Xuyang Chen

Application and Performance Analysis of Physics-Informed Neural Networks in Solving Complex Physical Systems

2024

This study introduces a quantum-accelerated framework that integrates quantum optimization with physics-informed neural networks (PINNs) to solve PDEs more efficiently. By leveraging the Quantum Approximate Optimization Algorithm (QAOA), the proposed framework enhances the initialization and …