3and alleviate NO3-pollution under mild operating conditions.However, this complicated eight-electron reaction suffers from low selectivity and Faradaic efficiency, which highlight the importance of developing efficient catalysts, but still a critical challenge. Here, a theoretical screening is performed on transition metal-tetragonal carbon nitride (TM@T-C2N) as active and selective electrocatalysts for NO3RR, where detailed reaction mechanisms and activity origins are explored. In addition, five-step screening criteria and volcano plots enable fast prescreening among numerous candidates.We identify that V@T-C2N and Cr@T-C2N are promising candidates with low overpotentials and high selectivity and stability. In particular, a significant negative correlation between the adsorption strength ofnitrate and the Gibbs free energy for the last proton-electron coupling step (*NH2→*NH3) was existed, which is considerably advantaged to track the activity trend and reveal the origin of activity. This work provides theoretical insights into the rational design of TM-N4/C catalysts for NO3RR andpaves a valuable electrochemical screening framework for other multi-step reactions.
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Affiliation(s)
- Zhe Xue
- School of Materials Science and Engineering, Collaborative Innovation Center of Ministry of Education and Shanxi Province for High-performance Al/Mg Alloy Materials, North University of China, Taiyuan 030051, China
| | - Rui Tan
- College of Physics and Electronics Engineering, Hengyang Normal University, Hengyang 421002, China
| | - Jinzhong Tian
- School of Materials Science and Engineering, Collaborative Innovation Center of Ministry of Education and Shanxi Province for High-performance Al/Mg Alloy Materials, North University of China, Taiyuan 030051, China
| | - Hua Hou
- School of Materials Science and Engineering, Collaborative Innovation Center of Ministry of Education and Shanxi Province for High-performance Al/Mg Alloy Materials, North University of China, Taiyuan 030051, China; School of Materials Science and Engineering, Taiyuan University of Science and Technology, Taiyuan 030024, China
| | - Xinyu Zhang
- State Key Laboratory of Metastable Materials Science and Technology, Yanshan University, Qinhuangdao 066004, Hebei, China.
| | - Yuhong Zhao
- School of Materials Science and Engineering, Collaborative Innovation Center of Ministry of Education and Shanxi Province for High-performance Al/Mg Alloy Materials, North University of China, Taiyuan 030051, China; Beijing Advanced Innovation Center for Materials Genome Engineering, University of Science and Technology Beijing 100083, China.
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23
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Sun H, Liu JY. A feasible strategy for designing cytochrome P450-mimic sandwich-like single-atom nanozymes toward electrochemical CO 2 conversion. J Colloid Interface Sci 2024; 661:482-492. [PMID: 38308888 DOI: 10.1016/j.jcis.2024.01.171] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Revised: 01/21/2024] [Accepted: 01/24/2024] [Indexed: 02/05/2024]
Abstract
Carbon dioxide electroreduction (CO2ER) presents a promising strategy for environmentally friendly CO2 utilization due to its low energy consumption. Single-atom nanozymes (SANs), amalgamating the benefits of single-atom catalysts and nanozymes, have become a hot topic in catalysis. Inspired by the intricate structure of cytochrome P450, we designed 81 sandwich-like SANs using Group-VIII transition metals (TMN4-S-TM'N4) and evaluated their performance in CO2ER using density functional theory (DFT). Our investigation revealed that most SANs display superior catalytic activity and improved specific product selectivity in comparison to the Cu (211) surface. Notably, IrN4-S-TMN4 (TM = Co, Rh, Pd) exhibited selective CO2 reduction to CO with remarkable limiting potentials (UL) of -0.11, -0.07, and -0.09 V, respectively, demonstrating potential as artificial CO dehydrogenases. Furthermore, RuN4-S-RuN4 exhibited formate dehydrogenase-like activity, resulting in selective production of HCOOH at a UL of -0.10 V. Machine learning analysis elucidated that the exceptional activity and selectivity of these SANs stemmed from precise modulation of electron density on sulfur atoms, achieved by varying transition metals in the subsurface. Our research not only identifies exceptional SANs for CO2ER but also provides insights into innovative methods for regulating non-bonding interactions and achieving sustainable CO2 conversion.
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Affiliation(s)
- Hao Sun
- Institute of Theoretical Chemistry, College of Chemistry, Jilin University, Changchun 130023, People's Republic of China
| | - Jing-Yao Liu
- Institute of Theoretical Chemistry, College of Chemistry, Jilin University, Changchun 130023, People's Republic of China.
