Physics-Informed Neural Networks (PINNs)-Based Traffic State Estimation: An Application to Traffic Network

Traffic state estimation (TSE) is a critical component of the efficient intelligent transportation systems (ITS) operations. In the literature, TSE methods are divided into model-driven methods and data-driven methods. Each approach has its limitations. The physics information-based neural network (...

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Bibliographic Details
Main Authors: Muhammad Usama, Rui Ma, Jason Hart, Mikaela Wojcik
Format: Article
Language:English
Published: MDPI AG 2022-11-01
Series:Algorithms
Subjects:
Online Access:https://www.mdpi.com/1999-4893/15/12/447