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Wu L, Dai Z, Fu H, Shen M, Cha L, Lin Y, Sun F, Rao AM, Zhou J, Wen S, Lu B. Multiple Electron Transfers Enable High-Capacity Cathode Through Stable Anionic Redox. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2025; 37:e2416298. [PMID: 39801181 DOI: 10.1002/adma.202416298] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/24/2024] [Revised: 12/25/2024] [Indexed: 03/06/2025]
Abstract
Single-electron transfer, low alkali metal contents, and large-molecular masses limit the capacity of cathodes. This study uses a cost-effective and light-molecular-mass orthosilicate material, K2FeSiO4, with a high initial potassium content, as a cathode for potassium-ion batteries to enable the transfer of more than one electron. Despite the limited valence change of Fe ions during cycling, K2FeSiO4 can undergo multiple electron transfers via successive oxygen anionic redox reactions to generate a high reversible capacity. Although the formation of O‒O dimers in K2FeSiO4 occur upon removing large amounts of potassium, the strong binding effect of Si on O mitigates irreversible oxygen release and voltage degradation during cycling. K2FeSiO4 achieves 236 mAh g-1 at 50 mA g-1, with an energy density of 520 Wh kg-1, which can be comparable with commercial LiFePO4 materials. Moreover, it also exhibits 1400 stable cycles under high-current conditions. These findings enhance the potential commercialization prospects for potassium-ion batteries.
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Affiliation(s)
- Lichen Wu
- School of Physics and Electronics, Hunan University, Changsha, 410082, P. R. China
| | - Zhongqin Dai
- School of Physical Science and Technology, ShanghaiTech University, Shanghai, 201210, P. R. China
| | - Hongwei Fu
- School of Physics and Electronics, Hunan University, Changsha, 410082, P. R. China
| | - Mengkang Shen
- School of Physics and Electronics, Hunan University, Changsha, 410082, P. R. China
| | - Limei Cha
- Materials Science and Engineering Program, MATEC key lab, Guangdong Technion-Israel Institute of Technology, Shantou, 515063, P. R. China
| | - Yue Lin
- Hefei National Research Center for Physical Sciences at the Microscale, University of Science and Technology of China, Hefei, 230026, P. R. China
| | - Fanfei Sun
- Shanghai Synchrotron Radiation Facility, Shanghai Advanced Research Institute, Chinese Academy of Sciences, Shanghai, 201204, P. R. China
- Shanghai Institute of Applied Physics, Chinese Academy of Sciences, Shanghai, 201204, P. R. China
| | - Apparao M Rao
- Department of Physics and Astronomy, Clemson Nanomaterials Institute, Clemson University, South Carolina, SC, 29634, USA
| | - Jiang Zhou
- School of Materials Science and Engineering, Central South University, Changsha, 410083, P. R. China
| | - Shuangchun Wen
- School of Physics and Electronics, Hunan University, Changsha, 410082, P. R. China
| | - Bingan Lu
- School of Physics and Electronics, Hunan University, Changsha, 410082, P. R. China
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2
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Fan Y, Wang X, Bo G, Xu X, See KW, Johannessen B, Pang WK. Operando Synchrotron X-Ray Absorption Spectroscopy: A Key Tool for Cathode Material Studies in Next-Generation Batteries. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2025:e2414480. [PMID: 39853956 DOI: 10.1002/advs.202414480] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/05/2024] [Revised: 12/18/2024] [Indexed: 01/26/2025]
Abstract
Rechargeable batteries are central to modern energy storage systems, from portable electronics to electric vehicles. The cathode material, a critical component, largely dictates a battery's energy density, capacity, and overall performance. This review focuses on the application of operando X-ray absorption spectroscopy (XAS) to study cathode materials in Li-ion, Na-ion, Li-S, and Na-S batteries. Operando XAS provides real-time insights into the local electronic structure, oxidation states, and coordination environments, which are crucial for understanding complex electrochemical processes, such as redox reactions, phase transitions, and structural degradation. The review highlights the strengths of hard and soft XAS techniques in probing transition metal (TM) and anionic redox processes, particularly in layered oxide cathodes, where reversible oxygen redox and TM behavior are pivotal. The role of operando XAS is also explored in analyzing conversion-type S-based cathodes, where it helps unravel the intricate reaction mechanisms. Furthermore, the review addresses the challenges of in situ cell design for operando XAS, especially under ultrahigh vacuum conditions for soft XAS. By discussing recent advancements and future directions, this review underscores the critical role of operando XAS in driving innovation and improving the design and performance of next-generation battery technologies.
