• TRB 100th Annual Meeting

      January 24–28, 2021

    • Online Program


Annual Meeting Event Detail

Poster Session 1296

1296 - Machine Learning Models and Tools for Real-Time Transportation Applications

Wednesday, January 27 1:00 PM- 2:30 PM ET
Osama Osman, University of Tennessee, Chattanooga
Sponsored by:
Standing Committee on Artificial Intelligence and Advanced Computing Applications (AED50)

This sessions presents various real-time applications of machine learning models and tools.  Applications include short-term forecasting of traffic speeds, prediction of traffic status in spatiotemporal dimension, estimation of vehicle energy, and assessment of pavement condition.


No agenda available

Title Presentation Number
Deep Learning and UAV Based Solution to Real Time Pavement Condition Assessment
MURAD AL QURISHEE, Tennessee Department of Transportation
WEIDONG WU, University of Tennessee, Chattanooga
Babatunde Atolagbe, Maryland State Highway Administration
Joseph Owino, UTC
Ignatius Fomunung, University of Tennessee, Chattanooga
Mbakisya Onyango, University of Tennessee, Chattanooga
Show Abstract
A Real-time Spatiotemporal Prediction and Imputation of Traffic Status Based on LSTM and Graph Laplacian Regularized Matrix Factorization
Jin-Ming Yang (yangjm67@sjtu.edu.cn), Shanghai Jiao Tong University
Zhong-Ren Peng, University of Florida
Lei Lin, University of Rochester
Show Abstract
A Meta-Learner Ensemble Framework for Real-Time Short-Term Traffic Speed Forecasting
Divyakant Tahlyan, Northwestern University
Eunhye Kim, Northwestern University
Hani Mahmassani, Northwestern University
Show Abstract
Real-Time Highly Resolved Spatial-Temporal Vehicle Energy Estimation Using Machine Learning and Probe Data
Joseph Severino, National Renewable Energy Laboratory (NREL)
Yi Hou, National Renewable Energy Laboratory (NREL)
Ambarish Nag, National Renewable Energy Laboratory (NREL)
Jacob Holden, National Renewable Energy Laboratory (NREL)
Lei Zhu, University of North Carolina, Charlotte
Juliette Ugirurmurera, National Renewable Energy Laboratory (NREL)
Stanley Young, National Renewable Energy Laboratory (NREL)
Wesley Jones, National Renewable Energy Laboratory (NREL)
Jibonananda Sanyal, Oak Ridge National Laboratory
Show Abstract

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