Applications of neural networks to the simulation of dynamics of open quantum systems

• Main Authors: Bandyopadhyay, Sayantan, Huang, Zhongkai, Sun, Kewei, Zhao, Yang
• Other Authors: School of Materials Science & Engineering
• Format: Article
• Language: English
• Published: 2020
• Subjects: Engineering::Materials; Neural Networks; Open Quantum Systems
• Online Access: https://hdl.handle.net/10356/136768
• Institution: Nanyang Technological University

Despite neural networks’ success, their applications to open-system dynamics are few. In this work, non-linear autoregressive neural networks are adopted to generalize time series of expectation values of observables of interest in open quantum systems. Using Dirac-Frenkel time-dependent variation w...