Digital Twin-Assisted Cooperative Driving at Non-Signalized Intersections
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Abstract (arXiv)
Digital Twin, as an emerging technology related to Cyber-Physical Systems (CPS) and Internet of Things (IoT), has attracted increasing attentions during the past decade. Conceptually, a Digital Twin is a digital replica of a physical entity in the real world, and this technology is leveraged in this study to design a cooperative driving system at non-signalized intersections, allowing connected vehicles to cooperate with each other to cross intersections without any full stops. Within the proposed Digital Twin framework, we developed an enhanced first-in-first-out (FIFO) slot reservation algorithm to schedule the sequence of crossing vehicles, a consensus motion control algorithm to calculate vehicles' referenced longitudinal motion, and a model-based motion estimation algorithm to tackle communication delay and packet loss. Additionally, an augmented reality (AR) human-machine-interface (HMI) is designed to provide the guidance to drivers to cooperate with other connected vehicles. Agent-based modeling and simulation of the proposed system is conducted in Unity game engine based on a real-world map in San Francisco, and the human-in-the-loop (HITL) simulation results prove the benefits of the proposed algorithms with 20% reduction in travel time and 23.7% reduction in energy consumption, respectively, when compared with traditional signalized intersections.
Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). First posted on arXiv 4 May 2021.
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Citing papers per year: 2021: 2; 2022: 3; 2023: 4; 2024: 3; 2025: 2.
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- 2022Learning for Vehicle-to-Vehicle Cooperative Perception under Lossy Communicationcited by 47
- 2022CitySim: A Drone-Based Vehicle Trajectory Dataset for Safety Oriented Research and Digital Twinscited by 43
- 2023Federated Learning for Connected and Automated Vehicles: A Survey of Existing Approaches and Challengescited by 39
- 2023Towards Vehicle-to-everything Autonomous Driving: A Survey on Collaborative Perceptioncited by 38
- 2023Interruption-Aware Cooperative Perception for V2X Communication-Aided Autonomous Drivingcited by 25
- 2022Driver Digital Twin for Online Prediction of Personalized Lane Change Behaviorcited by 13
- 2021Vision-Cloud Data Fusion for ADAS: A Lane Change Prediction Case Studycited by 7
- 2023Car-Following Models: A Multidisciplinary Reviewcited by 7
- 2024Autonomous Driving at Unsignalized Intersections: A Review of Decision-Making Challenges and Reinforcement Learning-Based Solutionscited by 7
- 2024Roadside Units Assisted Localized Automated Vehicle Maneuvering: An Offline Reinforcement Learning Approachcited by 2
- 2025Multi-Agent Reinforcement Learning-based Cooperative Autonomous Driving in Smart Intersectionscited by 2
- 2024Augmented Intelligence in Smart Intersections: Local Digital Twins-Assisted Hybrid Autonomous Drivingcited by 1
- 2025Geo-ORBIT: A Federated Digital Twin Framework for Scene-Adaptive Lane Geometry Detection11 Jul 2025
- 2025Multi-Agent Reinforcement Learning-based Cooperative Autonomous Driving in Smart Intersections7 May 2025
- 2024Augmented Intelligence in Smart Intersections: Local Digital Twins-Assisted Hybrid Autonomous Driving16 Oct 2024
- 2024Autonomous Driving at Unsignalized Intersections: A Review of Decision-Making Challenges and Reinforcement Learning-Based Solutions20 Sep 2024
- 2024Roadside Units Assisted Localized Automated Vehicle Maneuvering: An Offline Reinforcement Learning Approach7 May 2024
- 2023Towards Vehicle-to-everything Autonomous Driving: A Survey on Collaborative Perception31 Aug 2023
- 2023Federated Learning for Connected and Automated Vehicles: A Survey of Existing Approaches and Challenges21 Aug 2023
- 2023Interruption-Aware Cooperative Perception for V2X Communication-Aided Autonomous Driving24 Apr 2023
- 2023Car-Following Models: A Multidisciplinary Review14 Apr 2023
- 2022Learning for Vehicle-to-Vehicle Cooperative Perception under Lossy Communication16 Dec 2022
- 2022Driver Digital Twin for Online Prediction of Personalized Lane Change Behavior2 Nov 2022
- 2022CitySim: A Drone-Based Vehicle Trajectory Dataset for Safety Oriented Research and Digital Twins23 Aug 2022
- 2024Autonomous Driving at Unsignalized Intersections: A Review of Decision-Making Challenges and Reinforcement Learning-Based Solutionscited by 7
- 2025Multi-Agent Reinforcement Learning-based Cooperative Autonomous Driving in Smart Intersectionscited by 2
- 2024Augmented Intelligence in Smart Intersections: Local Digital Twins-Assisted Hybrid Autonomous Drivingcited by 1
- 2025Multi-Agent Reinforcement Learning-based Cooperative Autonomous Driving in Smart Intersections7 May 2025
- 2024Augmented Intelligence in Smart Intersections: Local Digital Twins-Assisted Hybrid Autonomous Driving16 Oct 2024
- 2024Autonomous Driving at Unsignalized Intersections: A Review of Decision-Making Challenges and Reinforcement Learning-Based Solutions20 Sep 2024
- 2022Learning for Vehicle-to-Vehicle Cooperative Perception under Lossy Communicationcited by 47
- 2022CitySim: A Drone-Based Vehicle Trajectory Dataset for Safety Oriented Research and Digital Twinscited by 43
- 2023Federated Learning for Connected and Automated Vehicles: A Survey of Existing Approaches and Challengescited by 39
- 2023Towards Vehicle-to-everything Autonomous Driving: A Survey on Collaborative Perceptioncited by 38
- 2023Interruption-Aware Cooperative Perception for V2X Communication-Aided Autonomous Drivingcited by 25
- 2022Driver Digital Twin for Online Prediction of Personalized Lane Change Behaviorcited by 13
- 2021Vision-Cloud Data Fusion for ADAS: A Lane Change Prediction Case Studycited by 7
- 2023Car-Following Models: A Multidisciplinary Reviewcited by 7
- 2025Geo-ORBIT: A Federated Digital Twin Framework for Scene-Adaptive Lane Geometry Detectioncited by 1
- 2021Learning Based Task Offloading in Digital Twin Empowered Internet of Vehiclescited by 0
- 2025Geo-ORBIT: A Federated Digital Twin Framework for Scene-Adaptive Lane Geometry Detection11 Jul 2025
- 2023Towards Vehicle-to-everything Autonomous Driving: A Survey on Collaborative Perception31 Aug 2023
- 2023Federated Learning for Connected and Automated Vehicles: A Survey of Existing Approaches and Challenges21 Aug 2023
- 2023Interruption-Aware Cooperative Perception for V2X Communication-Aided Autonomous Driving24 Apr 2023
- 2023Car-Following Models: A Multidisciplinary Review14 Apr 2023
- 2022Learning for Vehicle-to-Vehicle Cooperative Perception under Lossy Communication16 Dec 2022
- 2022Driver Digital Twin for Online Prediction of Personalized Lane Change Behavior2 Nov 2022
- 2022CitySim: A Drone-Based Vehicle Trajectory Dataset for Safety Oriented Research and Digital Twins23 Aug 2022
- 2021Learning Based Task Offloading in Digital Twin Empowered Internet of Vehicles28 Dec 2021
- 2021Vision-Cloud Data Fusion for ADAS: A Lane Change Prediction Case Study7 Dec 2021