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Affiliation(s)
- Yameng Fan
- Institute for Superconducting & Electronic Materials (ISEM), Faculty of Engineering and Information Sciences (EIS), University of Wollongong, Wollongong, NSW, 2500, Australia
| | - Xin Wang
- Institute for Superconducting & Electronic Materials (ISEM), Faculty of Engineering and Information Sciences (EIS), University of Wollongong, Wollongong, NSW, 2500, Australia
| | - Guyue Bo
- Institute for Superconducting & Electronic Materials (ISEM), Faculty of Engineering and Information Sciences (EIS), University of Wollongong, Wollongong, NSW, 2500, Australia
| | - Xun Xu
- Institute for Superconducting & Electronic Materials (ISEM), Faculty of Engineering and Information Sciences (EIS), University of Wollongong, Wollongong, NSW, 2500, Australia
| | - Khay Wai See
- Institute for Superconducting & Electronic Materials (ISEM), Faculty of Engineering and Information Sciences (EIS), University of Wollongong, Wollongong, NSW, 2500, Australia
| | - Bernt Johannessen
- Institute for Superconducting & Electronic Materials (ISEM), Faculty of Engineering and Information Sciences (EIS), University of Wollongong, Wollongong, NSW, 2500, Australia
- Australian Synchrotron, Australian Nuclear Science and Technology Organization, Clayton, VIC, 3168, Australia
| | - Wei Kong Pang
- Institute for Superconducting & Electronic Materials (ISEM), Faculty of Engineering and Information Sciences (EIS), University of Wollongong, Wollongong, NSW, 2500, Australia
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3
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Koch D, Pavanello M, Shao X, Ihara M, Ayers PW, Matta CF, Jenkins S, Manzhos S. The Analysis of Electron Densities: From Basics to Emergent Applications. Chem Rev 2024; 124:12661-12737. [PMID: 39545704 DOI: 10.1021/acs.chemrev.4c00297] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2024]
Abstract
The electron density determines all properties of a system of nuclei and electrons. It is both computable and observable. Its topology allows gaining insight into the mechanisms of bonding and other phenomena in a way that is complementary to and beyond that available from the molecular orbital picture and the formal oxidation state (FOS) formalism. The ability to derive mechanistic insight from electron density is also important with methods where orbitals are not available, such as orbital-free density functional theory (OF-DFT). While density topology-based analyses such as QTAIM (quantum theory of atoms-in-molecules) have been widely used, novel, vector-based techniques recently emerged such as next-generation (NG) QTAIM. Density-dependent quantities are also actively used in machine learning (ML)-based methods, in particular, for ML DFT functional development, including machine-learnt kinetic energy functionals. We review QTAIM and its recent extensions such as NG-QTAIM and localization-delocalization matrices (LDM) and their uses in the analysis of bonding, conformations, mechanisms of redox reactions excitations, as well as ultrafast phenomena. We review recent research showing that direct density analysis can circumvent certain pitfalls of the FOS formalism, in particular in the description of anionic redox, and of the widely used (spherically) projected density of states analysis. We discuss uses of density-based quantities for the construction of DFT functionals and prospects of applications of analyses of density topology to get mechanistic insight with OF-DFT and recently developed time-dependent OF-DFT.
