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@article{skulason2010modeling,
title={Modeling the electrochemical hydrogen oxidation and evolution reactions on the basis of density functional theory calculations},
author={Sk{\'u}lason, Egill and Tripkovic, Vladimir and Björketun, M{\aa}rten E and Gudmundsd{\'o}ttir, Sigr{\'\i}dur and Karlberg, Gustav and Rossmeisl, Jan and Bligaard, Thomas and J{\'o}nsson, Hannes and N{\o}rskov, Jens K},
journal={The Journal of Physical Chemistry C},
volume={114},
number={42},
pages={18182--18197},
year={2010},
publisher={ACS Publications}
}
@article{exner2019thermodynamics,
title={Is thermodynamics a good descriptor for the activity? \MakeUppercase{R}e-investigation of \MakeUppercase{S}abatier’s principle by the free energy diagram in electrocatalysis},
author={Exner, Kai S},
journal={ACS Catalysis},
volume={9},
number={6},
pages={5320--5329},
year={2019},
publisher={ACS Publications}
}
@article{yang2022applications,
title={Applications of Machine Learning in Alloy Catalysts: Rational Selection and Future Development of Descriptors},
author={Yang, Ze and Gao, Wang},
journal={Advanced Science},
pages={2106043},
year={2022},
publisher={Wiley Online Library}
}
@article{tran2018active,
title={Active learning across intermetallics to guide discovery of electrocatalysts for \MakeUppercase{CO}2 reduction and \texorpdfstring{\MakeUppercase{H}}2 evolution},
author={Tran, Kevin and Ulissi, Zachary W},
journal={Nature Catalysis},
volume={1},
number={9},
pages={696--703},
year={2018},
publisher={Nature Publishing Group}
}
@article{mitchell2021nanoscale,
title={Nanoscale engineering of catalytic materials for sustainable technologies},
author={Mitchell, Sharon and Qin, Ruixuan and Zheng, Nanfeng and P{\'e}rez-Ram{\'\i}rez, Javier},
journal={Nature Nanotechnology},
volume={16},
number={2},
pages={129--139},
year={2021},
publisher={Nature Publishing Group}
}
@article{khorshidi2018strain,
title={How strain can break the scaling relations of catalysis},
author={Khorshidi, Alireza and Violet, James and Hashemi, Javad and Peterson, Andrew A},
journal={Nature Catalysis},
volume={1},
number={4},
pages={263--268},
year={2018},
publisher={Nature Publishing Group}
}
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title={Size and segregation effects on the phase diagrams of nanoparticles of binary systems},
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number={1},
pages={68},
year={2001},
publisher={IOP Publishing}
}
@article{ooka2021sabatier,
title={The \MakeUppercase{S}abatier principle in electrocatalysis: Basics, limitations, and extensions},
author={Ooka, Hideshi and Huang, Jun and Exner, Kai S},
journal={Frontiers in Energy Research},
volume={9},
pages={155},
year={2021},
publisher={Frontiers}
}
@article{osti_1545774,
title = {Basic Research Needs for Catalysis Science},
author = {U. S. Department of Energy OSTI},
abstractNote = {Catalysis is the core of modern chemical conversions—the production processes for the vast majority of our fuels and chemicals use catalysts. Solid and molecular catalysts increase chemical transformation rates (reactivity) by lowering energy barriers for chemical reactions and can increase the yield of desired products (selectivity) by controlling the relative rates of competing reactions. High catalytic reactivity and selectivity reduce the required energy input, the number of process steps, and unwanted byproducts in the overall catalytic conversion. New catalysts will enable more efficient chemical transformations of raw materials and interconversion of the energy stored in chemical bonds with thermal and electrical energy. Advancing our