Transportation

We develop machine learning approaches for intelligent transportation systems.

Funded Projects

• Multiagent Reinforcement Learning for Traffic Control – Siemens 2022

Professional Service

• Associate Editor, IEEE Transactions on Intelligent Transportation Systems

Publications

2022

[c1] Assessing the Robustness of LSTM Neural Networks for the Prediction of Actuated-Coordinated Traffic Signal Change Times
S. Eteifa, H. A. Rakha, and H. Eldardiry
Transportation Research Board (TRB) Annual Meeting 2022
Acceptance Rate 45%

2021

[p1] System and Method for Facilitating Parking Enforcement Officer Dispatching in Real Time with the aid of a Digital Computer
M. Stefik, M. Singhal, K. Albanese, F. Ali, E. bier, D. Bobrow, E. Cardenas, M. Darst, H. Eldardiry, G. Gavai, R. Krivacic, P. Liu, and S. Tarkan
PATENT 11062241 GRANTED 2021

[p2] Agile Video Query using Ensembles of Deep Neural Nets
F. Torres, H. Eldardiry, M. Shreve, G. Gavai, and C. Ramos
PATENT 11093798 GRANTED 2021

[p3] System and Method for Monitoring Parking Enforcement Officer Performance in Real Time with the aid of a Digital Computer
M. Stefik, M. Singhal, K. Albanese, F. Ali, E. bier, D. Bobrow, E. Cardenas, M. Darst, H. Eldardiry, G. Gavai, R. Krivacic, P. Liu, and S. Tarkan
PATENT 11120375 GRANTED 2021

[p4] System and Method for Facilitating Parking Enforcement Officer Performance in Real Time with the aid of a Digital Computer
M. Stefik, M. Singhal, K. Albanese, F. Ali, E. bier, D. Bobrow, E. Cardenas, M. Darst, H. Eldardiry, G. Gavai, R. Krivacic, P. Liu, and S. Tarkan
PATENT 11126942 GRANTED 2021

[p5] System and Method for Managing Coverage of Parking Enforcement for a Neighborhood with the aid of a Digital Computer
M. Stefik, M. Singhal, K. Albanese, F. Ali, E. bier, D. Bobrow, E. Cardenas, M. Darst, H. Eldardiry, G. Gavai, R. Krivacic, P. Liu, and S. Tarkan
PATENT 11144855 GRANTED 2021

[j1] Predicting Coordinated Actuated Traffic Signal Change Times using Long Short-Term Memory Neural Networks
S. Eteifa, H.A. Rakha, and H. Eldardiry
Transportation Research Record (TRB) 2021 Impact Factor 1.9

[c2] Predicting Coordinated Actuated Traffic Signal Change Times using LSTM Neural Networks
S. Eteifa, H. Rakha, H. Eldardiry
Transportation Research Board (TRB) Annual Meeting 2021
Paper TRBAM-21-02753
Acceptance Rate 45%

[r1] Estimating Switching Times of Actuated Coordinated Traffic Signals: A Deep Learning Approach S. Eteifa, H. Rakha, H. Eldardiry US Department of Transportation, UMEC-039, 2021

2020

[p6] System and Method for Coordinating Parking Enforcement Officer Patrol in Real Time with the aid of a Digital Computer
M. Stefik, M. Singhal, K. Albanese, F. Ali, E. bier, D. Bobrow, E. Cardenas, M. Darst, H. Eldardiry, G. Gavai, R. Krivacic, P. Liu, and S. Tarkan
PATENT 10817814 GRANTED 2020

[j2] COVID-19 Pandemic Impacts on Traffic System Delay, Fuel Consumption, and Emissions
J. Du, H.A. Rakha, F Filali, and H. Eldardiry
International Journal of Transportation Science and Technology 2020
Impact Factor 4.3
Cite Score 7.2
Most Cited Award

2019

[c3] Hybrid Image-based Defect Detection for Railroad Maintenance
G. Gavai, H. Eldardiry, W. Wu, B. Xu, Y. Komatsu, and S. Makino
Society for Imaging Science and Technology Electronic Imaging Symposium 2019

[c4] Collaborative Learning of Concept Representations for Video Data
F. Torres, H. Eldardiry, G. Gavai, and C. Ramos
AAAI Spring Symposium on Combining Machine Learning with Knowledge Engineering (AAAI-MAKE) 2019