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Affiliation(s)
- Daniel Koch
- Centre Énergie Matériaux Télécommunications, Institut National de la Recherche Scientifique, 1650 boulevard Lionel-Boulet, Varennes, Quebec J3X 1S2, Canada
| | - Michele Pavanello
- Department of Physics, Rutgers University, 101 Warren Street, Newark, New Jersey 07102, United States
- Department of Chemistry, Rutgers University, 73 Warren Street, Newark, New Jersey 07102, United States
| | - Xuecheng Shao
- Department of Chemistry, Rutgers University, 73 Warren Street, Newark, New Jersey 07102, United States
| | - Manabu Ihara
- School of Materials and Chemical Technology, Institute of Science Tokyo, Ookayama 2-12-1, Meguro-ku, Tokyo 152-8552, Japan
| | - Paul W Ayers
- Department of Chemistry and Chemical Biology, McMaster University, 25-1280 Main Street West, Hamilton, Ontario L8S 4M1, Canada
| | - Chérif F Matta
- Department of Chemistry and Physics, Mount Saint Vincent University, 166 Bedford Highway, Halifax, Nova Scotia B3M 2J6, Canada
| | - Samantha Jenkins
- College of Chemistry and Chemical Engineering, Hunan Normal University, 36 Lushan Road, Changsha, Hunan 410081, People's Republic of China
| | - Sergei Manzhos
- School of Materials and Chemical Technology, Institute of Science Tokyo, Ookayama 2-12-1, Meguro-ku, Tokyo 152-8552, Japan
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4
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Fukuma R, Harada M, Zhao W, Sawamura M, Noda Y, Nakayama M, Goto M, Kan D, Shimakawa Y, Yonemura M, Ikeda N, Watanuki R, Andersen HL, D’Angelo AM, Sharma N, Park J, Byon HR, Fukuyama S, Han Z, Fukumitsu H, Schulz-Dobrick M, Yamanaka K, Yamagishi H, Ohta T, Yabuuchi N. Unexpectedly Large Contribution of Oxygen to Charge Compensation Triggered by Structural Disordering: Detailed Experimental and Theoretical Study on a Li 3NbO 4-NiO Binary System. ACS CENTRAL SCIENCE 2022; 8:775-794. [PMID: 35756387 PMCID: PMC9228563 DOI: 10.1021/acscentsci.2c00238] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/02/2022] [Indexed: 06/15/2023]
Abstract
Dependence on lithium-ion batteries for automobile applications is rapidly increasing. The emerging use of anionic redox can boost the energy density of batteries, but the fundamental origin of anionic redox is still under debate. Moreover, to realize anionic redox, many reported electrode materials rely on manganese ions through π-type interactions with oxygen. Here, through a systematic experimental and theoretical study on a binary system of Li3NbO4-NiO, we demonstrate for the first time the unexpectedly large contribution of oxygen to charge compensation for electrochemical oxidation in Ni-based materials. In general, for Ni-based materials, e.g., LiNiO2, charge compensation is achieved mainly by Ni oxidation, with a lower contribution from oxygen. In contrast, for Li3NbO4-NiO, oxygen-based charge compensation is triggered by structural disordering and σ-type interactions with nickel ions, which are associated with a unique environment for oxygen, i.e., a linear Ni-O-Ni configuration in the disordered system. Reversible anionic redox with a small hysteretic behavior was achieved for LiNi2/3Nb1/3O2 with a cation-disordered Li/Ni arrangement. Further Li enrichment in the structure destabilizes anionic redox and leads to irreversible oxygen loss due to the disappearance of the linear Ni-O-Ni configuration and the formation of unstable Ni ions with high oxidation states. On the basis of these results, we discuss the possibility of using σ-type interactions for anionic redox to design advanced electrode materials for high-energy lithium-ion batteries.
