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20102026
most citedRecent Advances and Applications of Deep Learning Methods in Materials Science

1.2k citations

Showing physics.chem-phShow all

9 papers · 1 filter

physics.chem-ph2024★ 3 cited

Cavity-Born Oppenheimer Approximation for Molecules and Materials via Electric Field Response

John Bonini, Iman Ahmadabadi, Johannes Flick

We present an ab initio method for computing vibro-polariton and phonon-polariton spectra of molecules and solids coupled to the photon modes of optical cavities. We demonstrate th…

physics.chem-ph2023★ 13 cited

Dual-comb Spectroscopy of Ammonia Formation in Non-thermal Plasmas

Ibrahim Sadiek, Adam J. Fleisher, Jakob Hayden +5

Plasma-activated chemical transformations promise the efficient synthesis of salient chemical products. However, the reaction pathways that lead to desirable products are often unk…

physics.chem-ph2022★ 29 cited

Interfacial water asymmetry at ideal electrochemical interfaces

Abhishek Shandilya, Kathleen Schwarz, Ravishankar Sundararaman

Controlling electrochemical reactivity requires a detailed understanding of the charging behavior and thermodynamics of the electrochemical interface. Experiments can independently…

physics.chem-ph2019★ 3 cited

High-resolution cavity ring-down spectroscopy of the combination band of methanol at 2.0 m

Hongming Yi, Adam J. Fleisher

Reported here are portions of the infrared absorption cross-section for methanol (CHOH) as measured by frequency-stabilized cavity ring-down spectroscopy (FS-CRDS) at wavelengt…

physics.chem-ph2018★ 115 cited

Spectroscopic Signature of Oxidized Oxygen States in Peroxides

Zengqing Zhuo, Chaitanya Das Pemmaraju, John Vinson +12

Recent debates on the oxygen redox behaviors in battery electrodes have triggered a pressing demand for the reliable detection and understanding of non-divalent oxygen states beyon…

physics.chem-ph2018★ 60 cited

Improving Accuracy of Electrochemical Capacitance and Solvation Energetics in First-Principles Calculations

Ravishankar Sundararaman, Kendra Letchworth-Weaver, Kathleen Schwarz

Reliable first-principles calculations of electrochemical processes require accurate prediction of the interfacial capacitance, a challenge for current computationally-efficient co…

physics.chem-ph2017★ 39 cited

Electrochemical Capacitance of CO-terminated Pt(111) is Dominated by CO-Solvent Gap

Ravishankar Sundararaman, Marta C. Figueiredo, Marc T. M. Koper +1

The distribution of electric fields within the electrochemical double layer depends on both the electrode and electrolyte in complex ways. These fields strongly influence chemical…

physics.chem-ph2016★ 116 cited

Evaluating continuum solvation models for the electrode-electrolyte interface: challenges and strategies for improvement

Ravishankar Sundararaman, Kathleen Schwarz

Ab initio modeling of electrochemical systems is becoming a key tool for understanding and predicting electrochemical behavior. Development and careful benchmarking of computationa…

physics.chem-ph2016★ 47 cited

Partial oxidation of Step-Bound Water Leads to Anomalous pH Effects on Metal Electrode Step-Edges

Kathleen Schwarz, Bingjun Xu, Yushan Yan +1

The design of better heterogeneous catalysts for applications such as fuel cells and electrolyzers requires a mechanistic understanding of electrocatalytic reactions and the depend…