Olatinwo Adenike Sola

Physics-Informed Neural Networks for Open Quantum Systems: Modelling, Noise-Aware Simulation and Residual-Based Quantum Control

Quantum systems in near-term devices operate in noisy, open-system regimes where decoherence and control imperfections are unavoidable. This study presents a physics-informed neural-network framework for modelling, noiseaware simulation, and residual-based control of open quantum systems, validated against a closed-for...