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24
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Gallagher C, Siddiqui W, Arnold T, Cheng C, Su E, Zhao Q. Benchmarking a Molecular Flake Model on the Road to Programmable Graphene-Based Single-Atom Catalysts. THE JOURNAL OF PHYSICAL CHEMISTRY. C, NANOMATERIALS AND INTERFACES 2024; 128:2876-2883. [PMID: 38414836 PMCID: PMC10895666 DOI: 10.1021/acs.jpcc.3c07681] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Revised: 01/19/2024] [Accepted: 01/30/2024] [Indexed: 02/29/2024]
Abstract
Single-atom catalysts (SACs) of embedding an active metal in nitrogen-doped graphene are emergent catalytic materials in various applications. The rational design of efficient SACs necessitates an electronic and mechanistic understanding of those materials with reliable quantum mechanical simulations. Conventional computational methods of modeling SACs involve using an infinite slab model with periodic boundary condition, limiting to the selection of generalized gradient approximations as the exchange correlation (XC) functional within density functional theory (DFT). However, these DFT approximations suffer from electron self-interaction error and delocalization error, leading to errors in predicted charge-transfer energetics. An alternative strategy is using a molecular flake model, which carved out the important catalytic center by cleaving C-C bonds and employing a hydrogen capping scheme to saturate the innocent dangling bonds at the molecular boundary. By doing so, we can afford more accurate hybrid XC functionals, or even high-level correlated wavefunction theory, to study those materials. In this work, we compared the structural, electronic, and catalytic properties of SACs simulated using molecular flake models and periodic slab models with first-row transition metals as the active sites. Molecular flake models successfully reproduced structural properties, including both global distortion and local metal-coordination environment, as well as electronic properties, including spin magnetic moments and metal partial charges, for all transition metals studied. In addition, we calculated CO binding strength as a descriptor for electrochemical CO2 reduction reactivity and noted qualitatively similar trends between two models. Using the computationally efficient molecular flake models, we investigated the effect of tuning Hartree-Fock exchange in a global hybrid functional on the CO binding strength and observed system-dependent sensitivities. Overall, our calculations provide valuable insights into the development of accurate and efficient computational tools to simulate SACs.
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Affiliation(s)
- Colin Gallagher
- Department of Chemical Engineering, Northeastern University, Boston, Massachusetts 02115, United States
| | - Wali Siddiqui
- Department of Chemical Engineering, Northeastern University, Boston, Massachusetts 02115, United States
| | - Tyler Arnold
- Department of Chemical Engineering, Northeastern University, Boston, Massachusetts 02115, United States
| | - Carmen Cheng
- Department of Chemical Engineering, Northeastern University, Boston, Massachusetts 02115, United States
| | - Eric Su
- Department of Chemical Engineering, Northeastern University, Boston, Massachusetts 02115, United States
| | - Qing Zhao
- Department of Chemical Engineering, Northeastern University, Boston, Massachusetts 02115, United States
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25
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Zhu Q, Gu Y, Wang X, Gu Y, Ma J. The Synergistic Effect between Metal and Sulfur Vacancy to Boost CO 2 Reduction Efficiency: A Study on Descriptor Transferability and Activity Prediction. JACS AU 2024; 4:125-138. [PMID: 38274268 PMCID: PMC10806787 DOI: 10.1021/jacsau.3c00558] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Revised: 12/15/2023] [Accepted: 12/18/2023] [Indexed: 01/27/2024]
Abstract
Both metal center active sites and vacancies can influence the catalytic activity of a catalyst. A quantitative model to describe the synergistic effect between the metal centers and vacancies is highly desired. Herein, we proposed a machine learning model to evaluate the synergistic index, PSyn, which is learned from the possible pathways for CH4 production from CO2 reduction reaction (CO2RR) on 26 metal-anchored MoS2 with and without sulfur vacancy. The data set consists of 1556 intermediate structures on metal-anchored MoS2, which are used for training. The 2028 structures from the literature, comprising both single active site and dual active sites, are used for external test. The XGBoost model with 3 features, including electronegativity, d-shell valence electrons of metal, and the distance between metal and vacancy, exhibited satisfactory prediction accuracy on limiting potential. Fe@Sv-MoS2 and Os@MoS2 are predicted to be promising CO2RR catalysts with high stability, low limiting potential, and high selectivity against hydrogen evolution reactions (HER). Based on some easily accessible descriptors, transferability can be achieved for both porous materials and 2D materials in predicting the energy change in the CO2RR and nitrogen reduction reaction (NRR). Such a predictive model can also be applied to predict the synergistic effect of the CO2RR in other oxygen and tungsten vacancy systems.