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Affiliation(s)
- Ryutaro Fukuma
- Department
of Applied Chemistry, Tokyo Denki University, 5 Senju Asahi-cho, Adachi-ku, Tokyo, Tokyo 120-8551, Japan
| | - Maho Harada
- Frontier
Research Institute for Materials Science (FRIMS), Nagoya Institute of Technology, Gokiso-cho, Showa-ku, Nagoya, Aichi 466-8555, Japan
| | - Wenwen Zhao
- Department
of Applied Chemistry, Tokyo Denki University, 5 Senju Asahi-cho, Adachi-ku, Tokyo, Tokyo 120-8551, Japan
| | - Miho Sawamura
- Department
of Applied Chemistry, Tokyo Denki University, 5 Senju Asahi-cho, Adachi-ku, Tokyo, Tokyo 120-8551, Japan
| | - Yusuke Noda
- GREEN
and MaDiS/CMi, National Institute
of Materials Science (NIMS), 1-2-1 Sengen, Tsukuba, Ibaraki 305-0047, Japan
- Department
of Information and Communication Engineering, Okayama Prefectural University, 111 Kuboki, Soja, Okayama 719-1197, Japan
| | - Masanobu Nakayama
- Frontier
Research Institute for Materials Science (FRIMS), Nagoya Institute of Technology, Gokiso-cho, Showa-ku, Nagoya, Aichi 466-8555, Japan
- GREEN
and MaDiS/CMi, National Institute
of Materials Science (NIMS), 1-2-1 Sengen, Tsukuba, Ibaraki 305-0047, Japan
- Elements
Strategy Initiative for Catalysts and Batteries, Kyoto University, f1-30
Goryo-Ohara, Nishikyo-ku, Kyoto, Kyoto 615-8245, Japan
| | - Masato Goto
- Institute
for Chemical Research, Kyoto University, Uji, Kyoto 611-0011, Japan
| | - Daisuke Kan
- Institute
for Chemical Research, Kyoto University, Uji, Kyoto 611-0011, Japan
| | - Yuichi Shimakawa
- Institute
for Chemical Research, Kyoto University, Uji, Kyoto 611-0011, Japan
| | - Masao Yonemura
- High
Energy Accelerator Research Organization, Institute of Materials Structure Science, 1-1 Oho, Tsukuba, Ibaraki 305-0801, Japan
- Department
of Materials Structure Science, The Graduate
University for Advanced Studies, SOKENDAI, 203-1 Shirakata, Tokai, Ibaraki 319-1106, Japan
| | - Naohiro Ikeda
- Department
of Chemistry and Life Science, Yokohama
National University, 79-5 Tokiwadai, Hodogaya-ku, Yokohama, Kanagawa 240-8501, Japan
| | - Ryuta Watanuki
- Elements
Strategy Initiative for Catalysts and Batteries, Kyoto University, f1-30
Goryo-Ohara, Nishikyo-ku, Kyoto, Kyoto 615-8245, Japan
- Department
of Chemistry and Life Science, Yokohama
National University, 79-5 Tokiwadai, Hodogaya-ku, Yokohama, Kanagawa 240-8501, Japan
| | - Henrik L. Andersen
- School
of Chemistry, University of New South Wales, Sydney, NSW 2052, Australia
| | | | - Neeraj Sharma
- School
of Chemistry, University of New South Wales, Sydney, NSW 2052, Australia
| | - Jiwon Park
- Department
of Chemistry, KAIST Institute for NanoCentury, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Yuseong-gu, Daejeon 34141, Republic of Korea
| | - Hye Ryung Byon
- Department
of Chemistry, KAIST Institute for NanoCentury, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Yuseong-gu, Daejeon 34141, Republic of Korea
| | - Sayuri Fukuyama
- Battery
Materials Laboratory, BASF Japan Ltd., 7-1-13 Doi-cho, Amagasaki, Hyogo 660-0083, Japan
| | - Zhenji Han
- Battery
Materials Laboratory, BASF Japan Ltd., 7-1-13 Doi-cho, Amagasaki, Hyogo 660-0083, Japan
| | - Hitoshi Fukumitsu
- Battery
Materials Laboratory, BASF Japan Ltd., 7-1-13 Doi-cho, Amagasaki, Hyogo 660-0083, Japan
| | - Martin Schulz-Dobrick
- Battery
Materials Laboratory, BASF Japan Ltd., 7-1-13 Doi-cho, Amagasaki, Hyogo 660-0083, Japan
| | - Keisuke Yamanaka
- SR
Center, Ritsumeikan University, 1-1-1 Noji-Higashi, Kusatsu, Shiga 525-8577, Japan
| | - Hirona Yamagishi
- SR
Center, Ritsumeikan University, 1-1-1 Noji-Higashi, Kusatsu, Shiga 525-8577, Japan
| | - Toshiaki Ohta
- SR
Center, Ritsumeikan University, 1-1-1 Noji-Higashi, Kusatsu, Shiga 525-8577, Japan
| | - Naoaki Yabuuchi
- Elements
Strategy Initiative for Catalysts and Batteries, Kyoto University, f1-30
Goryo-Ohara, Nishikyo-ku, Kyoto, Kyoto 615-8245, Japan
- Department
of Chemistry and Life Science, Yokohama
National University, 79-5 Tokiwadai, Hodogaya-ku, Yokohama, Kanagawa 240-8501, Japan
- Advanced
Chemical Energy Research Center, Yokohama
National University, 79-5 Tokiwadai, Hodogaya-ku, Yokohama, Kanagawa 240-8501, Japan
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5
