From the Automated Calculation of Potential Energy Surfaces to Accurate Infrared Spectra
B Schröder, G Rauhut - The Journal of Physical Chemistry …, 2024 - ACS Publications
Advances in the development of quantum chemical methods and progress in multicore
architectures in computer science made the simulation of infrared spectra of isolated …
architectures in computer science made the simulation of infrared spectra of isolated …
Improved decision making with similarity based machine learning: applications in chemistry
D Lemm, GF von Rudorff… - … Learning: Science and …, 2023 - iopscience.iop.org
Despite the fundamental progress in autonomous molecular and materials discovery, data
scarcity throughout chemical compound space still severely hampers the use of modern …
scarcity throughout chemical compound space still severely hampers the use of modern …
[HTML][HTML] Sparse Gaussian process based machine learning first principles potentials for materials simulations: Application to batteries, solar cells, catalysts, and …
To design new materials and understand their novel phenomena, it is imperative to predict
the structure and properties of materials that often rely on first-principles theory. However …
the structure and properties of materials that often rely on first-principles theory. However …
All-in-one foundational models learning across quantum chemical levels
Y Chen, PO Dral - arXiv preprint arXiv:2409.12015, 2024 - arxiv.org
Machine learning (ML) potentials typically target a single quantum chemical (QC) level while
the ML models developed for multi-fidelity learning have not been shown to provide scalable …
the ML models developed for multi-fidelity learning have not been shown to provide scalable …
Alchemical harmonic approximation based potential for all iso-electronic diatomics: Foundational baseline for -machine learning
We introduce the alchemical harmonic approximation (AHA) of the absolute electronic
energy for charge-neutral iso-electronic diatomics at fixed interatomic distance $ d_0 $. To …
energy for charge-neutral iso-electronic diatomics at fixed interatomic distance $ d_0 $. To …
[PDF][PDF] Relative and Systematic Methods in Computational Alchemy
SL Krug - 2024 - depositonce.tu-berlin.de
The prediction of properties is among the central pursuits of computational chemistry,
condensed matter, and materials design. However, the mathematical and computational …
condensed matter, and materials design. However, the mathematical and computational …