Physics-Informed Deep Learning For Traffic State Estimation: A Survey
and the Outlook

Physics-Informed Deep Learning For Traffic State Estimation: A Survey and the Outlook

3 March 2023

Papers citing "Physics-Informed Deep Learning For Traffic State Estimation: A Survey and the Outlook"

11 / 11 papers shown

Title
Probabilistic Machine Learning for Noisy Labels in Earth Observation Spyros Kondylatos N. Bountos Ioannis Prapas Angelos Zavras Gustau Camps-Valls Ioannis Papoutsis NoLa 52 0 0 04 Apr 2025
AI-Powered Urban Transportation Digital Twin: Methods and Applications Xuan Di Yongjie Fu Mehmet K.Turkcan Mahshid Ghasemi Zhaobin Mo Chengbo Zang Abhishek Adhikari Z. Kostić Gil Zussman AI4CE 36 0 0 30 Dec 2024
Scalable Learning of Segment-Level Traffic Congestion Functions Shushman Choudhury Abdul Rahman Kreidieh Iveel Tsogsuren Neha Arora Carolina Osorio Alexandre M. Bayen 25 0 0 09 May 2024
Privacy-Preserving Data Fusion for Traffic State Estimation: A Vertical Federated Learning Approach Qiqing Wang Kaidi Yang FedML 34 8 0 22 Jan 2024
Incorporating Nonlocal Traffic Flow Model in Physics-informed Neural Networks Archie J. Huang A. Biswas S. Agarwal 17 3 0 22 Aug 2023
Fourier neural operator for learning solutions to macroscopic traffic flow models: Application to the forward and inverse problems Bilal Thonnam Thodi Sai Venkata Ramana Ambadipudi S. Jabari AI4CE 27 13 0 14 Aug 2023
Physics-informed Machine Learning for Calibrating Macroscopic Traffic Flow Models Yu Tang Li Jin K. Ozbay AI4CE 18 1 0 12 Jul 2023
Generalized adaptive smoothing based neural network architecture for traffic state estimation Chuhan Yang Sai Venkata Ramana Ambadipudi S. Jabari 11 3 0 09 Jan 2023
Meta-learning PINN loss functions Apostolos F. Psaros Kenji Kawaguchi George Karniadakis PINN 43 97 0 12 Jul 2021
A Nonconvex Low-Rank Tensor Completion Model for Spatiotemporal Traffic Data Imputation Xinyu Chen Jin-Ming Yang Lijun Sun AI4TS 34 135 0 23 Mar 2020
An Energy Approach to the Solution of Partial Differential Equations in Computational Mechanics via Machine Learning: Concepts, Implementation and Applications E. Samaniego C. Anitescu S. Goswami Vien Minh Nguyen-Thanh Hongwei Guo Khader M. Hamdia Timon Rabczuk X. Zhuang PINN AI4CE 156 1,339 0 27 Aug 2019