QAOA-coupled urban congestion prediction and dynamic path optimization for low-altitude traffic monitoring scenarios
Results indicate that the proposed hybrid framework that combines a spatiotemporal graph attention network with the Quantum Approximate Optimization Algorithm for joint congestion prediction and path optimization is effective for integrated traffic prediction and dynamic path planning.