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

6 February 2020

Papers citing "Macroscopic Traffic Flow Modeling with Physics Regularized Gaussian Process: A New Insight into Machine Learning Applications"

11 / 11 papers shown

Title
Closed-Loop Neural Operator-Based Observer of Traffic Density Alice Harting Karl H. Johansson Matthieu Barreau 35 0 0 07 Apr 2025
MoGERNN: An Inductive Traffic Predictor for Unobserved Locations in Dynamic Sensing Networks Qishen Zhou Yifan Zhang Michail A. Makridis Anastasios Kouvelas Yibing Wang Simon Hu AI4TS 75 1 0 21 Jan 2025
Physics-informed Machine Learning for Calibrating Macroscopic Traffic Flow Models Yu Tang Li Jin K. Ozbay AI4CE 18 1 0 12 Jul 2023
Inverting the Fundamental Diagram and Forecasting Boundary Conditions: How Machine Learning Can Improve Macroscopic Models for Traffic Flow Maya Briani E. Cristiani Elia Onofri 26 2 0 21 Mar 2023
Traffic State Estimation from Vehicle Trajectories with Anisotropic Gaussian Processes Fan Wu Zhanhong Cheng Huiyu Chen T. Qiu Lijun Sun 27 3 0 04 Mar 2023
IDM-Follower: A Model-Informed Deep Learning Method for Long-Sequence Car-Following Trajectory Prediction Yilin Wang Yiheng Feng 36 5 0 20 Oct 2022
A Hybrid Physics Machine Learning Approach for Macroscopic Traffic State Estimation Zhao Zhang Ding Zhao X. Yang 11 3 0 01 Feb 2022
Short-term traffic prediction using physics-aware neural networks M. Pereira Annika Lang Balázs Kulcsár 34 21 0 21 Sep 2021
A Physics-Informed Deep Learning Paradigm for Traffic State and Fundamental Diagram Estimation Rongye Shi Zhaobin Mo Kuang Huang Xuan Di Qi Du PINN 19 86 0 06 Jun 2021
Estimating Traffic Speeds using Probe Data: A Deep Neural Network Approach Felix Rempe P. Franeck Klaus Bogenberger 3DV 18 2 0 19 Apr 2021
Bayesian Inference with Posterior Regularization and applications to Infinite Latent SVMs Jun Zhu Ning Chen Eric P. Xing BDL 65 157 0 05 Oct 2012