Achieving high selectivity in electrochemical conversion of carbon dioxide (CO2) into valuable products remains a significant challenge. This study investigates the influence of spin states on dual-atom catalysts within twodimensional metal-organic frameworks (2D-MOFs) and zero-dimensional molecular metal complexes (0DMMCs), emphasizing their role in the selective electrocatalytic reduction of CO2. Utilizing first-principles calculations, we systematically evaluate dual-atom spin-catalysts (DASCs) TM2S4(NH)2(C6H4)2 0D-MMC and TM2S4(NH)2C4 2D-MOF for CO2 reduction reactions (CO2RR) across various spin states: antiferromagnetic (AFM), ferromagnetic (FM), and non-magnetic (NM). Our analysis confirms that, beyond successfully designing and screening highly active catalysts, the selectivity for various C1 products in CO2 reduction can be readily adjusted by DASCs via spin-spin coupling. Specifically, Mn2 and Fe2 2D-MOF DASCs with an AFM ground state are more inclined to produce formic acid, while their FM counterparts favor the formation of methane, surpassing formic acid among others. Additionally, we demonstrate that 0D-MMCs, as molecular units of 2D-MOFs, achieve comparable catalytic performance. Combining theoretical insights with machine learning highlights the crucial role of electronic and geometric descriptors in the catalytic performance. Our work establishes the correlation between spin-spin coupling and highly selective CO2 reduction in DASCs, offering an effective strategy for designing tunable and efficient electrocatalysts.
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Univ New South Wales, Sch Chem Engn, Particles & Catalysis Res Grp, Sydney, NSW 2052, AustraliaUniv New South Wales, Sch Chem Engn, Particles & Catalysis Res Grp, Sydney, NSW 2052, Australia
Wang, Yuan
Arandiyan, Hamidreza
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Univ New South Wales, Sch Chem Engn, Particles & Catalysis Res Grp, Sydney, NSW 2052, Australia
Univ Sydney, Sch Chem, Lab Adv Catalysis Sustainabil, Sydney, NSW 2006, AustraliaUniv New South Wales, Sch Chem Engn, Particles & Catalysis Res Grp, Sydney, NSW 2052, Australia
Arandiyan, Hamidreza
Scott, Jason
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Univ New South Wales, Sch Chem Engn, Particles & Catalysis Res Grp, Sydney, NSW 2052, AustraliaUniv New South Wales, Sch Chem Engn, Particles & Catalysis Res Grp, Sydney, NSW 2052, Australia
Scott, Jason
Aguey-Zinsou, Kondo-Francois
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Univ New Souh Wales, Sch Chem Engn, IMERLin Grp, Sydney, NSW 2052, AustraliaUniv New South Wales, Sch Chem Engn, Particles & Catalysis Res Grp, Sydney, NSW 2052, Australia
Aguey-Zinsou, Kondo-Francois
Amal, Rose
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Univ New South Wales, Sch Chem Engn, Particles & Catalysis Res Grp, Sydney, NSW 2052, AustraliaUniv New South Wales, Sch Chem Engn, Particles & Catalysis Res Grp, Sydney, NSW 2052, Australia
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Southwest Petr Univ, Coll Chem & Chem Engn, Ctr Computat Chem & Mol Simulat, Chengdu 610500, Peoples R ChinaSouthwest Petr Univ, Coll Chem & Chem Engn, Ctr Computat Chem & Mol Simulat, Chengdu 610500, Peoples R China
Liang, Xiaotao
Huohai, Yang
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Southwest Petr Univ, Petr Engn Sch, Chengdu 610500, Peoples R ChinaSouthwest Petr Univ, Coll Chem & Chem Engn, Ctr Computat Chem & Mol Simulat, Chengdu 610500, Peoples R China
Huohai, Yang
Feng, Yingjie