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Jung HJ, Lim Y, Choi BU, Bae HB, Jung W, Ryu S, Oh J, Chung SY. Direct Identification of Antisite Cation Intermixing and Correlation with Electronic Conduction in CuBi 2O 4 for Photocathodes. ACS APPLIED MATERIALS & INTERFACES 2020; 12:43720-43727. [PMID: 32877165 DOI: 10.1021/acsami.0c12491] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Cu-based p-type semiconducting oxides have been sought for water-reduction photocathodes to enhance the energy-conversion efficiency in photoelectrochemical cells. CuBi2O4 has recently attracted notable attention as a new family of p-type oxides, based on its adequate band gap. Although the identification of a major defect structure should be the first step toward understanding the electronic conduction behavior, no direct experimental analysis has been carried out yet. Using atomic-scale scanning transmission electron microscopy together with chemical probing, we identify a substantial amount of BiCu-CuBi antisite intermixing as a major point-defect type. Our density functional theory calculations also show that antisite BiCu can seriously hinder the hole-polaron hopping between Cu, in agreement with lower conductivity and a larger thermal activation barrier under a higher degree of intermixing. These findings highlight the value of the direct identification of point defects for a better understanding of electronic properties in complex oxides.
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Affiliation(s)
- Hyun Joon Jung
- Department of Materials Science and Engineering, Korea Advanced Institute of Science and Technology, Daejeon 34141, Korea
- Graduate School of EEWS, Korea Advanced Institute of Science and Technology, Daejeon 34141, Korea
| | - Younghwan Lim
- Department of Materials Science and Engineering, Korea Advanced Institute of Science and Technology, Daejeon 34141, Korea
| | - Byeong-Uk Choi
- Department of Materials Science and Engineering, Korea Advanced Institute of Science and Technology, Daejeon 34141, Korea
| | - Hyung Bin Bae
- KAIST Analysis Center, Korea Advanced Institute of Science and Technology, Daejeon 34141, Korea
| | - WooChul Jung
- Department of Materials Science and Engineering, Korea Advanced Institute of Science and Technology, Daejeon 34141, Korea
| | - Sangwoo Ryu
- Department of Advanced Materials Engineering, Kyonggi University, Suwon, Gyeonggi-do16227, Korea
| | - Jihun Oh
- Department of Materials Science and Engineering, Korea Advanced Institute of Science and Technology, Daejeon 34141, Korea
| | - Sung-Yoon Chung
- Department of Materials Science and Engineering, Korea Advanced Institute of Science and Technology, Daejeon 34141, Korea
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6
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The mechanism of V-modification in Li2CoSiO4 cathode material for Li-ion batteries: A combined first-principles and experimental study. Electrochim Acta 2020. [DOI: 10.1016/j.electacta.2020.136564] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
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7
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Abstract
ConspectusThe importance of current Li-ion batteries (LIBs) in modern society cannot be overstated. While the energy demands of devices increase, the corresponding enhancements in energy density of battery technologies are highly sought after. Currently, many different battery concepts, such as Li-S and metal-air among many others, have been investigated. However, their practical implementation has mostly been restricted to the prototyping stage. In fact, most of these technologies require rework of existing Li-ion battery manufacturing facilities and will naturally incur resistance to change from industry. For this reason, one specifically attractive technology, anionic redox in transition metal oxides, has gained much attention in the recent years. Its ability to be directly used in already established processes and higher energy density with similar electrolyte formulation make it a key materials research direction for next generation Li-ion batteries. In regular LIBs, the redox active centers are the transition metal cation. In anion redox, both the anion (typically O) and the transition metal cation are utilized as redox