understanding of and ability to control catalyzed reactions is essential to ensure the long-term economic viability of the energy and chemical industries. Over the past decade, advances in the characterization of working catalysts, theory and computation, and high-precision chemical and materials synthesis have enabled impressive progress in catalysis science. This progress has provided detailed insight into how reactions occur and has led to increased appreciation of the intrinsic complexity of catalytic processes. Understanding this complexity has further enabled advances in areas as diverse as high-temperature transformation of `hydrocarbons, low-temperature conversion of highly functionalized bio-derived compounds, highly selective synthesis of complex molecules, and improved electrochemical processes. By integrating the knowledge gained from studies of homogeneous, heterogeneous, and biological catalysts, we are beginning to understand and take advantage of the remarkably diverse capabilities of catalysts based on multifunctional molecular complexes, functionalized porous materials, and stabilized nanostructures and single atoms. A Basic Research Needs workshop held in May 2017 identified five Priority Research Directions that address complexity in catalysis science. This emerging and transformative approach will lead to catalysts with unprecedented reactivity and selectivity for use in critical energy and chemical technologies.},
doi = {10.2172/1545774},
url = {https://www.osti.gov/biblio/1545774}, journal = {},
number = 0,
volume = 0,
place = {United States},
year = {2017},
month = {5}
}
@article{merga2010naked,
title={“\MakeUppercase{N}aked” gold nanoparticles: synthesis, characterization, catalytic hydrogen evolution, and \MakeUppercase{SERS}},
author={Merga, Getahun and Saucedo, Nuvia and Cass, Laura C and Puthussery, James and Meisel, Dan},
journal={The Journal of Physical Chemistry C},
volume={114},
number={35},
pages={14811--14818},
year={2010},
publisher={ACS Publications}
}
@article{medford2015sabatier,
title={From the \MakeUppercase{S}abatier principle to a predictive theory of transition-metal heterogeneous catalysis},
author={Medford, Andrew J and Vojvodic, Aleksandra and Hummelsh{\o}j, Jens S and Voss, Johannes and Abild-Pedersen, Frank and Studt, Felix and Bligaard, Thomas and Nilsson, Anders and N{\o}rskov, Jens K},
journal={Journal of Catalysis},
volume={328},
pages={36--42},
year={2015},
publisher={Elsevier}
}
@article{pokhrel2015best,
title={The “best catalyst” for water oxidation depends on the oxidation method employed: a case study of manganese oxides},
author={Pokhrel, Ravi and Goetz, McKenna K and Shaner, Sarah E and Wu, Xiaoxia and Stahl, Shannon S},
journal={Journal of the American Chemical Society},
volume={137},
number={26},
pages={8384--8387},
year={2015},
publisher={ACS Publications}
}
@article{amin2014situ,
title={In situ aqueous synthesis of silver nanoparticles supported on titanium as active electrocatalyst for the hydrogen evolution reaction},
author={Amin, Mohammed A and Fadlallah, Sahar A and Alosaimi, Ghaida S},
journal={\MakeUppercase{i}nternational \MakeUppercase{j}ournal of \MakeUppercase{h}ydrogen \MakeUppercase{e}nergy},
volume={39},
number={34},
pages={19519--19540},
year={2014},
publisher={Elsevier}
}
@article{norskov2004origin,
title={Origin of the overpotential for oxygen reduction at a fuel-cell cathode},
author={N{\o}rskov, Jens Kehlet and Rossmeisl, Jan and Logadottir, Ashildur and Lindqvist, LRKJ and Kitchin, John R and Bligaard, Thomas and Jonsson, Hannes},
journal={The Journal of Physical Chemistry B},
volume={108},
number={46},
pages={17886--17892},
