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Hari Kumar SG, Bozal-Ginesta C, Wang N, Abed J, Shan CH, Yao Z, Aspuru-Guzik A. From computational screening to the synthesis of a promising OER catalyst. Chem Sci 2024; 15:10556-10570. [PMID: 38994429 PMCID: PMC11234821 DOI: 10.1039/d4sc00192c] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Accepted: 06/05/2024] [Indexed: 07/13/2024] Open
Abstract
The search for new materials can be laborious and expensive. Given the challenges that mankind faces today concerning the climate change crisis, the need to accelerate materials discovery for applications like water-splitting could be very relevant for a renewable economy. In this work, we introduce a computational framework to predict the activity of oxygen evolution reaction (OER) catalysts, in order to accelerate the discovery of materials that can facilitate water splitting. We use this framework to screen 6155 ternary-phase spinel oxides and have isolated 33 candidates which are predicted to have potentially high OER activity. We have also trained a machine learning model to predict the binding energies of the *O, *OH and *OOH intermediates calculated within this workflow to gain a deeper understanding of the relationship between electronic structure descriptors and OER activity. Out of the 33 candidates predicted to have high OER activity, we have synthesized three compounds and characterized them using linear sweep voltammetry to gauge their performance in OER. From these three catalyst materials, we have identified a new material, Co2.5Ga0.5O4, that is competitive with benchmark OER catalysts in the literature with a low overpotential of 220 mV at 10 mA cm-2 and a Tafel slope at 56.0 mV dec-1. Given the vast size of chemical space as well as the success of this technique to date, we believe that further application of this computational framework based on the high-throughput virtual screening of materials can lead to the discovery of additional novel, high-performing OER catalysts.
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Affiliation(s)
| | - Carlota Bozal-Ginesta
- Department of Chemistry, University of Toronto Toronto Canada
- Department of Computer Science, University of Toronto Toronto Canada
- Catalonia Institute for Energy Research Barcelona Spain
| | - Ning Wang
- Department of Materials Science and Engineering, University of Toronto Toronto Canada
| | - Jehad Abed
- Department of Materials Science and Engineering, University of Toronto Toronto Canada
- Department of Electrical and Computer Engineering, University of Toronto Toronto Canada
| | | | - Zhenpeng Yao
- Center of Hydrogen Science, Shanghai Jiao Tong University Shanghai China
- State Key Laboratory of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University Shanghai China
- Innovation Center for Future Materials, Zhangjiang Institute for Advanced Study, Shanghai Jiao Tong University Shanghai China
| | - Alan Aspuru-Guzik
- Department of Chemistry, University of Toronto Toronto Canada
- Department of Computer Science, University of Toronto Toronto Canada
- Department of Materials Science and Engineering, University of Toronto Toronto Canada
- Department of Chemical Engineering & Applied Chemistry, University of Toronto Canada
- Vector Institute for Artificial Intelligence Toronto Canada
- Canadian Institute for Advanced Research (CIFAR) Toronto Canada
- Acceleration Consortium, University of Toronto Toronto Canada
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Vazhayil A, Ashok. C S, Thomas N. Probing the Electrocatalytic Activity of Hierarchically Mesoporous M-Co3O4 (M = Ni, Zn, and Mn) with Branched Pattern for Oxygen Evolution Reaction. J Electroanal Chem (Lausanne) 2023. [DOI: 10.1016/j.jelechem.2023.117298] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/07/2023]
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3
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Recent progress in the fabrication of nanostructured zinc-based ternary metal oxides for high-performance lithium-ion batteries. J APPL ELECTROCHEM 2023. [DOI: 10.1007/s10800-022-01832-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
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4
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Olowoyo JO, Kriek RJ. Recent Progress on Bimetallic-Based Spinels as Electrocatalysts for the Oxygen Evolution Reaction. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2022; 18:e2203125. [PMID: 35996806 DOI: 10.1002/smll.202203125] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Revised: 07/22/2022] [Indexed: 06/15/2023]
Abstract
Electrocatalytic water splitting is a promising and viable technology to produce clean, sustainable, and storable hydrogen as an energy carrier. However, to meet the ever-increasing global energy demand, it is imperative to develop high-performance non-precious metal-based electrocatalysts for the oxygen evolution reaction (OER), as the OER is considered the bottleneck for electrocatalytic water splitting. Spinels, in particular, are considered promising OER electrocatalysts due to their unique properties, precise structures, and compositions. Herein, the recent progress on the application of bimetallic-based spinels (AFe2 O4 , ACo2 O4 , and AMn2 O4 ; where A = Ni, Co, Cu, Mn, and Zn) as electrocatalysts for the OER is presented. The fundamental concepts of the OER are highlighted after which the family of spinels, their general formula, and classifications are introduced. This is followed by an overview of the various classifications of bimetallic-based spinels and their recent developments and applications as OER electrocatalysts, with special emphasis on enhancing strategies that have been formulated to improve the OER performance of these spinels. In conclusion, this review summarizes all studies mentioned therein and provides the challenges and future perspectives for bimetallic-based spinel OER electrocatalysts.