centers with enormous implications for increasing energy density. This new material can be highly competitive for replacing the current LIB technologies. However, much is still unknown about its cycling mechanism. Upon activating the O redox couples, most cationic and anionic redox active materials will either evolve O2 or undergo irreversible structural degradation with associated severe decreases in electrochemical performance. By understanding the transition from full anion redox to partial cationic and anionic redox, we hope readers can gain a deeper understanding of the topic.This Account will focus mainly on the work that was conducted by our group at Argonne National Laboratory. The phenomenon of cationic and anionic redox in a lithium-ion battery cathode will first be discussed. Our work in resonant inelastic X-ray scattering to investigate the spectroscopic features of O after delithiation has found potential "fingerprint" signals that could likely be used to identify and confirm reversible O redox if corroborated with other techniques. To follow, we will examine our work on Li-O2 batteries. While our group and the research community have had many significant contributions and improvements to the field of Li-O2 (such as decreasing overpotential and achieving cyclability in air environment), its practical application is still far from realization. Perhaps our most important contribution to this area is the discovery that Ir deposited on reduced graphene oxide can be used to halt the reduction of O2 at the LiO2 oxidation state. This not only significantly decreases the charge overpotential but also presents the important concept of oxidation-state controlled discharge. Subsequently, we will focus on our oxidation state-controlled redox-based charging of oxygen in a pure oxygen redox Li-ion battery. Future implications of this technology will be emphasized.
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Affiliation(s)
- Matthew Li
- Chemical Sciences and Engineering Division, Argonne National Laboratory, 9700 Cass Ave, Lemont, Illinois 60439, United States
- Department of Chemical Engineering, Waterloo Institute of Nanotechnology, University of Waterloo, 200 University Ave West, Waterloo, ON N2L 3G1, Canada
| | - Xuanxuan Bi
- Chemical Sciences and Engineering Division, Argonne National Laboratory, 9700 Cass Ave, Lemont, Illinois 60439, United States
| | - Khalil Amine
- Chemical Sciences and Engineering Division, Argonne National Laboratory, 9700 Cass Ave, Lemont, Illinois 60439, United States
| | - Jun Lu
- Chemical Sciences and Engineering Division, Argonne National Laboratory, 9700 Cass Ave, Lemont, Illinois 60439, United States
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8
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Zhao L, Guan Z, Ullah Z, Yu C, Song H, Chu R, Zhang Y, Li W, Li Q, Liu L. Significantly stable organic cathode for lithium-ion battery based on nanoconfined poly(anthraquinonyl sulfide)@MOF-derived microporous carbon. Electrochim Acta 2020. [DOI: 10.1016/j.electacta.2020.135681] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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9
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Zheng J, Ye Y, Pan F. 'Structure units' as material genes in cathode materials for lithium-ion batteries. Natl Sci Rev 2020; 7:242-245. [PMID: 34692037 PMCID: PMC8289165 DOI: 10.1093/nsr/nwz178] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Affiliation(s)
- Jiaxin Zheng
- School of Advanced Materials, Peking University, Shenzhen Graduate School, China
| | - Yaokun Ye
- School of Advanced Materials, Peking University, Shenzhen Graduate School, China
| | - Feng Pan
- School of Advanced Materials, Peking University, Shenzhen Graduate School, China
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10
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Li M, Liu T, Bi X, Chen Z, Amine K, Zhong C, Lu J. Cationic and anionic redox in lithium-ion based batteries. Chem Soc Rev 2020; 49:1688-1705. [DOI: 10.1039/c8cs00426a] [Citation(s) in RCA: 90] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
This review will present the current understanding, experimental evidence and future direction of anionic and cationic redox for Li-ion batteries.