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Affiliation(s)
- Qin Zhu
- Key
Laboratory of Mesoscopic Chemistry of Ministry of Education, School
of Chemistry and Chemical Engineering, Nanjing
University, Nanjing 210023, P. R. China
- State
Key Laboratory of Organic Electronics and Information Displays (SKLOEID),
Institute of Advanced Materials (IAM), Nanjing
University of Posts & Telecommunications, Nanjing 210023, P. R. China
| | - Yating Gu
- Key
Laboratory of Mesoscopic Chemistry of Ministry of Education, School
of Chemistry and Chemical Engineering, Nanjing
University, Nanjing 210023, P. R. China
| | - Xinzhu Wang
- Key
Laboratory of Mesoscopic Chemistry of Ministry of Education, School
of Chemistry and Chemical Engineering, Nanjing
University, Nanjing 210023, P. R. China
| | - Yuming Gu
- Key
Laboratory of Mesoscopic Chemistry of Ministry of Education, School
of Chemistry and Chemical Engineering, Nanjing
University, Nanjing 210023, P. R. China
| | - Jing Ma
- Key
Laboratory of Mesoscopic Chemistry of Ministry of Education, School
of Chemistry and Chemical Engineering, Nanjing
University, Nanjing 210023, P. R. China
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26
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Zhang Y, Gu Z, Yang H, Gao J, Peng F, Yang H. Tailoring the catalytic activity and selectivity on CO 2 to C 1 products by the synergistic effect of reactive molecules: A DFT study. J Colloid Interface Sci 2023; 652:250-257. [PMID: 37595442 DOI: 10.1016/j.jcis.2023.08.078] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Revised: 08/04/2023] [Accepted: 08/11/2023] [Indexed: 08/20/2023]
Abstract
The conversion of CO2 to CO is one of the crucial pathways in the carbon dioxide reduction reaction (CO2RR). Iron and nitrogen co-doped carbon matrix (FeN4) is a promising catalyst for converting CO2to CO with excellent activity and selectivity. However, the reactive mechanism of CO2RR on the FeN4 catalyst is not fully unveiled. For example, it is still evasive that the obtained C1 product is methanol and/or methane instead of CO in some cases. Herein, DFT calculation is conducted to unravel the effect from both solvent molecules and intermediates as axial groups on the selectivity of C1 products in CO2RR using FeN4 catalyts. Calculation results demonstrate that the FeN4(H), FeN4(OH), FeN4(COOH), and FeN4(CO) configurations are not only beneficial to the removal of CO, but also effectively suppress the hydrogen evolution reaction, whereas the FeN4, FeN4(CO2) and FeN4(H2O) configurations are inclined to produce CH3OH and/or CH4. The mechanism studied in this work provides an inspiration of optimizing the selectivity of C1 products in CO2RR from the perspective of regulating solvent molecules and intermediates as axial groups on FeN4.
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Affiliation(s)
- Yechuan Zhang
- School of Chemistry and Materials Science, Nanjing Normal University, 210023 Nanjing, China
| | - Zhengxiang Gu
- School of Chemistry and Materials Science, Nanjing Normal University, 210023 Nanjing, China; Huaxi MR Research Center (HMRRC), Department of Radiology, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Huiyue Yang
- School of Chemistry and Materials Science, Nanjing Normal University, 210023 Nanjing, China
| | - Jie Gao
- School of Chemistry and Materials Science, Nanjing Normal University, 210023 Nanjing, China
| | - Fang Peng
- School of Chemistry and Materials Science, Nanjing Normal University, 210023 Nanjing, China.
| | - Huajun Yang
- School of Chemistry and Materials Science, Nanjing Normal University, 210023 Nanjing, China.