year={2004},
publisher={ACS Publications}
}
@article{zheng2018perspective,
title={Perspective—towards establishing apparent hydrogen binding energy as the descriptor for hydrogen oxidation/evolution reactions},
author={Zheng, Jie and Nash, Jared and Xu, Bingjun and Yan, Yushan},
journal={Journal of The Electrochemical Society},
volume={165},
number={2},
pages={H27},
year={2018},
publisher={IOP Publishing}
}
@article{nian2021designing,
title={Designing electrolyte structure to suppress hydrogen evolution reaction in aqueous batteries},
author={Nian, Qingshun and Zhang, Xiaoren and Feng, Yazhi and Liu, Shuang and Sun, Tianjiang and Zheng, Shibing and Ren, Xiaodi and Tao, Zhanliang and Zhang, Donghui and Chen, Jun},
journal={ACS Energy Letters},
volume={6},
number={6},
pages={2174--2180},
year={2021},
publisher={ACS Publications}
}
@article{liu2017effects,
title={The effects of exfoliation, organic solvents and anodic activation on the catalytic hydrogen evolution reaction of tungsten disulfide},
author={Liu, Wanglian and Benson, John and Dawson, Craig and Strudwick, Andrew and Raju, Arun Prakash Aranga and Han, Yisong and Li, Meixian and Papakonstantinou, Pagona},
journal={Nanoscale},
volume={9},
number={36},
pages={13515--13526},
year={2017},
publisher={Royal Society of Chemistry}
}
@article{dubouis2019hydrogen,
title={The hydrogen evolution reaction: from material to interfacial descriptors},
author={Dubouis, Nicolas and Grimaud, Alexis},
journal={Chemical Science},
volume={10},
number={40},
pages={9165--9181},
year={2019},
publisher={Royal Society of Chemistry}
}
@article{santos2012theory,
title={Theory of electrocatalysis: hydrogen evolution and more},
author={Santos, Elizabeth and Quaino, Paola and Schmickler, Wolfgang},
journal={Physical Chemistry Chemical Physics},
volume={14},
number={32},
pages={11224--11233},
year={2012},
publisher={Royal Society of Chemistry}
}\textbf{}
@article{lowry2005single,
title={Single-layer electroluminescent devices and photoinduced hydrogen production from an ionic iridium (\MakeUppercase{III}) complex},
author={Lowry, Michael S and Goldsmith, Jonas I and Slinker, Jason D and Rohl, Richard and Pascal, Robert A and Malliaras, George G and Bernhard, Stefan},
journal={Chemistry of \MakeUppercase{M}aterials},
volume={17},
number={23},
pages={5712--5719},
year={2005},
publisher={ACS Publications}
}
@article{rheinlander2013comparing,
title={Comparing hydrogen oxidation and evolution reaction kinetics on polycrystalline platinum in 0.1 M and 1 M \MakeUppercase{KOH}},
author={Rheinl{\"a}nder, Philipp and Henning, Sebastian and Herranz, Juan and Gasteiger, Hubert A},
journal={\MakeUppercase{ECS} Transactions},
volume={50},
number={2},
pages={2163},
year={2013},
publisher={IOP Publishing}
}
@article{lausche2013effect,
title={On the effect of coverage-dependent adsorbate--adsorbate interactions for CO methanation on transition metal surfaces},
author={Lausche, Adam C and Medford, Andrew J and Khan, Tuhin Suvra and Xu, Yue and Bligaard, Thomas and Abild-Pedersen, Frank and N{\o}rskov, Jens K and Studt, Felix},
journal={Journal of catalysis},
volume={307},
pages={275--282},
year={2013},
publisher={Elsevier}
}
@article{frey2014implications,
title={Implications of coverage-dependent \MakeUppercase{O} adsorption for catalytic \upper{NO} oxidation on the late transition metals},
author={Frey, Kurt and Schmidt, David J and Wolverton, C and Schneider, William F},
journal={Catalysis Science \& Technology},
volume={4},
number={12},
pages={4356--4365},
year={2014},
publisher={Royal Society of Chemistry}
}
@article{ong2013python,
