17 citations · 27 across the 13 of their papers we have counts for
3 papers · 1 filter
A strategic roadmap for an atomistic machine-learning ecosystem
Jörg Behler, Michele Ceriotti, Cecilia Clementi +47
Data-driven machine learning (ML) techniques have become an essential tool in many domains of science. Their application to atomistic simulations of matter is particularly widespre…
Reactive calcium carbonate precipitation from an atomic cluster expansion potential and enhanced sampling
Eslam Ibrahim, Yury Lysogorskiy, Ralf Drautz +1
Calcium carbonate formation from aqueous solution is central to biomineralization and to carbon sequestration through mineral carbonation. At near-neutral pH, the process is highly…
Aromatic Molecule Solvation in Liquid Water with Coupled Cluster Accuracy: The Balance of Pi-Interactions and Hydrophobicity
Nore Stolte, Harald Forbert, Yury Lysogorskiy +2
Aromatic organic solutes in water exhibit a delicate balance between hydrophobic solvation and directional O-H hydrogen bonds, yet widely used force fields and state-of-t…