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Affiliation(s)
- Joshua O Olowoyo
- Electrochemistry for Energy & Environment Group, Research Focus Area: Chemical Resource Beneficiation (CRB), Private Bag X6001, North-West University, Potchefstroom, 2520, South Africa
| | - Roelof J Kriek
- Electrochemistry for Energy & Environment Group, Research Focus Area: Chemical Resource Beneficiation (CRB), Private Bag X6001, North-West University, Potchefstroom, 2520, South Africa
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Zhang D, Luo Y, Liu J, Dong Y, Xiang C, Zhao C, Shu H, Hou J, Wang X, Chen M. ZnFe 2O 4-Ni 5P 4 Mott-Schottky Heterojunctions to Promote Kinetics for Advanced Li-S Batteries. ACS APPLIED MATERIALS & INTERFACES 2022; 14:23546-23557. [PMID: 35579110 DOI: 10.1021/acsami.2c04734] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
The practical progress of lithium-sulfur batteries is hindered by the serious shuttle effect and the slow oxidation-reduction kinetics of polysulfides. Herein, the ZnFe2O4-Ni5P4 Mott-Schottky heterojunction material is prepared to address these issues. Benefitting from a self-generated built-in electric field, ZnFe2O4-Ni5P4 as an efficient bidirectional catalysis regulates the charge distribution at the interface and accelerates electron transfer. Meanwhile, the synergy of the strong adsorption capacity derived from metal oxides and the outstanding catalytic performance that comes from metal phosphides strengthens the adsorption of polysulfides, reduces the energy barrier during the reaction, accelerates the conversion between sulfur species, and further accelerates the reaction kinetics. Hence, the cell with ZnFe2O4-Ni5P4/S harvests a high discharge capacity of 1132.4 mAh g-1 at 0.5C and displays a high Coulombic efficiency of 99.3% after 700 cycles. The ZnFe2O4-Ni5P4/S battery still maintains a capacity of 610.1 mAh g-1 with 84.4% capacity retention after 150 cycles at 0.1C under a high sulfur loading of 3.2 mg cm-2. This work provides a favorable reference and advanced guidance for developing Mott-Schottky heterojunctions in lithium-sulfur batteries.
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Affiliation(s)
- Dan Zhang
- National Base for International Science & Technology Cooperation, School of Chemistry, Xiangtan University, Xiangtan 411105, China
| | - Yixin Luo
- National Base for International Science & Technology Cooperation, School of Chemistry, Xiangtan University, Xiangtan 411105, China
| | - Jiaxiang Liu
- National Base for International Science & Technology Cooperation, School of Chemistry, Xiangtan University, Xiangtan 411105, China
| | - Yu Dong
- National Base for International Science & Technology Cooperation, School of Chemistry, Xiangtan University, Xiangtan 411105, China
| | - Cong Xiang
- National Base for International Science & Technology Cooperation, School of Chemistry, Xiangtan University, Xiangtan 411105, China
| | - Chenke Zhao
- National Base for International Science & Technology Cooperation, School of Chemistry, Xiangtan University, Xiangtan 411105, China
| | - Hongbo Shu
- National Base for International Science & Technology Cooperation, School of Chemistry, Xiangtan University, Xiangtan 411105, China
| | - Jianhua Hou
- School of Environmental Science and Engineering, Yangzhou University, Yangzhou 225000, China
| | - Xianyou Wang
- National Base for International Science & Technology Cooperation, School of Chemistry, Xiangtan University, Xiangtan 411105, China
| | - Manfang Chen
- National Base for International Science & Technology Cooperation, School of Chemistry, Xiangtan University, Xiangtan 411105, China
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Nanodiamonds decorated yolk-shell ZnFe2O4 sphere as magnetically separable and recyclable composite for boosting antibiotic degradation performance. Chin J Chem Eng 2022. [DOI: 10.1016/j.cjche.2022.04.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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7
