This work introduces a model-agnostic framework for training and inference to enable accurate partial differential equation solving (down to double precision) for problems with arbitrary sizes and ...

MultiSim is a simulation tool for energy systems consisting of multiple different parts like pipes, storages, valves, heat exchangers, etc. F.i. technical appliances such as space or water heating ...

This repository contains the numerical examples for the paper Prediction error certification for PINNs: Theory, computation, and application to Stokes flow [1]. In ...

Non-photochemical quenching (NPQ) is a protective mechanism used by plants to safely dissipate excess absorbed light energy as heat, minimizing photo-oxidative damage. Although the importance of NPQ ...

Tidally locked exoplanets have a permanent day side and night side. Understanding the atmospheric circulation on these planets is crucial for interpreting telescope observations and assessing their ...

The Supporting Information is available free of charge on the ACS Publications website at DOI: 10.1021/acs.jpcc.8b04742. Validation of the simulation methods and force fields; comparison of 2D-COFs ...