Search Results - "Medford, Andrew J."
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To address surface reaction network complexity using scaling relations machine learning and DFT calculations
Published in Nature communications (06-03-2017)“…Surface reaction networks involving hydrocarbons exhibit enormous complexity with thousands of species and reactions for all but the very simplest of…”
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From the Sabatier principle to a predictive theory of transition-metal heterogeneous catalysis
Published in Journal of catalysis (01-08-2015)“…[Display omitted] •Metal catalysis theory from scaling relations, activity maps, and d-band model.•Bond strength in Sabatier principle is given quantitatively…”
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Extracting Knowledge from Data through Catalysis Informatics
Published in ACS catalysis (03-08-2018)“…Catalysis informatics is a distinct subfield that lies at the intersection of cheminformatics and materials informatics but with distinctive challenges arising…”
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Analysis of Photocatalytic Nitrogen Fixation on Rutile TiO2(110)
Published in ACS sustainable chemistry & engineering (02-04-2018)“…Photocatalytic nitrogen fixation provides a promising route to produce reactive nitrogen compounds at benign conditions. Titania has been reported as an active…”
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Automated Generation of Microkinetics for Heterogeneously Catalyzed Reactions Considering Correlated Uncertainties
Published in Angewandte Chemie International Edition (25-09-2023)“…The study presents an ab‐initio based framework for the automated construction of microkinetic mechanisms considering correlated uncertainties in all energetic…”
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Assessing the reliability of calculated catalytic ammonia synthesis rates
Published in Science (American Association for the Advancement of Science) (11-07-2014)“…We introduce a general method for estimating the uncertainty in calculated materials properties based on density functional theory calculations. We illustrate…”
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The Role of Adventitious Carbon in Photo-catalytic Nitrogen Fixation by Titania
Published in Journal of the American Chemical Society (14-11-2018)“…Photo-catalytic fixation of nitrogen by titania catalysts at ambient conditions has been reported for decades, yet the active site capable of adsorbing an…”
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On the effect of coverage-dependent adsorbate–adsorbate interactions for CO methanation on transition metal surfaces
Published in Journal of catalysis (01-11-2013)“…This paper investigates the effect of adsorbate–adsorbate interactions on the CO methanation rates of transition metal surfaces. These interactions tend to…”
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Ultra Fast and Parsimonious Materials Screening for Polymer Solar Cells Using Differentially Pumped Slot-Die Coating
Published in ACS applied materials & interfaces (27-10-2010)“…We present a technique that enables the probing of the entire parameter space for each parameter with good statistics through a simple roll-to-roll processing…”
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The effect of post-processing treatments on inflection points in current–voltage curves of roll-to-roll processed polymer photovoltaics
Published in Solar energy materials and solar cells (01-12-2010)“…Inflection point behaviour is often observed in the current–voltage ( IV) curve of polymer solar cells. This phenomenon is examined in the context of flexible…”
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In-Situ Encapsulation of Nickel Particles in Electrospun Carbon Nanofibers and the Resultant Electrochemical Performance
Published in Chemistry : a European journal (19-10-2009)“…Loaded nanofibers: Ni nanoparticle‐loaded carbon nanofibers, which exhibit high reversible lithium‐storage capacity, excellent cycling performance, and…”
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12
Pretreatment Effects on the Surface Chemistry of Small Oxygenates on Molybdenum Trioxide
Published in ACS catalysis (07-08-2020)“…Understanding surface reactions of biomass-derived oxygenates on metal oxides is important for designing catalysts for valorization of biomass. This work…”
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Grid-connected polymer solar panels: initial considerations of cost, lifetime, and practicality
Published in Optics express (13-09-2010)“…Large solar panels were constructed from polymer solar cell modules prepared using full roll-to-roll (R2R) manufacture based on the previously published…”
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Atomistic learning in the electronically grand-canonical ensemble
Published in npj computational materials (11-05-2023)“…A strategy is presented for the machine-learning emulation of electronic structure calculations carried out in the electronically grand-canonical ensemble. The…”
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15
The Open DAC 2023 Dataset and Challenges for Sorbent Discovery in Direct Air Capture
Published in ACS central science (22-05-2024)“…Direct air capture (DAC) is an emerging technology to aid decarbonization. Exploring metal−organic frameworks (MOFs) for DAC needs to encompass vast numbers of…”
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Photon-Driven Nitrogen Fixation: Current Progress, Thermodynamic Considerations, and Future Outlook
Published in ACS catalysis (07-04-2017)“…Over the last century, the industrialization of agriculture and the consumption of fossil fuels have resulted in a significant imbalance and redistribution in…”
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Formation of Carbon-Induced Nitrogen-Centered Radicals on Titanium Dioxide under Illumination
Published in JACS Au (25-12-2023)“…Titanium dioxide is the most studied photocatalytic material and has been reported to be active for a wide range of reactions, including the oxidation of…”
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A Universal Framework for Featurization of Atomistic Systems
Published in The journal of physical chemistry letters (01-09-2022)“…Machine-learning force fields have become increasingly popular because of their balance of accuracy and speed. However, a significant limitation is the use of…”
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Classification of biomass reactions and predictions of reaction energies through machine learning
Published in The Journal of chemical physics (28-07-2020)“…Elementary steps and intermediate species of linearly structured biomass compounds are studied. Specifically, possible intermediates and elementary reactions…”
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Assessing Exchange-Correlation Functionals for Heterogeneous Catalysis of Nitrogen Species
Published in Journal of physical chemistry. C (11-07-2024)“…Increasing interest in the sustainable synthesis of ammonia, nitrates, and urea has led to an increase in studies of catalytic conversion between…”
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