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116 papers
wfl Python Toolkit for Creating Machine Learning Interatomic Potentials and Related Atomistic Simulation Workflows
Elena Gelžinytė, Simon Wengert, Tamás K. Stenczel +4
Predictive atomistic simulations are increasingly employed for data intensive high throughput studies that take advantage of constantly growing computational resources. To handle t…
A Theoretical Investigation of the Grand- and the Canonical Potential Energy Surface: The Interplay between Electronic and Geometric Response at Electrified Interfaces
Simeon D. Beinlich, Georg Kastlunger, Karsten Reuter +1
How does an electrochemical interface respond to changes in the electrode potential? How does the response affect the key properties of the system - energetics, excess charge, capa…
A Fuzzy Classification Framework to Identify Equivalent Atoms in Complex Materials and Molecules
King Chun Lai, Sebastian Matera, Christoph Scheurer +1
The nature of an atom in a bonded structure -- such as in molecules, in nanoparticles or solids, at surfaces or interfaces -- depends on its local atomic environment. In atomic-sca…
Operando Characterization and Molecular Simulations Reveal the Growth Kinetics of Graphene on Liquid Copper during Chemical Vapor Deposition
Valentina Rein, Hao Gao, Hendrik H. Heenen +10
In recent years, liquid metal catalysts have emerged as a compelling choice for the controllable, large-scale, and high-quality synthesis of two-dimensional materials. At present,…
Interpreting Ultrafast Electron Transfer on Surfaces with a Converged First-Principles Newns-Anderson Chemisorption Function
Simiam Ghan, Elias Diesen, Christian Kunkel +2
We study the electronic coupling between an adsorbate and a metal surface by calculating tunneling matrix elements H directly from first principles. For this we emplo…
Machine-learning Based Screening of Lead-free Halide Double Perovskites for Photovoltaic Applications
Elisabetta Landini, Karsten Reuter, Harald Oberhofer
Lead-free halide double perovskites are promising stable and non-toxic alternatives to methylammonium lead iodide in the field of photovoltaics. In this context, the most commonly…