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Affiliation(s)
- Matthew Li
- Chemical Sciences and Engineering Division
- Argonne National Laboratory
- Lemont
- USA
- Department of Chemical Engineering
| | - Tongchao Liu
- Chemical Sciences and Engineering Division
- Argonne National Laboratory
- Lemont
- USA
| | - Xuanxuan Bi
- Chemical Sciences and Engineering Division
- Argonne National Laboratory
- Lemont
- USA
| | - Zhongwei Chen
- Department of Chemical Engineering
- Waterloo Institute of Nanotechnology
- University of Waterloo
- Waterloo
- Canada
| | - Khalil Amine
- Chemical Sciences and Engineering Division
- Argonne National Laboratory
- Lemont
- USA
- Department of Material Science and Engineering
| | - Cheng Zhong
- School of Materials Science and Engineering
- Tianjin University
- Tianjin
- China
| | - Jun Lu
- Chemical Sciences and Engineering Division
- Argonne National Laboratory
- Lemont
- USA
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11
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Jie J, Hu Z, Qian G, Weng M, Li S, Li S, Hu M, Chen D, Xiao W, Zheng J, Wang LW, Pan F. Discovering unusual structures from exception using big data and machine learning techniques. Sci Bull (Beijing) 2019; 64:612-616. [PMID: 36659629 DOI: 10.1016/j.scib.2019.04.015] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2019] [Revised: 03/22/2019] [Accepted: 04/01/2019] [Indexed: 01/21/2023]
Abstract
Recently, machine learning (ML) has become a widely used technique in materials science study. Most work focuses on predicting the rule and overall trend by building a machine learning model. However, new insights are often learnt from exceptions against the overall trend. In this work, we demonstrate that how unusual structures are discovered from exceptions when machine learning is used to get the relationship between atomic and electronic structures based on big data from high-throughput calculation database. For example, after training an ML model for the relationship between atomic and electronic structures of crystals, we find AgO2F, an unusual structure with both Ag3+ and O22-, from structures whose band gap deviates much from the prediction made by our model. A further investigation on this structure might shed light into the research on anionic redox in transition metal oxides of Li-ion batteries.
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Affiliation(s)
- Jianshu Jie
- School of Advanced Materials, Peking University, Shenzhen Graduate School, Shenzhen 518055, China
| | - Zongxiang Hu
- School of Advanced Materials, Peking University, Shenzhen Graduate School, Shenzhen 518055, China
| | - Guoyu Qian
- School of Advanced Materials, Peking University, Shenzhen Graduate School, Shenzhen 518055, China
| | - Mouyi Weng
- School of Advanced Materials, Peking University, Shenzhen Graduate School, Shenzhen 518055, China
| | - Shunning Li
- School of Advanced Materials, Peking University, Shenzhen Graduate School, Shenzhen 518055, China
| | - Shucheng Li
- School of Advanced Materials, Peking University, Shenzhen Graduate School, Shenzhen 518055, China
| | - Mingyu Hu
- School of Advanced Materials, Peking University, Shenzhen Graduate School, Shenzhen 518055, China
| | - Dong Chen
- School of Advanced Materials, Peking University, Shenzhen Graduate School, Shenzhen 518055, China
| | - Weiji Xiao
- School of Advanced Materials, Peking University, Shenzhen Graduate School, Shenzhen 518055, China
| | - Jiaxin Zheng
- School of Advanced Materials, Peking University, Shenzhen Graduate School, Shenzhen 518055, China
| | - Lin-Wang Wang
- Materials Science Division, Lawrence Berkeley National Laboratory, Berkeley 94720, USA.
| | - Feng Pan
- School of Advanced Materials, Peking University, Shenzhen Graduate School, Shenzhen 518055, China.