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27
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Xue Z, Tan R, Wang H, Tian J, Wei X, Hou H, Zhao Y. A novel tetragonal T-C 2N supported transition metal atoms as superior bifunctional catalysts for OER/ORR: From coordination environment to rational design. J Colloid Interface Sci 2023; 651:149-158. [PMID: 37542890 DOI: 10.1016/j.jcis.2023.07.128] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Revised: 07/05/2023] [Accepted: 07/19/2023] [Indexed: 08/07/2023]
Abstract
Single-atom catalysts with particular electronic structures and precisely regulated coordination environments delivering excellent activity for oxygen-evolution reaction (OER) and oxygen-reduction reaction (ORR) are highly desirable for renewable energy applications. In this work, a novel tetragonal carbon nitride T-C2N monolayer with remarkable stability was predicted by using the RG2 method. Inspired by the well-defined atomic structures and just right N4 aperture of T-C2N substrate, the electrocatalytic performance of a series of transition metal single-atoms anchored on porous T-C2N matrix (TM@C2N) have been systematically investigated. In addition, machine learning (ML) method was employed with the gradient boosting regression GBR model to deeply explore the complex controlling factors and offer direct guidance for rational discovery of desirable catalysts. On this basis, the coordination environment of the central TM active sites has been tailored by incorporating heteroatoms. Impressively, the Co@C2N/B-C, Rh@C2N/SC and Rh@C2N/SN exhibit significantly enhanced OER/ORR activity with notably low ηOER/ηORR of 0.39/0.32, 0.26/0.35 and 0.37/0.27 V, respectively. Our work provides insights into the rational design, data-driven, performance regulation, mechanism analysis and practical application of TMNC catalysts. Such a systematic theoretical framework can also be expanded to many other kinds of catalysts for energy storage and conversion.
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Affiliation(s)
- Zhe Xue
- School of Materials Science and Engineering, Collaborative Innovation Center of Ministry of Education and Shanxi Province for High-performance Al/Mg Alloy Materials, North University of China, Taiyuan 030051, China
| | - Rui Tan
- Physics and Electronic Engineering, Hengyang Normal University, Hengyang 421002, China
| | - Hongxia Wang
- School of Materials Science and Engineering, Collaborative Innovation Center of Ministry of Education and Shanxi Province for High-performance Al/Mg Alloy Materials, North University of China, Taiyuan 030051, China
| | - Jinzhong Tian
- School of Materials Science and Engineering, Collaborative Innovation Center of Ministry of Education and Shanxi Province for High-performance Al/Mg Alloy Materials, North University of China, Taiyuan 030051, China
| | - Xiaolin Wei
- Physics and Electronic Engineering, Hengyang Normal University, Hengyang 421002, China.
| | - Hua Hou
- School of Materials Science and Engineering, Collaborative Innovation Center of Ministry of Education and Shanxi Province for High-performance Al/Mg Alloy Materials, North University of China, Taiyuan 030051, China; School of Materials Science and Engineering, Taiyuan University of Science and Technology, Taiyuan 030024, China
| | - Yuhong Zhao
- School of Materials Science and Engineering, Collaborative Innovation Center of Ministry of Education and Shanxi Province for High-performance Al/Mg Alloy Materials, North University of China, Taiyuan 030051, China; Beijing Advanced Innovation Center for Materials Genome Engineering, University of Science and Technology Beijing, Beijing 100083, China; Institute for Materials Intelligent Technology, Liaoning Academy of Materials, Shenyang 110010, China.
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28
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Zhang L, Jin N, Yang Y, Miao XY, Wang H, Luo J, Han L. Advances on Axial Coordination Design of Single-Atom Catalysts for Energy Electrocatalysis: A Review. NANO-MICRO LETTERS 2023; 15:228. [PMID: 37831204 PMCID: PMC10575848 DOI: 10.1007/s40820-023-01196-1] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/04/2023] [Accepted: 08/28/2023] [Indexed: 10/14/2023]
Abstract
Single-atom catalysts (SACs) have garnered increasingly growing attention in renewable energy scenarios, especially in electrocatalysis due to their unique high efficiency of atom utilization and flexible electronic structure adjustability. The intensive efforts towards the rational design and synthesis of SACs with versatile local configurations have significantly accelerated the development of efficient and sustainable electrocatalysts for a wide range of electrochemical applications. As an emergent coordination avenue, intentionally breaking the planar symmetry of SACs by adding ligands in the axial direction of metal single atoms offers a novel approach for the tuning of both geometric and electronic structures, thereby enhancing electrocatalytic performance at active sites. In this review, we briefly outline the burgeoning research topic of axially coordinated SACs and provide a comprehensive summary of the recent advances in their synthetic strategies and electrocatalytic applications. Besides, the challenges and outlooks in this research field have also been emphasized. The present review provides an in-depth and comprehensive understanding of the axial coordination design of SACs, which could bring new perspectives and solutions for fine regulation of the electronic structures of SACs catering to high-performing energy electrocatalysis.
