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Fourier neural operator for learning solutions to macroscopic traffic
  flow models: Application to the forward and inverse problems

Fourier neural operator for learning solutions to macroscopic traffic flow models: Application to the forward and inverse problems

14 August 2023
Bilal Thonnam Thodi
Sai Venkata Ramana Ambadipudi
S. Jabari
    AI4CE
ArXivPDFHTML

Papers citing "Fourier neural operator for learning solutions to macroscopic traffic flow models: Application to the forward and inverse problems"

7 / 7 papers shown
Title
Neural operators struggle to learn complex PDEs in pedestrian mobility: Hughes model case study
Neural operators struggle to learn complex PDEs in pedestrian mobility: Hughes model case study
Prajwal Chauhan
Salah Eddine Choutri
Mohamed Ghattassi
Nader Masmoudi
Saif Eddin Jabari
39
0
0
25 Apr 2025
Closed-Loop Neural Operator-Based Observer of Traffic Density
Closed-Loop Neural Operator-Based Observer of Traffic Density
Alice Harting
Karl H. Johansson
Matthieu Barreau
35
0
0
07 Apr 2025
Generic bounds on the approximation error for physics-informed (and)
  operator learning
Generic bounds on the approximation error for physics-informed (and) operator learning
Tim De Ryck
Siddhartha Mishra
PINN
59
59
0
23 May 2022
Short-term traffic prediction using physics-aware neural networks
Short-term traffic prediction using physics-aware neural networks
M. Pereira
Annika Lang
Balázs Kulcsár
26
19
0
21 Sep 2021
Learning Traffic Speed Dynamics from Visualizations
Learning Traffic Speed Dynamics from Visualizations
Bilal Thonnam Thodi
Z. Khan
S. Jabari
M. Menéndez
24
7
0
04 May 2021
Fourier Neural Operator for Parametric Partial Differential Equations
Fourier Neural Operator for Parametric Partial Differential Equations
Zong-Yi Li
Nikola B. Kovachki
Kamyar Azizzadenesheli
Burigede Liu
K. Bhattacharya
Andrew M. Stuart
Anima Anandkumar
AI4CE
203
2,272
0
18 Oct 2020
Macroscopic Traffic Flow Modeling with Physics Regularized Gaussian
  Process: A New Insight into Machine Learning Applications
Macroscopic Traffic Flow Modeling with Physics Regularized Gaussian Process: A New Insight into Machine Learning Applications
Yun Yuan
X. Yang
Zhao Zhang
Shandian Zhe
AI4CE
16
94
0
06 Feb 2020
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