Towards Full Automated Drive in Urban Environments: A Demonstration in GoMentum Station, California
Not on the map. Why?
Abstract (arXiv)
Each year, millions of motor vehicle traffic accidents all over the world cause a large number of fatalities, injuries and significant material loss. Automated Driving (AD) has potential to drastically reduce such accidents. In this work, we focus on the technical challenges that arise from AD in urban environments. We present the overall architecture of an AD system and describe in detail the perception and planning modules. The AD system, built on a modified Acura RLX, was demonstrated in a course in GoMentum Station in California. We demonstrated autonomous handling of 4 scenarios: traffic lights, cross-traffic at intersections, construction zones and pedestrians. The AD vehicle displayed safe behavior and performed consistently in repeated demonstrations with slight variations in conditions. Overall, we completed 44 runs, encompassing 110km of automated driving with only 3 cases where the driver intervened the control of the vehicle, mostly due to error in GPS positioning. Our demonstration showed that robust and consistent behavior in urban scenarios is possible, yet more investigation is necessary for full scale roll-out on public roads.
Key facts. Cited by 17 papers in the map (data through 7 Oct 2026). First posted on arXiv 2 May 2017.
Builds on
No reference list yet.
Built on by
Citing papers per year: 2021: 7; 2022: 4; 2023: 4; 2024: 1; 2025: 1.
17 papers.
Sort:
By area:
- 2023I-24 MOTION: An instrument for freeway traffic sciencecited by 24
- 2021Deep Structured Reactive Planningcited by 18
- 2021Injecting Knowledge in Data-driven Vehicle Trajectory Predictorscited by 18
- 2021Safety-aware Motion Prediction with Unseen Vehicles for Autonomous Drivingcited by 15
- 2022Robustness and Adaptability of Reinforcement Learning based Cooperative Autonomous Driving in Mixed-autonomy Trafficcited by 15
- 2021DQ-GAT: Towards Safe and Efficient Autonomous Driving with Deep Q-Learning and Graph Attention Networkscited by 13
- 2021Carl-Lead: Lidar-based End-to-End Autonomous Driving with Contrastive Deep Reinforcement Learningcited by 11
- 2021Learning to Navigate Intersections with Unsupervised Driver Trait Inferencecited by 8
- 2022Prediction-aware and Reinforcement Learning based Altruistic Cooperative Drivingcited by 6
- 2021Reinforcement Learning Based Safe Decision Making for Highway Autonomous Drivingcited by 5
- 2023Failure Detection for Motion Prediction of Autonomous Driving: An Uncertainty Perspectivecited by 4
- 2023DRNet: A Decision-Making Method for Autonomous Lane Changingwith Deep Reinforcement Learningcited by 2
5 more
- 2022Adaptive Decision Making at the Intersection for Autonomous Vehicles Based on Skill Discoverycited by 1
- 2022Learning-based social coordination to improve safety and robustness of cooperative autonomous vehicles in mixed trafficcited by 1
- 2024AI-Powered CPS-Enabled Vulnerable-User-Aware Urban Transportation Digital Twin: Methods and Applicationscited by 1
- 2025AuthSim: Towards Authentic and Effective Safety-critical Scenario Generation for Autonomous Driving Testscited by 1
- 2023Decision Making for Autonomous Driving in Interactive Merge Scenarios via Learning-based Predictioncited by 0
- 2025AuthSim: Towards Authentic and Effective Safety-critical Scenario Generation for Autonomous Driving Tests28 Feb 2025
- 2024AI-Powered CPS-Enabled Vulnerable-User-Aware Urban Transportation Digital Twin: Methods and Applications30 Dec 2024
- 2023DRNet: A Decision-Making Method for Autonomous Lane Changingwith Deep Reinforcement Learning2 Nov 2023
- 2023Decision Making for Autonomous Driving in Interactive Merge Scenarios via Learning-based Prediction29 Mar 2023
- 2023I-24 MOTION: An instrument for freeway traffic science26 Jan 2023
- 2023Failure Detection for Motion Prediction of Autonomous Driving: An Uncertainty Perspective11 Jan 2023
- 2022Learning-based social coordination to improve safety and robustness of cooperative autonomous vehicles in mixed traffic22 Nov 2022
- 2022Prediction-aware and Reinforcement Learning based Altruistic Cooperative Driving19 Nov 2022
- 2022Adaptive Decision Making at the Intersection for Autonomous Vehicles Based on Skill Discovery24 Jul 2022