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SINOPEC Beijing Res Inst Chem Ind Co Ltd, Dept Catalyt Sci, Beijing 100013, Peoples R ChinaSouthwest Petr Univ, Coll Chem & Chem Engn, Ctr Computat Chem & Mol Simulat, Chengdu 610500, Peoples R China
Feng, Yingjie
Zhao, Qingrui
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SINOPEC Beijing Res Inst Chem Ind Co Ltd, Dept Catalyt Sci, Beijing 100013, Peoples R ChinaSouthwest Petr Univ, Coll Chem & Chem Engn, Ctr Computat Chem & Mol Simulat, Chengdu 610500, Peoples R China
Zhao, Qingrui
Feng, Jing
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SINOPEC Beijing Res Inst Chem Ind Co Ltd, Dept Catalyt Sci, Beijing 100013, Peoples R ChinaSouthwest Petr Univ, Coll Chem & Chem Engn, Ctr Computat Chem & Mol Simulat, Chengdu 610500, Peoples R China
Feng, Jing
Ke, Qiang
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Southwest Petr Univ, Coll Chem & Chem Engn, Ctr Computat Chem & Mol Simulat, Chengdu 610500, Peoples R ChinaSouthwest Petr Univ, Coll Chem & Chem Engn, Ctr Computat Chem & Mol Simulat, Chengdu 610500, Peoples R China
Ke, Qiang
Chen, Xin
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Southwest Petr Univ, Coll Chem & Chem Engn, Ctr Computat Chem & Mol Simulat, Chengdu 610500, Peoples R ChinaSouthwest Petr Univ, Coll Chem & Chem Engn, Ctr Computat Chem & Mol Simulat, Chengdu 610500, Peoples R China
机构:
Inst Teknol Bandung, Fac Ind Technol, Adv Funct Mat Res Grp, Jl Ganesha 10, Bandung 40132, Indonesia
Inst Teknol Bandung, Res Ctr Nanosci & Nanotechnol, Jl Ganesha 10, Bandung 40132, IndonesiaInst Teknol Bandung, Fac Ind Technol, Adv Funct Mat Res Grp, Jl Ganesha 10, Bandung 40132, Indonesia
Nuruddin, Ahmad
Saputro, Adhitya Gandaryus
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Inst Teknol Bandung, Fac Ind Technol, Adv Funct Mat Res Grp, Jl Ganesha 10, Bandung 40132, Indonesia
Inst Teknol Bandung, Res Ctr Nanosci & Nanotechnol, Jl Ganesha 10, Bandung 40132, IndonesiaInst Teknol Bandung, Fac Ind Technol, Adv Funct Mat Res Grp, Jl Ganesha 10, Bandung 40132, Indonesia
Saputro, Adhitya Gandaryus
Maulana, Arifin Luthfi
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Inst Teknol Bandung, Fac Ind Technol, Adv Funct Mat Res Grp, Jl Ganesha 10, Bandung 40132, Indonesia
Univ Calif Berkeley, Dept Mat Sci & Engn, Berkeley, CA 94720 USAInst Teknol Bandung, Fac Ind Technol, Adv Funct Mat Res Grp, Jl Ganesha 10, Bandung 40132, Indonesia
Maulana, Arifin Luthfi
Rusydi, Febdian
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Univ Airlangga, Fac Sci & Technol, Res Ctr Quantum Engn Design, Dept Phys, Surabaya 60115, IndonesiaInst Teknol Bandung, Fac Ind Technol, Adv Funct Mat Res Grp, Jl Ganesha 10, Bandung 40132, Indonesia
Rusydi, Febdian
Akbar, Fiki Taufik
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Inst Teknol Bandung, Fac Math & Nat Sci, Theoret High Energy Phys Res Div, Jl Ganesha 10, Bandung 40132, IndonesiaInst Teknol Bandung, Fac Ind Technol, Adv Funct Mat Res Grp, Jl Ganesha 10, Bandung 40132, Indonesia
Akbar, Fiki Taufik
Yudistira, Hadi Teguh
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Inst Teknol Sumatera ITERA, Mech Engn Study Program, South Lampung, Lampung, IndonesiaInst Teknol Bandung, Fac Ind Technol, Adv Funct Mat Res Grp, Jl Ganesha 10, Bandung 40132, Indonesia
Yudistira, Hadi Teguh
Dipojono, Hermawan Kresno
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Inst Teknol Bandung, Fac Ind Technol, Adv Funct Mat Res Grp, Jl Ganesha 10, Bandung 40132, Indonesia
Inst Teknol Bandung, Res Ctr Nanosci & Nanotechnol, Jl Ganesha 10, Bandung 40132, IndonesiaInst Teknol Bandung, Fac Ind Technol, Adv Funct Mat Res Grp, Jl Ganesha 10, Bandung 40132, Indonesia