Machine Learning-Enhanced Screening of Single-Atom Alloy Clusters for Nitrogen Reduction Reaction DOI
Arunendu Das, Diptendu Roy, A. Das

и другие.

ACS Applied Materials & Interfaces, Год журнала: 2024, Номер 16(43), С. 58648 - 58656

Опубликована: Окт. 16, 2024

The electrochemical nitrogen reduction reaction (eNRR) under ambient conditions is a promising method to generate ammonia (NH3), crucial precursor for fertilizers and chemicals, without carbon emissions. Single-atom alloy catalysts (SAACs) have reinvigorated catalytic processes due their high activity, selectivity, efficient use of active atoms. Here, we employed density functional theory (DFT) calculations integrated with machine learning (ML) investigate dodecahedral nanocluster-based SAACs analyzing structure–activity relationships in eNRR. Over 300 were screened all the transition metals as dopants develop an ML model predicting stability performance. Facet sites identified optimal doping positions, particularly late group showing superior activity. Utilizing DFT+ML, 8 highly suitable Interestingly, number valence d-electrons proved screening eNRR These exhibited low activity hydrogen evolution reaction, further enhancing suitability This successful ML-driven approach accelerates catalyst design discovery, holding significant practical implications.

Язык: Английский

Effect of Lithium Salt on Lithium-Mediated Ammonia Synthesis DOI Creative Commons
Xianbiao Fu, Shaofeng Li, Niklas H. Deissler

и другие.

ACS Energy Letters, Год журнала: 2024, Номер 9(8), С. 3790 - 3795

Опубликована: Июль 11, 2024

Recently, the lithium-mediated nitrogen reduction reaction (Li-NRR) has emerged as a promising approach for electrochemical ammonia synthesis, facilitating more localized production. However, systematic investigation of lithium salts in this process, especially when coupled with hydrogen oxidation (HOR) at anode side continuous-flow reactor, remains largely underexplored. This study systematically investigates effects various on Li-NRR selectivity and efficiency reactor HOR anode. Among evaluated salts, tetrafluoroborate (LiBF4) demonstrated highest NH3 61% under ambient conditions. Conversely, bis(trifluoromethanesulfonyl)imide (LiTFSI) showed significantly lower Faradaic (FE) 18%, due to its decomposition subsequent sulfur poisoning catalysts. These findings highlight importance selecting appropriate establishing critical design principles efficient stable electrolytes advancing sustainable synthesis.

Язык: Английский

Процитировано

12

Upshifting Lithium Plating Potential To Enhance Electrochemical Lithium Mediated Ammonia Synthesis DOI
Haldrian Iriawan, Antonia Herzog, Sunmoon Yu

и другие.

ACS Energy Letters, Год журнала: 2024, Номер unknown, С. 4883 - 4891

Опубликована: Сен. 18, 2024

Язык: Английский

Процитировано

9

Temperature-dependent solid electrolyte interphase reactions drive performance in lithium-mediated nitrogen reduction to ammonia DOI
Peter Benedek,

Yamile E. Cornejo‐Carrillo,

Alden H. O’Rafferty

и другие.

Joule, Год журнала: 2025, Номер unknown, С. 101810 - 101810

Опубликована: Янв. 1, 2025

Язык: Английский

Процитировано

1

Effective N2 activation strategies for electrochemical ammonia synthesis DOI
Minghang Jiang, Xi Chen,

Fasheng Chen

и другие.

Chem, Год журнала: 2025, Номер unknown, С. 102441 - 102441

Опубликована: Март 1, 2025

Язык: Английский

Процитировано

1

Localized High‐Concentration Electrolyte in Li‐Mediated Nitrogen Reduction for Ammonia Synthesis DOI Creative Commons

Hyeju Yun,

Chaeeun Lim, Minjun Kwon

и другие.

