Generalized adaptive smoothing based neural network architecture for traffic state estimation

no code implementations • 9 Jan 2023 • Chuhan Yang, Sai Venkata Ramana Ambadipudi, Saif Eddin Jabari

In this work, we propose a neural network based on the ASM which tunes those parameters automatically by learning from sparse data from road sensors.

Short-Term Traffic Forecasting Using High-Resolution Traffic Data

no code implementations • 22 Jun 2020 • Wenqing Li, Chuhan Yang, Saif Eddin Jabari

The formulation allows us to capture both nonlinear dependencies between forecasting inputs and outputs but also allows us to capture dependencies among the inputs.

Matrix Completion Time Series +2

Nonlinear Traffic Prediction as a Matrix Completion Problem with Ensemble Learning

no code implementations • 8 Jan 2020 • Wenqing Li, Chuhan Yang, Saif Eddin Jabari

This paper addresses the problem of short-term traffic prediction for signalized traffic operations management.

Ensemble Learning Management +2