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Affiliation(s)
- Linjie Zhang
- State Key Laboratory of Structural Chemistry, Fujian Institute of Research on the Structure of Matter, Chinese Academy of Sciences, Fuzhou, 350002, People's Republic of China
| | - Na Jin
- State Key Laboratory of Structural Chemistry, Fujian Institute of Research on the Structure of Matter, Chinese Academy of Sciences, Fuzhou, 350002, People's Republic of China
- College of Chemistry and Materials Science, Fujian Normal University, Fuzhou, 350117, People's Republic of China
| | - Yibing Yang
- State Key Laboratory of Structural Chemistry, Fujian Institute of Research on the Structure of Matter, Chinese Academy of Sciences, Fuzhou, 350002, People's Republic of China
| | - Xiao-Yong Miao
- State Key Laboratory of ASIC and System, Shanghai Institute of Intelligent Electronics and Systems, School of Microelectronics, Fudan University, Shanghai, 200433, People's Republic of China
| | - Hua Wang
- ShenSi Lab, Shenzhen Institute for Advanced Study, University of Electronic Science and Technology of China, Shenzhen, 518110, People's Republic of China
| | - Jun Luo
- ShenSi Lab, Shenzhen Institute for Advanced Study, University of Electronic Science and Technology of China, Shenzhen, 518110, People's Republic of China.
| | - Lili Han
- State Key Laboratory of Structural Chemistry, Fujian Institute of Research on the Structure of Matter, Chinese Academy of Sciences, Fuzhou, 350002, People's Republic of China.
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29
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Zhang F, Tang Z, Zhang T, Xiao H, Zhuang H, Liang X, Zheng L, Gao Q. Enhancing Sulfur Redox Conversion of Active Iron Sites by Modulation of Electronic Density for Advanced Lithium-Sulfur Battery. SMALL METHODS 2023; 7:e2300519. [PMID: 37344352 DOI: 10.1002/smtd.202300519] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Indexed: 06/23/2023]
Abstract
Despite lithium-sulfur (Li-S) batteries possessing ultrahigh energy density as great promising energy storage devices, the suppressing shuttle effect and improving sulfur redox reaction (SROR) are vital for their practical application. Developing high-activity electrocatalysts for enhancing the SROR kinetics is a major challenge for the application of Li-S batteries. Herein, single-molecule iron phthalocyanine species are anchored on the N and P dual-doped porous carbon nanosheets (Fe-NPPC) via axial Fe-N coordination to optimize the electronic structure of active centers. The Fe-NPPC can promote the catalytic conversion of polysulfides by modulation of the electronic density in active moieties, endowing the Li-S battery with a high reversible capacity of 1023 mAh g-1 at 1 C as well as an ultralow capacity decay of 0.035% per cycle over 1500 cycles. Even with a high sulfur loading of 7.1 mg cm-2 , the Li-S battery delivers a high areal capacity of 4.8 mAh cm-2 after 150 cycles at 0.2 C. With further increasing the sulfur loading to 9.2 mg cm-2 , an excellent areal capacity of up to 9.3 mAh cm-2 is obtained at 0.1 C.
