activity
20162022
most citedMulti-scale Perimeter Control Approach in a Connected-Vehicle Environment

96 citations · 243 across the 6 of their papers we have counts for

collaborators

6 papers

cs.LG2022★ 12 cited

Time-to-Green predictions for fully-actuated signal control systems with supervised learning

Alexander Genser, Michail A. Makridis, Kaidi Yang +3

Recently, efforts have been made to standardize signal phase and timing (SPaT) messages. These messages contain signal phase timings of all signalized intersection approaches. This…

eess.SY2022★ 66 cited

Application of Modular Vehicle Technology to Mitigate Bus Bunching

Zaid Saeed Khan, Weili He, Monica Menendez

The stochastic nature of public transport systems leads to headway variability and bus bunching, causing both operator and passenger cost to increase significantly. Traditional str…

cs.LG2021★ 8 cited

Learning Traffic Speed Dynamics from Visualizations

Bilal Thonnam Thodi, Zaid Saeed Khan, Saif Eddin Jabari +1

Space-time visualizations of macroscopic or microscopic traffic variables is a qualitative tool used by traffic engineers to understand and analyze different aspects of road traffi…

cs.LG2021★ 9 cited

Incorporating Kinematic Wave Theory into a Deep Learning Method for High-Resolution Traffic Speed Estimation

Bilal Thonnam Thodi, Zaid Saeed Khan, Saif Eddin Jabari +1

We propose a kinematic wave-based Deep Convolutional Neural Network (Deep CNN) to estimate high-resolution traffic speed fields from sparse probe vehicle trajectories. We introduce…

physics.soc-ph2020★ 52 cited

Traffic Data Imputation using Deep Convolutional Neural Networks

Ouafa Benkraouda, Bilal Thonnam Thodi, Hwasoo Yeo +2

We propose a statistical learning-based traffic speed estimation method that uses sparse vehicle trajectory information. Using a convolutional encoder-decoder based architecture, w…

math.OC2016★ 96 cited

Multi-scale Perimeter Control Approach in a Connected-Vehicle Environment

Kaidi Yang, Nan Zheng, Monica Menendez

This paper proposes a novel approach to integrate optimal control of perimeter intersections (i.e. to minimize local delay) into the perimeter control scheme (i.e. to optimize traf…