Harnessing the Cobalt-Catalyzed Hydrogen Evolution Reaction through a Data-Driven Approach

IF 4.7 2区 化学 Q1 CHEMISTRY, INORGANIC & NUCLEAR Inorganic Chemistry Pub Date : 2025-02-04 DOI:10.1021/acs.inorgchem.4c04645
Guangchao Liang, Min Zhang
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Abstract

The design of cobalt complexes for the hydrogen evolution reaction (HER) has garnered significant attention over the past few decades. To address the limitations of the traditional trial-and-error method, we introduced the strategy of a simplified mechanism-based approach with data-driven practice (SMADP) in this study. Our results indicate that the polypyridyl cobalt complexes of the DPA-Bpy family (DPA-Bpy = N,N-bis(2-pyridinylmethyl)-2,2′-bipyridine-6-methanamine) generally follow the electron transfer (E)–chemical proton transfer (C)–electron transfer (E)–chemical proton transfer (C) pathway in HER. However, the involvement of proton-coupled electron transfer (PCET) in the formation of the [CoII(L)–H]+ intermediate has been observed in the PY5Me2 family (PY5Me2 = 2,6-bis(1,1-di(pyridin-2-yl)ethyl)pyridine). Furthermore, the hydricity of the [CoII(L)–H]+ intermediate (ΔGH) and the CoIII–H/CoII–H reduction potential (ERed°) are found to be the active descriptors in the cobalt-catalyzed HER. Excellent two-parameter regression models (ΔGH and ERed°) for the formation of the H2 molecule have been obtained (R2 = 0.9429 for the DPA-Bpy family and R2 = 0.9854 for the PY5Me2 family). Our results demonstrate that the SMADP strategy is a groundbreaking method for delineating active descriptors in the cobalt-catalyzed HER. This data-driven approach could also accelerate the design of novel polypyridyl cobalt complexes for enhanced HER.

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通过数据驱动的方法利用钴催化的析氢反应
在过去的几十年里,钴配合物的设计引起了人们的极大关注。为了解决传统试错法的局限性,我们在本研究中引入了一种简化的基于机制的数据驱动实践方法(SMADP)。结果表明,DPA-Bpy家族的聚吡啶基钴配合物(DPA-Bpy = N,N-二(2-吡啶基甲基)-2,2 ' -联吡啶-6-甲胺)在HER中一般遵循电子转移(E) -化学质子转移(C) -电子转移(E) -化学质子转移(C)途径。然而,在PY5Me2家族(PY5Me2 = 2,6-二(1,1-二(吡啶-2-基)乙基)吡啶)中,质子耦合电子转移(PCET)参与了[CoII(L) -H]+中间体的形成。此外,[CoII(L) - h]+中间体(ΔGH -)的水合度和CoIII-H /CoII - h还原电位(ERed°)被发现是钴催化HER的活性描述符。得到了H2分子形成的良好的双参数回归模型(ΔGH -和ERed°)(DPA-Bpy家族R2 = 0.9429, PY5Me2家族R2 = 0.9854)。我们的研究结果表明,SMADP策略是在钴催化的HER中描述活性描述符的开创性方法。这种数据驱动的方法也可以加速新型聚吡啶基钴配合物的设计,以增强HER。
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来源期刊
Inorganic Chemistry
Inorganic Chemistry 化学-无机化学与核化学
CiteScore
7.60
自引率
13.00%
发文量
1960
审稿时长
1.9 months
期刊介绍: Inorganic Chemistry publishes fundamental studies in all phases of inorganic chemistry. Coverage includes experimental and theoretical reports on quantitative studies of structure and thermodynamics, kinetics, mechanisms of inorganic reactions, bioinorganic chemistry, and relevant aspects of organometallic chemistry, solid-state phenomena, and chemical bonding theory. Emphasis is placed on the synthesis, structure, thermodynamics, reactivity, spectroscopy, and bonding properties of significant new and known compounds.
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