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Affiliation(s)
- Fanchao Zhang
- Key Laboratory of Bio-inspired Smart Interfacial Science and Technology of Ministry of Education, Beijing Advanced Innovation Center for Biomedical Engineering, School of Chemistry, Beihang University, Beijing, 100191, P. R. China
| | - Zihuan Tang
- The State Key Laboratory of Refractories and Metallurgy, Institute of Advanced Materials and Nanotechnology, Wuhan University of Science and Technology, Wuhan, 430081, P. R. China
| | - Tengfei Zhang
- Key Laboratory of Bio-inspired Smart Interfacial Science and Technology of Ministry of Education, Beijing Advanced Innovation Center for Biomedical Engineering, School of Chemistry, Beihang University, Beijing, 100191, P. R. China
| | - Hong Xiao
- Key Laboratory of Bio-inspired Smart Interfacial Science and Technology of Ministry of Education, Beijing Advanced Innovation Center for Biomedical Engineering, School of Chemistry, Beihang University, Beijing, 100191, P. R. China
| | - Huifeng Zhuang
- Key Laboratory of Bio-inspired Smart Interfacial Science and Technology of Ministry of Education, Beijing Advanced Innovation Center for Biomedical Engineering, School of Chemistry, Beihang University, Beijing, 100191, P. R. China
| | - Xiao Liang
- Key Laboratory of Bio-inspired Smart Interfacial Science and Technology of Ministry of Education, Beijing Advanced Innovation Center for Biomedical Engineering, School of Chemistry, Beihang University, Beijing, 100191, P. R. China
| | - Lirong Zheng
- Beijing Synchrotron Radiation Facility, Institute of High Energy Physics, Chinese Academy of Sciences, Beijing, 100049, P. R. China
| | - Qiuming Gao
- Key Laboratory of Bio-inspired Smart Interfacial Science and Technology of Ministry of Education, Beijing Advanced Innovation Center for Biomedical Engineering, School of Chemistry, Beihang University, Beijing, 100191, P. R. China
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30
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Yan T, Wang P, Sun WY. Single-Site Metal-Organic Framework and Copper Foil Tandem Catalyst for Highly Selective CO 2 Electroreduction to C 2 H 4. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2023; 19:e2206070. [PMID: 36538751 DOI: 10.1002/smll.202206070] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/04/2022] [Revised: 11/21/2022] [Indexed: 06/17/2023]
Abstract
Tandem catalysis is a promising way to break the limitation of linear scaling relationship for enhancing efficiency, and the desired tandem catalysts for electrochemical CO2 reduction reaction (CO2 RR) are urgent to be developed. Here, a tandem electrocatalyst created by combining Cu foil (CF) with a single-site Cu(II) metal-organic framework (MOF), named as Cu-MOF-CF, to realize improved electrochemical CO2 RR performance, is reported. The Cu-MOF-CF shows suppression of CH4 , great increase in C2 H4 selectivity (48.6%), and partial current density of C2 H4 at -1.11 V versus reversible hydrogen electrode. The outstanding performance of Cu-MOF-CF for CO2 RR results from the improved microenvironment of the Cu active sites that inhibits CH4 production, more CO intermediate produced by single-site Cu-MOF in situ for CF, and the enlarged active surface area by porous Cu-MOF. This work provides a strategy to combine MOFs with copper-based electrocatalysts to establish high-efficiency electrocatalytic CO2 RR.
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Affiliation(s)
- Tingting Yan
- Coordination Chemistry Institute, State Key Laboratory of Coordination Chemistry, School of Chemistry and Chemical Engineering, Nanjing National Laboratory of Microstructures, Collaborative Innovation Center of Advanced Microstructures, Nanjing University, Nanjing, 210023, China
| | - Peng Wang
- Coordination Chemistry Institute, State Key Laboratory of Coordination Chemistry, School of Chemistry and Chemical Engineering, Nanjing National Laboratory of Microstructures, Collaborative Innovation Center of Advanced Microstructures, Nanjing University, Nanjing, 210023, China
| | - Wei-Yin Sun
- Coordination Chemistry Institute, State Key Laboratory of Coordination Chemistry, School of Chemistry and Chemical Engineering, Nanjing National Laboratory of Microstructures, Collaborative Innovation Center of Advanced Microstructures, Nanjing University, Nanjing, 210023, China
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31
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Qu G, Wei K, Pan K, Qin J, Lv J, Li J, Ning P. Emerging materials for electrochemical CO 2 reduction: progress and optimization strategies of carbon-based single-atom catalysts. NANOSCALE 2023; 15:3666-3692. [PMID: 36734996 DOI: 10.1039/d2nr06190b] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
Abstract
The electrochemical CO2 reduction reaction can effectively convert CO2 into promising fuels and chemicals, which is helpful in establishing a low-carbon emission economy. Compared with other types of electrocatalysts, single-atom catalysts (SACs) immobilized on carbon substrates are considered to be promising candidate catalysts. Atomically dispersed SACs exhibit excellent catalytic performance in CO2RR due to their maximum atomic utilization, unique electronic structure, and coordination environment. In this paper, we first briefly introduce the synthetic strategies and characterization techniques of SACs. Then, we focus on the optimization strategies of the atomic structure of carbon-based SACs, including adjusting the coordination atoms and coordination numbers, constructing the axial chemical environment, and regulating the carbon substrate, focusing on exploring the structure-performance relationship of SACs in the CO2RR process. In addition, this paper also briefly introduces the diatomic catalysts (DACs) as an extension of SACs. At the end of the paper, we summarize the article with an exciting outlook discussing the current challenges and prospects for research on the application of SACs in CO2RR.