title={Python \MakeUppercase{M}aterials \MakeUppercase{G}enomics (pymatgen): A robust, open-source python library for materials analysis},
author={Ong, Shyue Ping and Richards, William Davidson and Jain, Anubhav and Hautier, Geoffroy and Kocher, Michael and Cholia, Shreyas and Gunter, Dan and Chevrier, Vincent L and Persson, Kristin A and Ceder, Gerbrand},
journal={Computational Materials Science},
volume={68},
pages={314--319},
year={2013},
publisher={Elsevier}
}
@article{greeley2006computational,
title={Computational high-throughput screening of electrocatalytic materials for hydrogen evolution},
author={Greeley, Jeff and Jaramillo, Thomas F and Bonde, Jacob and Chorkendorff, IB and N{\o}rskov, Jens K},
journal={Nature Materials},
volume={5},
number={11},
pages={909--913},
year={2006},
publisher={Nature Publishing Group}
}
@article{norskov2005trends,
title={Trends in the exchange current for hydrogen evolution},
author={N{\o}rskov, Jens Kehlet and Bligaard, Thomas and Logadottir, Ashildur and Kitchin, JR and Chen, Jingguang G and Pandelov, S and Stimming, U},
journal={Journal of The Electrochemical Society},
volume={152},
number={3},
pages={J23},
year={2005},
publisher={IOP Publishing}
}
@article{campbell2009hydrogen,
title={The hydrogen evolution reaction at a silver nanoparticle array and a silver macroelectrode compared: changed electrode kinetics between the macro-and nanoscales},
author={Campbell, Fallyn W and Belding, Stephen R and Baron, Ronan and Xiao, Lei and Compton, Richard G},
journal={The Journal of Physical Chemistry C},
volume={113},
number={33},
pages={14852--14857},
year={2009},
publisher={ACS Publications}
}
@article{trasatti1972work,
title={Work function, electronegativity, and electrochemical behaviour of metals: \MakeUppercase{III}. Electrolytic hydrogen evolution in acid solutions},
author={Trasatti, Sergio},
journal={Journal of Electroanalytical Chemistry and Interfacial Electrochemistry},
volume={39},
number={1},
pages={163--184},
year={1972},
publisher={Elsevier}
}
@article{simon2022ligand,
title={Ligand enhanced activity of \emph{in situ} formed nanoparticles for photocatalytic hydrogen evolution},
author={Simon, Zoe C and Lopato, Eric M and Bhat, Maya and Moncure, Paige J and Bernhard, Sarah M and Kitchin, John R and Bernhard, Stefan and Millstone, Jill E},
journal={ChemCatChem},
volume={14},
number={2},
pages={e202101551},
year={2022},
publisher={Wiley Online Library}
}
@article{bhat2022accelerated,
title={Accelerated optimization of pure metal and ligand compositions for light-driven hydrogen production},
author={Bhat, Maya and Lopato, Eric M and Simon, Zoe C and Millstone, Jill E and Bernhard, Stefan and Kitchin, John R},
journal={Reaction Chemistry \& Engineering},
year={2022},
publisher={Royal Society of Chemistry}
}
@article{motz2021high,
title={High-Throughput Screening of Earth-Abundant Water Reduction Catalysts toward Photocatalytic Hydrogen Evolution},
author={Motz, Rachel N and Lopato, Eric M and Connell, Timothy U and Bernhard, Stefan},
journal={Inorganic Chemistry},
volume={60},
number={2},
pages={774--781},
year={2021},
publisher={ACS Publications}
}
@article{singh2013synergistic,
title={Synergistic catalysis over bimetallic alloy nanoparticles},
author={Singh, Ashish Kumar and Xu, Qiang},
journal={ChemCatChem},
volume={5},
number={3},
pages={652--676},
year={2013},
publisher={Wiley Online Library}
}
@article{lopato2020parallelized,
title={Parallelized screening of characterized and \MakeUppercase{DFT}-modeled bimetallic colloidal cocatalysts for photocatalytic hydrogen evolution},
author={Lopato, Eric M and Eikey, Emily A and Simon, Zoe C and Back, Seoin and Tran, Kevin and Lewis, Jacqueline and Kowalewski, Jakub F and Yazdi, Sadegh and Kitchin, John R and Ulissi, Zachary W and others},
