4 papers
A short trajectory is all you need: A transformer-based model for long-time dissipative quantum dynamics
Luis E. Herrera Rodríguez, Alexei A. Kananenka
In this communication we demonstrate that a deep artificial neural network based on a transformer architecture with self-attention layers can predict the long-time population dynam…
A systematic study of the role of dissipative environment in regulating entanglement and exciton delocalization in the Fenna-Matthews-Olson complex
Luis E. Herrera Rodríguez, Alexei A. Kananenka
In this Article we perform a systematic study of the global entanglement and exciton coherence length dynamics coherence in natural light-harvesting system Fenna-Matthews-Olson (FM…
QD3SET-1: A Database with Quantum Dissipative Dynamics Data Sets
Arif Ullah, Luis E. Herrera Rodriguez, Pavlo O. Dral +1
Simulations of the dynamics of dissipative quantum systems utilize many methods such as physics-based quantum, semiclassical, and quantum-classical as well as machine learning-base…
Convolutional neural networks for long-time dissipative quantum dynamics
Luis E. Herrera Rodriguez, Alexei A. Kananenka
Exact numerical simulations of dynamics of open quantum systems often require immense computational resources. We demonstrate that a deep artificial neural network comprised of con…