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Affiliation(s)
- Guangfei Qu
- Faculty of Environmental Science and Engineering, Kunming University of Science and Technology, Yunnan 650500, China.
| | - Kunling Wei
- Faculty of Environmental Science and Engineering, Kunming University of Science and Technology, Yunnan 650500, China.
| | - Keheng Pan
- Faculty of Environmental Science and Engineering, Kunming University of Science and Technology, Yunnan 650500, China.
| | - Jin Qin
- Faculty of Environmental Science and Engineering, Kunming University of Science and Technology, Yunnan 650500, China.
| | - Jiaxin Lv
- Faculty of Environmental Science and Engineering, Kunming University of Science and Technology, Yunnan 650500, China.
| | - Junyan Li
- Faculty of Environmental Science and Engineering, Kunming University of Science and Technology, Yunnan 650500, China.
| | - Ping Ning
- Faculty of Environmental Science and Engineering, Kunming University of Science and Technology, Yunnan 650500, China.
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32
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Single-atom nanozymes with axial ligand-induced self-adaptive conformation in alkaline medium boost chemiluminescence. Sci China Chem 2023. [DOI: 10.1007/s11426-022-1495-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/12/2023]
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33
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Sun H, Liu J. Carbon-supported CoS4-C single-atom nanozyme for dramatic improvement in CO2 electroreduction to HCOOH: A DFT study combined with hybrid solvation model. CHINESE CHEM LETT 2022. [DOI: 10.1016/j.cclet.2022.108018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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34
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Xu X, Peng Z, Xu H, Cheng D. Computational screening of nonmetal dopants to active MoS2 basal-plane for hydrogen evolution reaction via structural descriptor. J Catal 2022. [DOI: 10.1016/j.jcat.2022.10.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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35
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Zhu Q, Gu Y, Liang X, Wang X, Ma J. A Machine Learning Model To Predict CO 2 Reduction Reactivity and Products Transferred from Metal-Zeolites. ACS Catal 2022. [DOI: 10.1021/acscatal.2c03250] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Qin Zhu
- Key Laboratory of Mesoscopic Chemistry of Ministry of Education, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
| | - Yuming Gu
- Key Laboratory of Mesoscopic Chemistry of Ministry of Education, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
| | - Xinyi Liang
- Key Laboratory of Mesoscopic Chemistry of Ministry of Education, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
| | - Xinzhu Wang
- Key Laboratory of Mesoscopic Chemistry of Ministry of Education, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
| | - Jing Ma
- Key Laboratory of Mesoscopic Chemistry of Ministry of Education, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
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36
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Peng C, Yang S, Luo G, Yan S, Shakouri M, Zhang J, Chen Y, Li W, Wang Z, Sham TK, Zheng G. Surface Co-Modification of Halide Anions and Potassium Cations Promotes High-Rate CO 2 -to-Ethanol Electrosynthesis. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2022; 34:e2204476. [PMID: 35963841 DOI: 10.1002/adma.202204476] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/18/2022] [Revised: 07/29/2022] [Indexed: 06/15/2023]
Abstract
The high-rate electrochemical CO2 conversion to ethanol with high partial current density is attractive but challenging, which requires competing with other reduction products as well as hydrogen evolution. This work demonstrates the in situ reconstruction of KCuF3 perovskite under CO2 electroreduction conditions to fabricate a surface fluorine-bonded, single-potassium-atom-modified Cu(111) nanocrystal (K-F-Cu-CO2 ). Density functional theory calculations reveal that the co-modification of both F and K atoms on the Cu(111) surface can promote the ethanol pathway via stabilization of the CO bond and selective hydrogenation of the CC bond in the CH2 CHO* intermediate, while the single modification of either F or K is less effective. The K-F-Cu-CO2 electrocatalyst exhibits an outstanding CO2 -to-ethanol partial current density of 423 ± 30 mA cm-2 with the corresponding Faradaic efficiency of 52.9 ± 3.7%, and a high electrochemical stability at large current densities, thus suggesting an attractive means of surface co-modification of halide anions and alkali-metal cations on Cu catalysts for high-rate CO2 -to-ethanol electrosynthesis.
