2020
DOI: 10.1039/d0ta08004g
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Understanding activity origin for the oxygen reduction reaction on bi-atom catalysts by DFT studies and machine-learning

Abstract: The bi-atom catalysts (BACs) have attracted increasing attention in important electrocatalytic reactions such as oxygen reduction reaction (ORR). Here, by means of density functional theory simulations coupled with machine-learning technology,...

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Cited by 78 publications
(73 citation statements)
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“…Although further studies are needed to understand the structural details on active sites of (Cu,Fe)–N–CNT, binuclear active sites of FeN 4 and CuN x might exist in the catalyst and exclusively catalyze the ORR to H 2 O. One of the proposed active site structures is a binuclear metal active site placed in the same N-doped graphene sheets (Figure S10a), ,, where the ORR activity can be governed by simple geometric parameters such as metal–metal distances . Heterobimetallic complexes with similar coordination environments have been reported .…”
Section: Resultsmentioning
confidence: 76%
“…Although further studies are needed to understand the structural details on active sites of (Cu,Fe)–N–CNT, binuclear active sites of FeN 4 and CuN x might exist in the catalyst and exclusively catalyze the ORR to H 2 O. One of the proposed active site structures is a binuclear metal active site placed in the same N-doped graphene sheets (Figure S10a), ,, where the ORR activity can be governed by simple geometric parameters such as metal–metal distances . Heterobimetallic complexes with similar coordination environments have been reported .…”
Section: Resultsmentioning
confidence: 76%
“…A proton exchange membrane fuel cell (PEMFC) is a promising power generation device that can convert the chemical energy directly into electricity through electrochemical reactions. However, the slow kinetics of the cathode oxygen reduction reaction (ORR) and the substantial dependence of Pt-based catalysts hamper the industrial application of the PEMFC. , In the past decades, certain strategies like preparing single-atom Pt catalysts or small-sized core/Pt-shell particles were developed to reduce the Pt loading while maintaining the high catalytic performance. Unfortunately, the fabrication of high-Pt-loading single-atom catalysts remains a challenge, and the high-surface-energy, small-sized catalysts are easily aggregated under fuel-cell operation environments. Therefore, alternative materials with high activity and long-term durability are highly sought for fuel cells. …”
Section: Introductionmentioning
confidence: 99%
“…[ 180 ] Theoretically, Co, Ni, and Cu‐based bi‐atom catalysts (BACs) have been predicted to have much higher activity toward O 2 reduction, as compared with their single‐atom counterparts. [ 181 ] Several metal dimers, including Mo 2 and Mn 2 , supported by 2D C 2 N monolayers, were predicted to have better catalytic activity than the corresponding SACs. Each metal atom combined with two pyrrole nitrogen atoms and two amino nitrogen atoms of the macrocycle to form the M 2 N 6 moiety.…”
Section: Rational Design Strategies For Electrocatalystsmentioning
confidence: 99%