2023
DOI: 10.1039/d3ee01981k
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Unlocking the performance of ternary metal (hydro)oxide amorphous catalysts via data-driven active-site engineering

Doudou Zhang,
Haobo Li,
Haijiao Lu
et al.

Abstract: A machine-learning methodology was applied to unveil the structure–property relationships of the fabricated ternary Ni, Fe, and Co amorphous oxygen evolution catalyst, showcasing remarkable performance and stability via corrosion engineering.

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Cited by 21 publications
(9 citation statements)
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“…Electronic structure analysis is a necessary tool to excavate the origins of the reaction activity and provide insights into the nature of the active sites. Typically, band characteristics, , bonding characteristics, ,, and charge-transfer/spin polarization characteristics are common electronic structure analysis methods for elucidating the intrinsic properties of active sites. The lattice N hydrogenation process and the adsorption configurations of intermediate species are just shown in Figure d.…”
Section: Resultsmentioning
confidence: 99%
“…Electronic structure analysis is a necessary tool to excavate the origins of the reaction activity and provide insights into the nature of the active sites. Typically, band characteristics, , bonding characteristics, ,, and charge-transfer/spin polarization characteristics are common electronic structure analysis methods for elucidating the intrinsic properties of active sites. The lattice N hydrogenation process and the adsorption configurations of intermediate species are just shown in Figure d.…”
Section: Resultsmentioning
confidence: 99%
“…In this regard, non-noble metal-based electrocatalysts (Co, Ni, Fe, etc. ), such as transition-metal dichalcogenides, metal oxides, metal hydroxides, etc., have attracted much attention due to their abundance, cost-effectiveness, and sustainability. , Furthermore, transition-metal-based electrocatalysts also provided remarkable stability, such as bifunctional bimetallic phosphide (Ni x Co y P) supported on nickel form (NF), highly active ternary metal (hydro)­oxide (NiFeCo), self-supported Mo-doped dual phase phosphide heterostructure on nickel foam (NF), Co-doped TiO 2 brookite phase nanorods, etc . Recently, layered double hydroxides (LDHs) (i.e., tunable metal cations in the two-dimensional (2D) host layers with exchangeable anions and water molecules in the interlayer space) have attracted immense attention due to their morphologies, facile synthesis methodologies, and high electrocatalytic activity for OER. , In the earlier studies, Co-based LDHs demonstrated excellent OER performance; , however, the stability of these materials needs to be improved.…”
Section: Introductionmentioning
confidence: 99%
“…22−24 Metal hydroxides have been reportedly synthesized using this technique, delivering excellent OER performance on various substrate materials and sizes as (photo)electrodes. 22,25,26 However, metal hydroxides are generally lacklustre in HER due to their inherent lack of HER active sites and overall low conductivity. 27 In contrast, reduced metals and metal alloys such as Ni and NiMo are more HER-active, particularly in alkaline electrolytes.…”
Section: ■ Introductionmentioning
confidence: 99%
“…To address this pertinent issue, it is necessary to develop facile, scalable methods in earth-abundant electrocatalyst synthesis to ensure that electrodes of various sizes can be fabricated in a cost-effective manner. One such promising approach is the solution-corrosion technique, done by corroding a metal substrate in a metal precursor solution at mild temperature conditions to create a desirable catalyst composition on the surface. Metal hydroxides have been reportedly synthesized using this technique, delivering excellent OER performance on various substrate materials and sizes as (photo)­electrodes. ,, However, metal hydroxides are generally lacklustre in HER due to their inherent lack of HER active sites and overall low conductivity . In contrast, reduced metals and metal alloys such as Ni and NiMo are more HER-active, particularly in alkaline electrolytes …”
Section: Introductionmentioning
confidence: 99%