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Affiliation(s)
- Chen Peng
- Laboratory of Advanced Materials, Department of Chemistry and Shanghai Key Laboratory of Molecular Catalysis and Innovative Materials, Faculty of Chemistry and Materials Science, Fudan University, Shanghai, 200438, P. R. China
| | - Songtao Yang
- Laboratory of Advanced Materials, Department of Chemistry and Shanghai Key Laboratory of Molecular Catalysis and Innovative Materials, Faculty of Chemistry and Materials Science, Fudan University, Shanghai, 200438, P. R. China
| | - Gan Luo
- Henan Engineering Center of New Energy Battery Materials, Henan D&A Engineering Center of Advanced Battery Materials, College of Chemistry and Chemical Engineering, Shangqiu Normal University, Shangqiu, 476000, P. R. China
| | - Shuai Yan
- Laboratory of Advanced Materials, Department of Chemistry and Shanghai Key Laboratory of Molecular Catalysis and Innovative Materials, Faculty of Chemistry and Materials Science, Fudan University, Shanghai, 200438, P. R. China
| | - Mohsen Shakouri
- Canadian Light Source Inc., University of Saskatchewan, Saskatoon, SK, S7N 2V3, Canada
| | - Junbo Zhang
- Laboratory of Advanced Materials, Department of Chemistry and Shanghai Key Laboratory of Molecular Catalysis and Innovative Materials, Faculty of Chemistry and Materials Science, Fudan University, Shanghai, 200438, P. R. China
| | - Yangshen Chen
- Laboratory of Advanced Materials, Department of Chemistry and Shanghai Key Laboratory of Molecular Catalysis and Innovative Materials, Faculty of Chemistry and Materials Science, Fudan University, Shanghai, 200438, P. R. China
| | - Weihan Li
- Department of Chemistry, University of Western Ontario, 1151 Richmond Street, London, ON, N6A 5B7, Canada
| | - Zhiqiang Wang
- Department of Chemistry, University of Western Ontario, 1151 Richmond Street, London, ON, N6A 5B7, Canada
| | - Tsun-Kong Sham
- Department of Chemistry, University of Western Ontario, 1151 Richmond Street, London, ON, N6A 5B7, Canada
| | - Gengfeng Zheng
- Laboratory of Advanced Materials, Department of Chemistry and Shanghai Key Laboratory of Molecular Catalysis and Innovative Materials, Faculty of Chemistry and Materials Science, Fudan University, Shanghai, 200438, P. R. China
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Song P, Zhu P, Su X, Hou M, Zhao D, Zhang J. Microenvironment Modulation in Carbon-Supported Single-Atom Catalysts for Efficient Electrocatalytic CO2 Reduction. Chem Asian J 2022; 17:e202200716. [PMID: 35979850 DOI: 10.1002/asia.202200716] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2022] [Revised: 08/15/2022] [Indexed: 11/06/2022]
Abstract
The electrocatalytic CO 2 reduction reaction (ECRR) becomes an effective way to reduce excess CO 2 in the air and a promising strategy to maintain carbon balance. Carbon-supported single-atom catalysts (C-SACs) is a kind of cost savings and most promising catalysts for ECRR. For C-SACs, the key to achieving efficient ECRR performance is to adjusting the electronic structure of the central metal atoms by modulating their microenvironment of the catalysts. Not only the coordination numbers and hetero-atom coordination, but also the regulation of diatomic sites have a great influence on the performance of C-SACs. This review mainly focuses on recent studies for the microenvironment modulation in C-SACs for efficient ECRR. We hope that this review can contribute readers a comprehensive insight in the current research status of C-SACs for ECRR, as well as provide help for the rational design of C-SACs with better ECRR performance.
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Affiliation(s)
- Pengyu Song
- Beijing Institute of Technology, School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Fangshan District, 102488, Beijing, CHINA
| | - Pan Zhu
- Beijing Institute of Technology, School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Fangshan District, 102488, Beijing, CHINA
| | - Xiaoran Su
- Beijing Institute of Technology, School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Fangshan District, 102488, Beijing, CHINA
| | - Mengyun Hou
- Beijing Institute of Technology, School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Fangshan District, 102488, Beijing, CHINA
| | - Di Zhao
- Beijing Institute of Technology, School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Fangshan District, 102488, Beijing, CHINA
| | - Jiatao Zhang
- Beijing Institute of Technology, Research Center of Materials Science,School of Materials Science and Engineering, No.5 South Street of Zhongguancun, Haidian District, 100081, Beijing, CHINA
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