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Kang S, Kim JK, Kim H, Son YH, Chang J, Kim J, Kim DW, Lee JM, Kwon HJ. Local Structures of Ex-Solved Nanoparticles Identified by Machine-Learned Potentials. NANO LETTERS 2024; 24:4224-4232. [PMID: 38557115 DOI: 10.1021/acs.nanolett.4c00388] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
Abstract
In this study, we identify the local structures of ex-solved nanoparticles using machine-learned potentials (MLPs). We develop a method for training machine-learned potentials by sampling local structures of heterointerface configurations as a training set with its efficacy tested on the Ni/MgO system, illustrating that the error in interface energy is only 0.004 eV/Å2. Using the developed scheme, we train an MLP for the Ni/La0.5Ca0.5TiO3 ex-solution system and identify the local structures for both exo- and endo-type particles. The established model aligns well with the experimental observations, accurately predicting a nucleation size of 0.45 nm. Lastly, the density functional theory calculations on the established atomistic model verify that the kinetic barrier for the dry reforming of methane are substantially reduced by 0.49 eV on the ex-solved catalysts compared to that on the impregnated catalysts. Our findings offer insights into the local structures, growth mechanisms, and underlying origin of the catalytic properties of ex-solved nanoparticles.
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Affiliation(s)
- Sungwoo Kang
- Air Science Research Center, Samsung Advanced Institute of Technology (SAIT), Samsung Electronics Company, Ltd., 130 Samsung-ro, Yeongtong-gu, Suwon-si, Gyeonggi-do 16678, Republic of Korea
| | - Jun Kyu Kim
- Air Science Research Center, Samsung Advanced Institute of Technology (SAIT), Samsung Electronics Company, Ltd., 130 Samsung-ro, Yeongtong-gu, Suwon-si, Gyeonggi-do 16678, Republic of Korea
| | - Hyunah Kim
- Air Science Research Center, Samsung Advanced Institute of Technology (SAIT), Samsung Electronics Company, Ltd., 130 Samsung-ro, Yeongtong-gu, Suwon-si, Gyeonggi-do 16678, Republic of Korea
| | - You-Hwan Son
- Air Science Research Center, Samsung Advanced Institute of Technology (SAIT), Samsung Electronics Company, Ltd., 130 Samsung-ro, Yeongtong-gu, Suwon-si, Gyeonggi-do 16678, Republic of Korea
| | - Jaehee Chang
- Air Science Research Center, Samsung Advanced Institute of Technology (SAIT), Samsung Electronics Company, Ltd., 130 Samsung-ro, Yeongtong-gu, Suwon-si, Gyeonggi-do 16678, Republic of Korea
| | - Jinwoo Kim
- Air Science Research Center, Samsung Advanced Institute of Technology (SAIT), Samsung Electronics Company, Ltd., 130 Samsung-ro, Yeongtong-gu, Suwon-si, Gyeonggi-do 16678, Republic of Korea
| | - Dong-Wook Kim
- Air Science Research Center, Samsung Advanced Institute of Technology (SAIT), Samsung Electronics Company, Ltd., 130 Samsung-ro, Yeongtong-gu, Suwon-si, Gyeonggi-do 16678, Republic of Korea
| | - Jong-Min Lee
- Air Science Research Center, Samsung Advanced Institute of Technology (SAIT), Samsung Electronics Company, Ltd., 130 Samsung-ro, Yeongtong-gu, Suwon-si, Gyeonggi-do 16678, Republic of Korea
| | - Hyuk Jae Kwon
- Air Science Research Center, Samsung Advanced Institute of Technology (SAIT), Samsung Electronics Company, Ltd., 130 Samsung-ro, Yeongtong-gu, Suwon-si, Gyeonggi-do 16678, Republic of Korea
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Yu J, Le T, Jing D, Stavitski E, Hunter N, Lalit K, Leshchev D, Resasco DE, Sargent EH, Wang B, Huang W. Balancing elementary steps enables coke-free dry reforming of methane. Nat Commun 2023; 14:7514. [PMID: 37980344 PMCID: PMC10657353 DOI: 10.1038/s41467-023-43277-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Accepted: 11/06/2023] [Indexed: 11/20/2023] Open
Abstract
Balancing kinetics, a crucial priority in catalysis, is frequently achieved by sacrificing activity of elementary steps to suppress side reactions and enhance catalyst stability. Dry reforming of methane (DRM), a process operated at high temperature, usually involves fast C-H activation but sluggish carbon removal, resulting in coke deposition and catalyst deactivation. Studies focused solely on catalyst innovation are insufficient in addressing coke formation efficiently. Herein, we develop coke-free catalysts that balance kinetics of elementary steps for overall thermodynamics optimization. Beginning from a highly active cobalt aluminum oxide (CoAl2O4) catalyst that is susceptible to severe coke formation, we substitute aluminum (Al) with gallium (Ga), reporting a CoAl0.5Ga1.5O4-R catalyst that performs DRM stably over 1000 hours without observable coke deposition. We find that Ga enhances DRM stability by suppressing C-H activation to balance carbon removal. A series of coke-free DRM catalysts are developed herein by partially substituting Al from CoAl2O4 with other metals.