- 2022Robustness and Adaptability of Reinforcement Learning based Cooperative Autonomous Driving in Mixed-autonomy Traffic2 Feb 2022
- 2021Carl-Lead: Lidar-based End-to-End Autonomous Driving with Contrastive Deep Reinforcement Learning17 Sep 2021
- 2021Learning to Navigate Intersections with Unsupervised Driver Trait Inference14 Sep 2021
5 more
- 2021Safety-aware Motion Prediction with Unseen Vehicles for Autonomous Driving3 Sep 2021
- 2021DQ-GAT: Towards Safe and Efficient Autonomous Driving with Deep Q-Learning and Graph Attention Networks11 Aug 2021
- 2021Reinforcement Learning Based Safe Decision Making for Highway Autonomous Driving13 May 2021
- 2021Injecting Knowledge in Data-driven Vehicle Trajectory Predictors8 Mar 2021
- 2021Deep Structured Reactive Planning18 Jan 2021
- 2022Robustness and Adaptability of Reinforcement Learning based Cooperative Autonomous Driving in Mixed-autonomy Trafficcited by 15
- 2021DQ-GAT: Towards Safe and Efficient Autonomous Driving with Deep Q-Learning and Graph Attention Networkscited by 13
- 2021Carl-Lead: Lidar-based End-to-End Autonomous Driving with Contrastive Deep Reinforcement Learningcited by 11
- 2022Prediction-aware and Reinforcement Learning based Altruistic Cooperative Drivingcited by 6
- 2021Reinforcement Learning Based Safe Decision Making for Highway Autonomous Drivingcited by 5
- 2022Adaptive Decision Making at the Intersection for Autonomous Vehicles Based on Skill Discoverycited by 1
- 2022Learning-based social coordination to improve safety and robustness of cooperative autonomous vehicles in mixed trafficcited by 1
- 2025AuthSim: Towards Authentic and Effective Safety-critical Scenario Generation for Autonomous Driving Testscited by 1
- 2025AuthSim: Towards Authentic and Effective Safety-critical Scenario Generation for Autonomous Driving Tests28 Feb 2025
- 2022Learning-based social coordination to improve safety and robustness of cooperative autonomous vehicles in mixed traffic22 Nov 2022
- 2022Prediction-aware and Reinforcement Learning based Altruistic Cooperative Driving19 Nov 2022
- 2022Adaptive Decision Making at the Intersection for Autonomous Vehicles Based on Skill Discovery24 Jul 2022
- 2022Robustness and Adaptability of Reinforcement Learning based Cooperative Autonomous Driving in Mixed-autonomy Traffic2 Feb 2022
- 2021Carl-Lead: Lidar-based End-to-End Autonomous Driving with Contrastive Deep Reinforcement Learning17 Sep 2021
- 2021DQ-GAT: Towards Safe and Efficient Autonomous Driving with Deep Q-Learning and Graph Attention Networks11 Aug 2021
- 2021Reinforcement Learning Based Safe Decision Making for Highway Autonomous Driving13 May 2021
- 2023I-24 MOTION: An instrument for freeway traffic sciencecited by 24
- 2021Deep Structured Reactive Planningcited by 18
- 2021Injecting Knowledge in Data-driven Vehicle Trajectory Predictorscited by 18
- 2021Safety-aware Motion Prediction with Unseen Vehicles for Autonomous Drivingcited by 15
- 2021Learning to Navigate Intersections with Unsupervised Driver Trait Inferencecited by 8
- 2023Failure Detection for Motion Prediction of Autonomous Driving: An Uncertainty Perspectivecited by 4
- 2023DRNet: A Decision-Making Method for Autonomous Lane Changingwith Deep Reinforcement Learningcited by 2
- 2024AI-Powered CPS-Enabled Vulnerable-User-Aware Urban Transportation Digital Twin: Methods and Applicationscited by 1
- 2023Decision Making for Autonomous Driving in Interactive Merge Scenarios via Learning-based Predictioncited by 0
- 2024AI-Powered CPS-Enabled Vulnerable-User-Aware Urban Transportation Digital Twin: Methods and Applications30 Dec 2024
- 2023DRNet: A Decision-Making Method for Autonomous Lane Changingwith Deep Reinforcement Learning2 Nov 2023
- 2023Decision Making for Autonomous Driving in Interactive Merge Scenarios via Learning-based Prediction29 Mar 2023
- 2023I-24 MOTION: An instrument for freeway traffic science26 Jan 2023
- 2023Failure Detection for Motion Prediction of Autonomous Driving: An Uncertainty Perspective11 Jan 2023
- 2021Learning to Navigate Intersections with Unsupervised Driver Trait Inference14 Sep 2021
- 2021Safety-aware Motion Prediction with Unseen Vehicles for Autonomous Driving3 Sep 2021
- 2021Injecting Knowledge in Data-driven Vehicle Trajectory Predictors8 Mar 2021
- 2021Deep Structured Reactive Planning18 Jan 2021