Molecular dynamics

Molecular dynamics

Optimizing Thermoelectric Performance of Graphene Antidot Lattices Via Quantum Transport and Machine-learning Molecular Dynamics Simulations

Researchers from Bohai University have made a groundbreaking discovery in the field of machine learning, specifically in the optimization of thermoelectric performance of graphene antidot lattices (GALs). According to the study, the introduction of antidots in GALs effectively decouples lattice and electronic transport, leading to a significant violation of the

Molecular dynamics

Machine Learning Accelerates Path Integral Molecular Dynamics Simulations of Reactive Organic Electrolytes

Researchers at New York University have developed a machine learning approach to accelerate path integral molecular dynamics (PIMD) simulations of reactive organic electrolytes. This breakthrough has significant implications for the development of clean energy applications, as it enables the accurate modeling of proton transfer reactions and transport properties in these

Molecular dynamics

Dimensionality Reduction in Molecular Dynamics Simulations: New Physics-Informed Framework

Researchers at the University of Freiburg have developed a new physics-informed representation learning framework to extract meaningful insights from Molecular Dynamics (MD) simulations. The framework, which combines Gaussian processes with variational autoencoders, leverages temporal dependencies in MD data to preserve Markovianity in the reduced representation. This approach has successfully identified

Molecular dynamics

Breakthrough in Machine Learning: Researchers Develop Accurate Model to Study Calcium Carbonate Formation

Investigators at Curtin University have made significant advancements in machine learning, creating a first-principles model that accurately predicts the formation of calcium carbonate from aqueous solution. This model, dubbed "strongly constrained and appropriately normed-machine learning" (SCAN-ML), has been developed to study the complex chemical reactions involved in the