journal={ACS Catalysis},
volume={10},
number={7},
pages={4244--4252},
year={2020},
publisher={ACS Publications}
}
@article{falsig2008trends,
title={Trends in the catalytic \MakeUppercase{CO} oxidation activity of nanoparticles},
author={Falsig, Hanne and Hvolb{\ae}k, Britt and Kristensen, Iben S and Jiang, Tao and Bligaard, Thomas and Christensen, Claus H and N{\o}rskov, Jens K},
journal={Angewandte Chemie},
volume={120},
number={26},
pages={4913--4917},
year={2008},
publisher={Wiley Online Library}
}
@article{toshima1998bimetallic,
title={Bimetallic nanoparticles—novel materials for chemical and physical applications},
author={Toshima, Naoki and Yonezawa, Tetsu},
journal={New Journal of Chemistry},
volume={22},
number={11},
pages={1179--1201},
year={1998},
publisher={Royal Society of Chemistry}
}
@article{tran2018gold,
title={Gold nanoparticles as an outstanding catalyst for the hydrogen evolution reaction},
author={Tran, Tien D and Nguyen, Mai TT and Le, Hoang V and Nguyen, Duc N and Truong, Quang Duc and Tran, Phong D},
journal={Chemical Communications},
volume={54},
number={27},
pages={3363--3366},
year={2018},
publisher={Royal Society of Chemistry}
}
@article{patel2019efficient,
title={Efficient \MakeUppercase{P}ourbaix diagrams of many-element compounds},
author={Patel, Anjli M and N{\o}rskov, Jens K and Persson, Kristin A and Montoya, Joseph H},
journal={Physical Chemistry Chemical Physics},
volume={21},
number={45},
pages={25323--25327},
year={2019},
publisher={Royal Society of Chemistry}
}
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title={Prediction of solid-aqueous equilibria: Scheme to combine first-principles calculations of solids with experimental aqueous states},
author={Persson, Kristin A and Waldwick, Bryn and Lazic, Predrag and Ceder, Gerbrand},
journal={Physical Review B},
volume={85},
number={23},
pages={235438},
year={2012},
publisher={APS}
}
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title={Electrochemical stability of metastable materials},
author={Singh, Arunima K and Zhou, Lan and Shinde, Aniketa and Suram, Santosh K and Montoya, Joseph H and Winston, Donald and Gregoire, John M and Persson, Kristin A},
journal={Chemistry of Materials},
volume={29},
number={23},
pages={10159--10167},
year={2017},
publisher={ACS Publications}
}
@article{klicpera2021gemnet,
title={Gemnet: Universal directional graph neural networks for molecules},
author={Klicpera, Johannes and Becker, Florian and G{\"u}nnemann, Stephan},
journal={arXiv preprint arXiv:2106.08903},
year={2021}
}
@article{boes2019graph,
title={Graph theory approach to high-throughput surface adsorption structure generation},
author={Boes, Jacob R and Mamun, Osman and Winther, Kirsten and Bligaard, Thomas},
journal={The Journal of Physical Chemistry A},
volume={123},
number={11},
pages={2281--2285},
year={2019},
publisher={ACS Publications}
}
@article{chanussot2021open,
title={Open \MakeUppercase{C}atalyst 2020 (\MakeUppercase{OC20}) dataset and community challenges},
author={Chanussot, Lowik and Das, Abhishek and Goyal, Siddharth and Lavril, Thibaut and Shuaibi, Muhammed and Riviere, Morgane and Tran, Kevin and Heras-Domingo, Javier and Ho, Caleb and Hu, Weihua and others},
journal={ACS Catalysis},
volume={11},
number={10},
pages={6059--6072},
year={2021},
publisher={ACS Publications}
}
@article{ulissi2011effect,
title={Effect of multiscale model uncertainty on identification of optimal catalyst properties},
author={Ulissi, Z and Prasad, V and Vlachos, DG},
journal={Journal of catalysis},
volume={281},
number={2},
pages={339--344},
year={2011},