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12
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Liu Q, Dalpian GM, Zunger A. Antidoping in Insulators and Semiconductors Having Intermediate Bands with Trapped Carriers. PHYSICAL REVIEW LETTERS 2019; 122:106403. [PMID: 30932675 DOI: 10.1103/physrevlett.122.106403] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/07/2018] [Indexed: 06/09/2023]
Abstract
Ordinary doping by electrons (holes) generally means that the Fermi level shifts towards the conduction band (valence band) and that the conductivity of free carriers increases. Recently, however, some peculiar doping characteristics were sporadically recorded in different materials without noting the mechanism: electron doping was observed to cause a portion of the lowest unoccupied band to merge into the valance band, leading to a decrease in conductivity. This behavior, that we dub as "antidoping," was seen in rare-earth nickel oxides SmNiO_{3}, cobalt oxides SrCoO_{2.5}, Li-ion battery materials, and even MgO with metal vacancies. We describe the physical origin of antidoping as well as its inverse problem-the "design principles" that would enable an intelligent search of materials. We find that electron antidoping is expected in materials having preexisting trapped holes and is caused by the annihilation of such "hole polarons" via electron doping. This may offer an unconventional way of controlling conductivity.
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Affiliation(s)
- Qihang Liu
- Renewable and Sustainable Energy Institute, University of Colorado, Boulder, Colorado 80309, USA
- Shenzhen Institute for Quantum Science and Technology and Department of Physics, Southern University of Science and Technology, Shenzhen 518055, China
| | - Gustavo M Dalpian
- Renewable and Sustainable Energy Institute, University of Colorado, Boulder, Colorado 80309, USA
- Centro de Ciências Naturais e Humanas, Universidade Federal do ABC, Santo André, São Paulo 09210-580, Brazil
| | - Alex Zunger
- Renewable and Sustainable Energy Institute, University of Colorado, Boulder, Colorado 80309, USA
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13
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Gu Y, Weng M, Teng G, Zeng H, Jie J, Xiao W, Zheng J, Pan F. Tuning polaronic redox behavior in olivine phosphate. Phys Chem Chem Phys 2019; 21:4578-4583. [DOI: 10.1039/c8cp06083e] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
In order to understand and improve the conductivity of LiFePO4, lots of attempts have been made both experimentally and theoretically.
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Affiliation(s)
- Yue Gu
- School of Advanced Materials
- Peking University
- Shenzhen Graduate School
- Shenzhen 518055
- People's Republic of China
| | - Mouyi Weng
- School of Advanced Materials
- Peking University
- Shenzhen Graduate School
- Shenzhen 518055
- People's Republic of China
| | - Gaofeng Teng
- School of Advanced Materials
- Peking University
- Shenzhen Graduate School
- Shenzhen 518055
- People's Republic of China
| | - Hua Zeng
- School of Advanced Materials
- Peking University
- Shenzhen Graduate School
- Shenzhen 518055
- People's Republic of China
| | - Jianshu Jie
- School of Advanced Materials
- Peking University
- Shenzhen Graduate School
- Shenzhen 518055
- People's Republic of China
| | - Weiji Xiao
- School of Advanced Materials
- Peking University
- Shenzhen Graduate School
- Shenzhen 518055
- People's Republic of China
| | - Jiaxin Zheng
- School of Advanced Materials
- Peking University
- Shenzhen Graduate School
- Shenzhen 518055
- People's Republic of China
| | - Feng Pan
- School of Advanced Materials
- Peking University
- Shenzhen Graduate School
- Shenzhen 518055
- People's Republic of China
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