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Affiliation(s)
- Jiaqi Yu
- Department of Chemistry, Iowa State University, Ames, IA, 50011, USA
- Department of Chemistry, Northwestern University, Evanston, IL, 60208, USA
| | - Tien Le
- School of Sustainable Chemical, Biological and Materials Engineering, University of Oklahoma, Norman, OK, 73019, USA
| | - Dapeng Jing
- Materials Analysis and Research Laboratory, Iowa State University, Ames, IA, 50010, USA
| | - Eli Stavitski
- National Synchrotron Light Source II, Brookhaven National Laboratory, Upton, NY, 11973, USA
| | - Nicholas Hunter
- Department of Mechanical Engineering, Iowa State University, Ames, IA, 50011, USA
| | - Kanika Lalit
- Department of Chemistry, Iowa State University, Ames, IA, 50011, USA
| | - Denis Leshchev
- National Synchrotron Light Source II, Brookhaven National Laboratory, Upton, NY, 11973, USA
| | - Daniel E Resasco
- School of Sustainable Chemical, Biological and Materials Engineering, University of Oklahoma, Norman, OK, 73019, USA
| | - Edward H Sargent
- Department of Chemistry, Northwestern University, Evanston, IL, 60208, USA.
- Department of Electrical and Computer Engineering, Northwestern University, Evanston, IL, 60208, USA.
| | - Bin Wang
- School of Sustainable Chemical, Biological and Materials Engineering, University of Oklahoma, Norman, OK, 73019, USA.
| | - Wenyu Huang
- Department of Chemistry, Iowa State University, Ames, IA, 50011, USA.
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Zhang ZY, Li T, Yao JL, Xie T, Xiao Q. Mechanism and kinetic characteristics of photo-thermal dry reforming of methane on Pt/mesoporous-TiO2 catalyst. MOLECULAR CATALYSIS 2023. [DOI: 10.1016/j.mcat.2022.112828] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
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Huang N, Su T, Qin Z, Ji H. Nickel Supported on Multilayer Vanadium Carbide for Dry Reforming of Methane. ChemistrySelect 2022. [DOI: 10.1002/slct.202203873] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Affiliation(s)
- Nongfeng Huang
- School of Chemistry and Chemical Engineering Guangxi Key Laboratory of Petrochemical Resource Processing and Process Intensification Technology Guangxi University 100 Daxue Road Nanning 530004 P. R. China
| | - Tongming Su
- School of Chemistry and Chemical Engineering Guangxi Key Laboratory of Petrochemical Resource Processing and Process Intensification Technology Guangxi University 100 Daxue Road Nanning 530004 P. R. China
| | - Zuzeng Qin
- School of Chemistry and Chemical Engineering Guangxi Key Laboratory of Petrochemical Resource Processing and Process Intensification Technology Guangxi University 100 Daxue Road Nanning 530004 P. R. China
| | - Hongbing Ji
- Fine Chemical Institute Sun Yat-sen University 135 Xingangxi Road Guangzhou 510275 P. R. China
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Gao Y, Jiang M, Yang L, Li Z, Tian FX, He Y. Recent progress of catalytic methane combustion over transition metal oxide catalysts. Front Chem 2022; 10:959422. [PMID: 36003612 PMCID: PMC9393236 DOI: 10.3389/fchem.2022.959422] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Accepted: 06/28/2022] [Indexed: 11/13/2022] Open
Abstract
Methane (CH4) is one of the cleanest fossil fuel resources and is playing an increasingly indispensable role in our way to carbon neutrality, by providing less carbon-intensive heat and electricity worldwide. On the other hand, the atmospheric concentration of CH4 has raced past 1,900 ppb in 2021, almost triple its pre-industrial levels. As a greenhouse gas at least 86 times as potent as carbon dioxide (CO2) over 20 years, CH4 is becoming a major threat to the global goal of deviating Earth temperature from the +2°C scenario. Consequently, all CH4-powered facilities must be strictly coupled with remediation plans for unburned CH4 in the exhaust to avoid further exacerbating the environmental stress, among which catalytic CH4 combustion (CMC) is one of the most effective strategies to solve this issue. Most current CMC catalysts are noble-metal-based owing to their outstanding C–H bond activation capability, while their high cost and poor thermal