publisher={Elsevier}
}
@article{schipper2018effects,
title={Effects of catalyst phase on the hydrogen evolution reaction of water splitting: preparation of phase-pure films of \MakeUppercase{F}e\MakeUppercase{P}, \MakeUppercase{F}e2\MakeUppercase{P}, and \MakeUppercase{F}e3\MakeUppercase{P} and their relative catalytic activities},
author={Schipper, Desmond E and Zhao, Zhenhuan and Thirumalai, Hari and Leitner, Andrew P and Donaldson, Samantha L and Kumar, Arvind and Qin, Fan and Wang, Zhiming and Grabow, Lars C and Bao, Jiming and others},
journal={Chemistry of Materials},
volume={30},
number={10},
pages={3588--3598},
year={2018},
publisher={ACS Publications}
}
@article{quaino2014volcano,
title={Volcano plots in hydrogen electrocatalysis--uses and abuses},
author={Quaino, Paola and Juarez, Fernanda and Santos, Elizabeth and Schmickler, Wolfgang},
journal={Beilstein \MakeUppercase{J}ournal of \MakeUppercase{N}anotechnology},
volume={5},
number={1},
pages={846--854},
year={2014},
publisher={Beilstein-Institut}
}
@article{ooka2021non,
title={Non-Zero Binding Enhances Kinetics of Catalysis: Machine Learning Analysis on the Experimental Hydrogen Binding Energy of Platinum},
author={Ooka, Hideshi and Wintzer, Marie E and Nakamura, Ryuhei},
journal={ACS Catalysis},
volume={11},
number={10},
pages={6298--6303},
year={2021},
publisher={ACS Publications}
}
@article{lindgren2019challenge,
title={A challenge to the $\MakeUppercase{\Delta}$\MakeUppercase{G}$\sim$0 interpretation of hydrogen evolution},
author={Lindgren, Per and Kastlunger, Georg and Peterson, Andrew A},
journal={ACS Catalysis},
volume={10},
number={1},
pages={121--128},
year={2019},
publisher={ACS Publications}
}
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title={Achieving highly durable random alloy nanocatalysts through intermetallic cores},
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year={2019},
publisher={ACS Publications}
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title={Toward phase and catalysis control: tracking the formation of intermetallic nanoparticles at atomic scale},
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journal={Chem},
volume={5},
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pages={1235--1247},
year={2019},
publisher={Elsevier}
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title={Toward predicting intermetallics surface properties with high-throughput DFT and convolutional neural networks},
author={Palizhati, Aini and Zhong, Wen and Tran, Kevin and Back, Seoin and Ulissi, Zachary W},
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volume={59},
number={11},
pages={4742--4749},
year={2019},
publisher={ACS Publications}
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title={Machine learning--accelerated design and synthesis of polyelemental heterostructures},
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year={2021},
publisher={American Association for the Advancement of Science}
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volume={52},
number={7},
pages={2015--2025},
year={2019},
publisher={ACS Publications}
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title={Kinetics, energetics, and size dependence of the transformation from \MakeUppercase{P}t to ordered \MakeUppercase{P}t\MakeUppercase{S}n intermetallic nanoparticles},
author={Chen, Minda and Han, Yong and Goh, Tian Wei and Sun, Rong and Maligal-Ganesh, Raghu V and Pei, Yuchen and Tsung, Chia-Kuang and Evans, James W and Huang, Wenyu},
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year={2019},
publisher={Royal Society of Chemistry}
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