activity
20182021
most citedLeveraging Vehicle Connectivity and Autonomy to Stabilize Flow in Mixed Traffic Conditions: Accounting for Human-driven Vehicle Driver Behavioral Heterogeneity and Perception-reaction Time Delay

23 citations · 39 across the 6 of their papers we have counts for

collaborators

11 papers

cs.CV2021

Reason induced visual attention for explainable autonomous driving

Sikai Chen, Jiqian Dong, Runjia Du +2

Deep learning (DL) based computer vision (CV) models are generally considered as black boxes due to poor interpretability. This limitation impedes efficient diagnoses or prediction…

cs.CV2021

Development and testing of an image transformer for explainable autonomous driving systems

Jiqian Dong, Sikai Chen, Shuya Zong +3

In the last decade, deep learning (DL) approaches have been used successfully in computer vision (CV) applications. However, DL-based CV models are generally considered to be black…

cs.RO20211 cited

Addressing crash-imminent situations caused by human driven vehicle errors in a mixed traffic stream: a model-based reinforcement learning approach for CAV

Jiqian Dong, Sikai Chen, Samuel Labi

It is anticipated that the era of fully autonomous vehicle operations will be preceded by a lengthy "Transition Period" where the traffic stream will be mixed, that is, consisting…

cs.AI2021

Urban traffic dynamic rerouting framework: A DRL-based model with fog-cloud architecture

Runjia Du, Sikai Chen, Jiqian Dong +3

Past research and practice have demonstrated that dynamic rerouting framework is effective in mitigating urban traffic congestion and thereby improve urban travel efficiency. It ha…

eess.SY2020

Using Empirical Trajectory Data to Design Connected Autonomous Vehicle Controllers for Traffic Stabilization

Yujie Li, Sikai Chen, Runjia Du +3

Emerging transportation technologies offer unprecedented opportunities to improve the efficiency of the transportation system from the perspectives of energy consumption, congestio…

eess.SY2020

A Cooperative Control Framework for CAV Lane Change in a Mixed Traffic Environment

Runjia Du, Sikai Chen, Yujie Li +3

In preparing for connected and autonomous vehicles (CAVs), a worrisome aspect is the transition era which will be characterized by mixed traffic (where CAVs and human-driven vehicl…