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Autonomous vehicles promise a future with a safer, cleaner, more efficient, and more reliable transportation system. However, the current approach to autonomy has focused on building small, disparate intelligences that are closed off to the…

Vision-Language Models (VLMs) have recently emerged as a promising paradigm in autonomous driving (AD). However, current performance evaluation protocols for VLM-based AD systems (ADVLMs) are predominantly confined to open-loop settings…

Computer Vision and Pattern Recognition · Computer Science 2025-08-21 Tianyuan Zhang , Ting Jin , Lu Wang , Jiangfan Liu , Siyuan Liang , Mingchuan Zhang , Aishan Liu , Xianglong Liu

Communication technologies enable coordination among connected and autonomous vehicles (CAVs). However, it remains unclear how to utilize shared information to improve the safety and efficiency of the CAV system in dynamic and complicated…

Robotics · Computer Science 2023-03-15 Zhili Zhang , Songyang Han , Jiangwei Wang , Fei Miao

This paper presents the CAT Vehicle (Cognitive and Autonomous Test Vehicle) Testbed: a research testbed comprised of a distributed simulation-based autonomous vehicle, with straightforward transition to hardware in the loop testing and…

Robotics · Computer Science 2018-04-13 Rahul Kumar Bhadani , Jonathan Sprinkle , Matthew Bunting

The advancement of Connected and Automated Vehicles (CAVs) and Vehicle-to-Everything (V2X) offers significant potential for enhancing transportation safety, mobility, and sustainability. However, the integration and analysis of the diverse…

Artificial Intelligence · Computer Science 2025-03-05 Keshu Wu , Pei Li , Yang Zhou , Rui Gan , Junwei You , Yang Cheng , Jingwen Zhu , Steven T. Parker , Bin Ran , David A. Noyce , Zhengzhong Tu

With the increasing safety validation requirements for the release of a self-driving car, alternative approaches, such as simulation-based testing, are emerging in addition to conventional real-world testing. In order to rely on virtual…

Robotics · Computer Science 2021-06-22 Anthony Ngo , Max Paul Bauer , Michael Resch

When connected and autonomous vehicles (CAVs) are widely used in the future, we can foresee many essential applications, such as platoon formation and autonomous police patrolling, which need two CAVs, originally separated in a mixed…

Optimization and Control · Mathematics 2022-07-28 Jiahua Qiu , Lili Du

Realistic and controllable simulation is critical for advancing end-to-end autonomous driving, yet existing approaches often struggle to support novel view synthesis under large viewpoint changes or to ensure geometric consistency. We…

We describe a software framework and a hardware platform used in tandem for the design and analysis of robot autonomy algorithms in simulation and reality. The software, which is open source, containerized, and operating system (OS)…

Software-in-the-loop (SIL) simulation is a widely used method for the rapid development and testing of autonomous vehicles because of its flexibility and efficiency. This paper presents a case study on the validation of an in-house…

Software Engineering · Computer Science 2024-06-06 Zhennan Fei , Mikael Andersson , Andreas Tingberg

Development of applications related to closed-loop control requires either testing on the field or on a realistic simulator, with the latter being more convenient, inexpensive, safe, and leading to shorter development cycles. To address…

Connected and automated vehicles (CAVs) are supposed to share the road with human-driven vehicles (HDVs) in a foreseeable future. Therefore, considering the mixed traffic environment is more pragmatic, as the well-planned operation of CAVs…

Systems and Control · Electrical Eng. & Systems 2024-09-05 Xishun Liao , Xuanpeng Zhao , Ziran Wang , Zhouqiao Zhao , Kyungtae Han , Rohit Gupta , Matthew J. Barth , Guoyuan Wu

In this paper, we present a novel digital twin prototype for a learning-enabled self-driving vehicle. The primary objective of this digital twin is to perform traffic sign recognition and lane keeping. The digital twin architecture relies…

Closed-loop simulation environments play a crucial role in the validation and enhancement of autonomous driving systems (ADS). However, certain challenges warrant significant attention, including balancing simulation accuracy with duration,…

Robotics · Computer Science 2025-02-14 Daocheng Fu , Naiting Zhong , Xu Han , Pinlong Cai , Licheng Wen , Song Mao , Botian Shi , Yu Qiao

We address the problem of optimally controlling Connected and Automated Vehicles (CAVs) arriving from two multi-lane roads and merging at multiple points where the objective is to jointly minimize the travel time and energy consumption of…

Systems and Control · Electrical Eng. & Systems 2020-06-02 Wei Xiao , Christos G. Cassandras , Calin Belta

An easily moving and safe transportation is an indicator in any country in the world of economic growth and well-being. For the past 100 years, innovation within the automotive sector has brought major technological advances leading to…

Computers and Society · Computer Science 2018-11-30 Raja Sattiraju , Pratip Chakraborty , Hans D. Schotten , Xiaohai Lin , Daniel Görges

Vision-Language Models (VLMs) have demonstrated notable promise in autonomous driving by offering the potential for multimodal reasoning through pretraining on extensive image-text pairs. However, adapting these models from broad web-scale…

Robotics · Computer Science 2025-06-18 Yupeng Zhou , Can Cui , Juntong Peng , Zichong Yang , Juanwu Lu , Jitesh H Panchal , Bin Yao , Ziran Wang

Autonomous driving systems continue to face safety-critical failures, often triggered by rare and unpredictable corner cases that evade conventional testing. We present the Autonomous Driving Digital Twin (ADDT) framework, a high-fidelity…

Robotics · Computer Science 2025-04-15 Bo Yu , Chaoran Yuan , Zishen Wan , Jie Tang , Fadi Kurdahi , Shaoshan Liu

With the rise of vision-language models (VLM), their application for autonomous driving (VLM4AD) has gained significant attention. Meanwhile, in autonomous driving, closed-loop evaluation has become widely recognized as a more reliable…

Robotics · Computer Science 2026-04-03 Xiaosong Jia , Yuqian Shao , Zhenjie Yang , Qifeng Li , Zhiyuan Zhang , Junchi Yan

A hybrid digital twin framework is presented for bridge condition monitoring using existing traffic cameras and weather APIs, reducing reliance on dedicated sensor installations. The approach is demonstrated on the Peace Bridge (99 years in…

Artificial Intelligence · Computer Science 2026-03-17 Phani Raja Bharath Balijepalli , Bulent Soykan , Veeraraghava Raju Hasti