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Sun H, Cai H, Li L, Yang Y, He P, Zhou K, Han Y, Guan J, Fan X. Photothermal synergic catalytic degradation of the gaseous organic pollutant isopropanol in oxygen vacancies utilizing ZnFe2O4. JOURNAL OF CHEMICAL RESEARCH 2021. [DOI: 10.1177/1747519821999335] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
ZnFe2O4 is an environmentally friendly semiconductor material which has potential applications in catalytic organic pollutant degradation. Here, we demonstrate the synthesis of ZnFe2O4 and its photothermal catalytic application. The obtained ZnFe2O4 prepared by using the sol-gel method has a large specific surface area which reaches 56.4 m2/g. Electron paramagnetic resonance, X-ray photoelectron spectra, and photoabsorption results indicate that ZnFe2O4 has plentiful oxygen vacancies. When evaluated by the degradation of the gaseous organic pollutant isopropanol, oxygen-vacancy-rich ZnFe2O4 presents a high and stable thermal catalytic performance, while driven by high-intensity light. In addition, a distinct improvement is observed. Moreover, a synergic photothermal catalytic mechanism of isopropanol degradation on ZnFe2O4 is proposed.
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Affiliation(s)
- Hao Sun
- School of Physics, Liaoning University, Shenyang, P.R. China
| | - He Cai
- School of Physics, Liaoning University, Shenyang, P.R. China
| | - Linli Li
- School of Physics, Liaoning University, Shenyang, P.R. China
| | - Yuan Yang
- School of Physics, Liaoning University, Shenyang, P.R. China
| | - Pan He
- School of Physics, Liaoning University, Shenyang, P.R. China
| | - Kun Zhou
- School of Physics, Liaoning University, Shenyang, P.R. China
| | - Yu Han
- School of Physics, Liaoning University, Shenyang, P.R. China
- Liaoning Key Laboratory of Semiconductor Light Emitting and Photocatalytic Materials, Liaoning University, Shenyang, P.R. China
| | - Jie Guan
- School of Physics, Southeast University, Nanjing, P.R. China
| | - Xiaoxing Fan
- School of Physics, Liaoning University, Shenyang, P.R. China
- Liaoning Key Laboratory of Semiconductor Light Emitting and Photocatalytic Materials, Liaoning University, Shenyang, P.R. China
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Appiah‐Ntiamoah R, Baye AF, Kim H. In Situ Electrochemical Formation of a Core‐Shell ZnFe
2
O
4
@Zn(Fe)OOH Heterostructural Catalyst for Efficient Water Oxidation in Alkaline Medium. ChemElectroChem 2020. [DOI: 10.1002/celc.202000834] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Affiliation(s)
- Richard Appiah‐Ntiamoah
- Department of Energy Science and TechnologyEnvironmental Waste Recycle InstituteMyongji University Yongin Gyeonggi-do 17058 Republic of Korea
| | - Anteneh Fufa Baye
- Department of Energy Science and TechnologyEnvironmental Waste Recycle InstituteMyongji University Yongin Gyeonggi-do 17058 Republic of Korea
| | - Hern Kim
- Department of Energy Science and TechnologyEnvironmental Waste Recycle InstituteMyongji University Yongin Gyeonggi-do 17058 Republic of Korea
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9
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Chen H, Zou X. Intermetallic borides: structures, synthesis and applications in electrocatalysis. Inorg Chem Front 2020. [DOI: 10.1039/d0qi00146e] [Citation(s) in RCA: 50] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
This review summarizes structural features and recent synthesis methods of structurally ordered intermetallic borides, and the theoretical–experimental advances in the emerging boride-catalyzed reactions.
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Affiliation(s)
- Hui Chen
- State Key Laboratory of Inorganic Synthesis and Preparative Chemistry
- College of Chemistry
- Jilin University
- Changchun 130012
- China
| | - Xiaoxin Zou
- State Key Laboratory of Inorganic Synthesis and Preparative Chemistry
- College of Chemistry
- Jilin University
- Changchun 130012
- China
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