stability have driven the search for alternative options, among which transition metal oxide (TMO) catalysts have attracted extensive attention due to their Earth abundance, high thermal stability, variable oxidation states, rich acidic and basic sites, etc. To date, many TMO catalysts have shown comparable catalytic performance with that of noble metals, while their fundamental reaction mechanisms are explored to a much less extent and remain to be controversial, which hinders the further optimization of the TMO catalytic systems. Therefore, in this review, we provide a systematic compilation of the recent research advances in TMO-based CMC reactions, together with their detailed reaction mechanisms. We start with introducing the scientific fundamentals of the CMC reaction itself as well as the unique and desirable features of TMOs applied in CMC, followed by a detailed introduction of four different kinetic reaction models proposed for the reactions. Next, we categorize the TMOs of interests into single and hybrid systems, summarizing their specific morphology characterization, catalytic performance, kinetic properties, with special emphasis on the reaction mechanisms and interfacial properties. Finally, we conclude the review with a summary and outlook on the TMOs for practical CMC applications. In addition, we also further prospect the enormous potentials of TMOs in producing value-added chemicals beyond combustion, such as direct partial oxidation to methanol.
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Affiliation(s)
- Yuan Gao
- UM-SJTU Joint Institute, Shanghai Jiaotong University, Shanghai, China
| | - Mingxin Jiang
- UM-SJTU Joint Institute, Shanghai Jiaotong University, Shanghai, China
| | - Liuqingqing Yang
- UM-SJTU Joint Institute, Shanghai Jiaotong University, Shanghai, China
| | - Zhuo Li
- UM-SJTU Joint Institute, Shanghai Jiaotong University, Shanghai, China
| | - Fei-Xiang Tian
- State Key Laboratory of Chemical Engineering, East China University of Science and Technology, Shanghai, China
| | - Yulian He
- UM-SJTU Joint Institute, Shanghai Jiaotong University, Shanghai, China
- Department of Chemical Engineering, Shanghai Jiao Tong University, Shanghai, China
- *Correspondence: Yulian He,
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Ni/CeO2 Catalyst Prepared via Microimpinging Stream Reactor with High Catalytic Performance for CO2 Dry Reforming Methane. Catalysts 2022. [DOI: 10.3390/catal12060606] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
Methane reforming with carbon dioxide (DRM) is one promising way to achieve carbon neutrality and convert methane to syngas for high-value chemical production. Catalyst development with better performance is the key to its potential large-scale industrial application due to its deactivation caused by carbon deposition and metal sintering. Hence, a Ni/CeO2 catalyst (Ni/CeO2-M) with higher CO2 conversion and better stability is prepared, supported on CeO2 precipitated via a novel microimpinging stream reactor. A series of ex-situ or in-situ characterizations, such as CO titration measurements, two-step transient surface reaction (two-step TSR), CO2 and CH4 temperature-programmed surface reaction (CO2-TPSR and CH4-TPSR), X-ray absorption fine structure (XAFS), and in-situ Raman spectroscopy study, were used to investigate its structure and mechanism. In contrast to Ni supported on commercial CeO2 (Ni/CeO2-C), the Ni/CeO2-M catalyst with stronger lattice oxygen mobility and higher oxygen storage capacity enhances its CO2 activation ability and carbon deposition. The Ni particle size of the Ni/CeO2-M catalyst decreased, and a higher oxidation state was obtained due to the strong metal–support interaction. Besides the reaction performance improvement of the Ni/CeO2-M catalyst, the novel microimpinging stream reactor could achieve catalyst continuous production with a high preparation efficiency. This work provides a novel method for the high-performance catalyst preparation for DRM reaction and its mechanism study gives a deep insight into high-performance catalyst development via bottom-up study.
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