Litcius/Paper detail

Physics-informed neural networks for integrated traffic state and queue profile estimation: A differentiable programming approach on layered computational graphs

Jiawei Lu, Chongnan Li, Xin Wu, Xuesong Zhou

2023Transportation Research Part C Emerging Technologies58 citationsDOI

Topics & Concepts

Differentiable functionQueueComputer scienceNonlinear systemMathematical optimizationQueueing theoryState variableTraffic flow (computer networking)Applied mathematicsMathematicsPhysicsMathematical analysisQuantum mechanicsThermodynamicsProgramming languageComputer securityComputer networkTraffic control and managementTraffic Prediction and Management TechniquesTransportation Planning and Optimization