Abstract
As vehicles become autonomous and connected, intelligent management techniques can be utilized to operate an intersection without a traffic light. When a Connected Autonomous Vehicle (CAV) approaches an intersection, it shares its status and intended direction with the IntersectionManager (IM), and the IM checks the status of other CAVs and assigns a target velocity/reference trajectory for it to maintain. In practice, however, there is an unknown delay between the time a CAV sends a request to the IMand the moment it receives back the response, namely, the Round-Trip Delay (RTD). As a result, the CAV will start tracking the target velocity/reference trajectory later than when the IM expects, which may lead to accidents. In this article, we present a time-aware approach, Crossroads+, that makes CAVs' behaviors deterministic despite the existence of the unknown RTD. In Crossroads+, we use timestamping and synchronization to ensure that both the IM and the CAVs have the same notion of time. The IM will also set a fixed start time to track the target velocity/ reference trajectory for each CAV. The effectiveness of the proposed Crossroads+ technique is illustrated by experiments on a 1/10 scale model of an intersection with CAVs.We also built a simulator to demonstrate the scalability of Crossroads+ for multi-lane intersections. Results from our experiments indicate that our approach can reduce the position uncertainty by 15% in comparison with conventional techniques and achieve up to 36% better throughputs.
| Original language | English (US) |
|---|---|
| Article number | 20 |
| Journal | ACM Transactions on Cyber-Physical Systems |
| Volume | 4 |
| Issue number | 2 |
| DOIs | |
| State | Published - Nov 2019 |
Keywords
- Connected autonomous vehicles
- Cyber-physical systems
- Intersection management
- Round-trip delay
ASJC Scopus subject areas
- Human-Computer Interaction
- Hardware and Architecture
- Computer Networks and Communications
- Control and Optimization
- Artificial Intelligence
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