Advanced Materials, Год журнала: 2024, Номер unknown

Опубликована: Окт. 21, 2024

Abstract The lithium‐mediated nitrogen reduction reaction (Li‐NRR) is a promising green alternative to the Haber–Bosch process for ammonia synthesis. solid electrolyte interphase (SEI) crucial high efficiency and stability, as it regulates reactant diffusion suppresses side reactions. SEI properties are greatly influenced by Li + ion solvation structure, which controllable through engineering. Although anion‐derived enhances selectivity has typically been engineered using high‐concentration electrolytes (HCEs), face mass transfer, viscosity, cost issues. In this study, localized (LHCE) in Li‐NRR first introduced, enabling formation of low‐concentration (LCE) enhancing Li–anion coordination an antisolvent. Among various antisolvents, 1,1,2,2‐tetrafluoroethyl‐2,2,3,3‐tetrafluoropropyl ether (TTE) achieves highest Faradaic (73.6 ± 2.5%), more than double that LCE (34.3 2.8%) exceeding HCE (56.0 2.8%). Systematic calculations experimental analyses show LHCE exhibits anion‐rich structures forms thin, inorganic SEI. Moreover, advantages low viscosity N 2 solubility, facilitate transport. This study suggests application effective engineering strategy enhance efficiency.

Язык: Английский

Процитировано

5

Structural regulation strategies of nitrogen reduction electrocatalysts DOI
Siyu Chen, Jingqi Guan

CHINESE JOURNAL OF CATALYSIS (CHINESE VERSION), Год журнала: 2024, Номер 66, С. 20 - 52

Опубликована: Ноя. 1, 2024

Язык: Английский

Процитировано

4

Hydrogen Oxidation beyond Water: In Search of Proton Mediation Pathways DOI Creative Commons
Jon Bjarke Valbæk Mygind, Niklas H. Deissler, Shaofeng Li

и другие.

ACS electrochemistry., Год журнала: 2025, Номер unknown

Опубликована: Март 1, 2025

Язык: Английский

Процитировано

0

Lithium-Mediated Nitrogen Reduction in a Flow Electrolyzer Cell Using a Gas-Diffusion Cathode with Carbonaceous Reaction Layers DOI
Wei Bi,

Wenbo Bao,

Előd Gyenge

и другие.

ACS Applied Energy Materials, Год журнала: 2025, Номер unknown

Опубликована: Март 13, 2025

Язык: Английский

Процитировано

0

In Situ Neutron Reflectometry Reveals the Interfacial Microenvironment Driving Electrochemical Ammonia Synthesis DOI
Valerie A. Niemann, Mathieu Doucet, Peter Benedek

и другие.

Journal of the American Chemical Society, Год журнала: 2025, Номер unknown

Опубликована: Апрель 2, 2025

Electrified interfaces are critical to the performance of energy systems and often demonstrate substantial complexity under operating conditions. A nanoscale understanding interfacial microenvironment, i.e., solid-electrolyte interphase (SEI), in lithium-mediated nitrogen reduction (Li-N2R) is key for realizing efficient ammonia (NH3) production. Herein, we used time-resolved neutron reflectometry (NR) observe SEI formation Li-N2R We found that LiBF4-based electrolyte provided a substantially more well-defined layer than previous NR interrogations LiClO4, highlighting underlying chemistry dictates design enabling new NR-based studies. Using situ NR, LiBF4-derived conditions comprises thick, diffuse outer thin, compact inner at low current cycling (<2 mA/cm2), revealing structure which ex studies have not been able probe. Increased sustained led merging layers into single-layer SEI. isotope contrast methods with d6-EtOH d8-THF drive tracking growth cycling, proton donor modifies layer, solvent layer. Li dendritic was observed absence donor. Neutron absorption also indicated presence boron SEI, underscoring value neutron-based interrogation. Our results inform Li-based reaction microenvironments, these can be applied broadly technologies.

Язык: Английский

Процитировано

0

A novel 3D-printed electrochemical cell for operando synchrotron experiments DOI
Niklas H. Deissler, Valentin Vinci, Jon Bjarke Valbæk Mygind

и другие.

Next Energy, Год журнала: 2025, Номер 8, С. 100279 - 100279

Опубликована: Апрель 12, 2025

Язык: Английский

Процитировано

0