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The development of Automated Vehicles (AVs) is progressing quickly and the first robotaxi services are being deployed worldwide. However, to receive authority certification for mass deployment, manufactures need to justify that their AVs…

Robotics · Computer Science 2022-08-25 Fabian Oboril , Cornelius Buerkle , Alon Sussmann , Simcha Bitton , Simone Fabris

Simulation has the potential to transform the development of robust algorithms for mobile agents deployed in safety-critical scenarios. However, the poor photorealism and lack of diverse sensor modalities of existing simulation engines…

Highway merging scenarios featuring mixed traffic conditions pose significant modeling and control challenges for connected and automated vehicles (CAVs) interacting with incoming on-ramp human-driven vehicles (HDVs). In this paper, we…

Machine Learning · Computer Science 2023-04-04 Nishanth Venkatesh , Viet-Anh Le , Aditya Dave , Andreas A. Malikopoulos

Understanding human driving behavior is crucial to develop autonomous vehicles' algorithms. However, most low level automation, such as the one in advanced driving assistance systems (ADAS), is based on objective safety measures, which are…

Robotics · Computer Science 2022-11-03 Enrico Del Re , Cristina Olaverri-Monreal

The homologation of automated vehicles, being safety-critical complex systems, requires sound evidence for their safe operability. Traditionally, verification and validation activities are guided by a combination of ISO 26262 and ISO/PAS…

Software Engineering · Computer Science 2020-05-12 Christian Neurohr , Lukas Westhofen , Tabea Henning , Thies de Graaff , Eike Möhlmann , Eckard Böde

Autonomous Driving Systems (ADS) use complex decision-making (DM) models with multimodal sensory inputs, making rigorous validation and verification (V&V) essential for safety and reliability. These models pose challenges in diagnosing…

Software Engineering · Computer Science 2025-10-07 Halit Eris , Stefan Wagner

Autonomous vehicles (AVs) rely on multi-modal fusion for safety, but current visual and optical sensors fail to detect road-induced excitations which are critical for vehicles' dynamic control. Inspired by human synesthesia, we propose the…

Artificial Intelligence · Computer Science 2026-02-03 Rui Wang , Yaoguang Cao , Yuyi Chen , Jianyi Xu , Zhuoyang Li , Jiachen Shang , Shichun Yang

Driver assistance systems, also called automated driving systems, allow drivers to immerse themselves in non-driving-related tasks. Unfortunately, drivers may not trust the automated driving system, which prevents either handing over the…

Human-Computer Interaction · Computer Science 2019-03-14 Luke Petersen , Lionel Robert , X. Jessie Yang , Dawn M. Tilbury

This study presents a novel approach for modeling and simulating human-vehicle interactions in order to examine the effects of automated driving systems (ADS) on driving performance and driver control workload. Existing driver-ADS…

Robotics · Computer Science 2022-10-26 Kenechukwu C. Mbanisi , Hideyuki Kimpara , Zhi Li , Danil Prokhorov , Michael A. Gennert

We present the Field of Safe Motion (FSM), a quantitative safety model for determining whether a driver maintains a collision-free escape route, or "out," at any given moment by accounting for that driver's physical capabilities and the…

Robotics · Computer Science 2026-05-07 Leif Johnson , Trent Victor , Johan Engström

An online evolving framework is proposed to support modeling the safe Automated Vehicle (AV) control system by making the controller able to recognize unexpected situations and react appropriately by choosing a better action. Within the…

Robotics · Computer Science 2019-08-29 Teawon Han , Dimitar Filev , Umit Ozguner

Remotely operating vehicles utilizes the benefits of vehicle automation when fully automated driving is not yet possible. A human operator ensures safety and availability from afar and supports the vehicle automation when its capabilities…

Human-Computer Interaction · Computer Science 2024-02-20 Andreas Schrank , Fabian Walocha , Stefan Brandenburg , Michael Oehl

Driver models play a vital role in developing and verifying autonomous vehicles (AVs). Previously, they are mainly applied in traffic flow simulation to model driver behavior. With the development of AVs, driver models attract much…

Robotics · Computer Science 2023-11-16 Cheng Wang , Fengwei Guo , Ruilin Yu , Luyao Wang , Yuxin Zhang

Risk assessment is a crucial component of collision warning and avoidance systems in intelligent vehicles. To accurately detect potential vehicle collisions, reachability-based formal approaches have been developed to ensure driving safety,…

Robotics · Computer Science 2023-06-02 Xinwei Wang , Zirui Li , Javier Alonso-Mora , Meng Wang

This paper presents a scenario generation framework that creates diverse, parametrized, and safety-critical driving situations to validate the safety features of autonomous vehicles in simulation [15]. By modeling factors such as road…

Systems and Control · Electrical Eng. & Systems 2026-04-09 Kiruthiga Chandra Shekar , Aliasghar Moj Arab

Intelligent mechanisms implemented in autonomous vehicles, such as proactive driving assist and collision alerts, reduce traffic accidents. However, verifying their correct functionality is difficult due to complex interactions with the…

Cryptography and Security · Computer Science 2025-05-21 Diego Ortiz Barbosa , Luis Burbano , Carlos Hernandez , Zengxiang Lei , Younghee Park , Satish Ukkusuri , Alvaro A Cardenas

Advanced Driver Assistance Systems (ADAS) improve driving safety significantly. They alert drivers from unsafe traffic conditions when a dangerous maneuver appears. Traditional methods to predict driving maneuvers are mostly based on…

Artificial Intelligence · Computer Science 2018-05-09 Dong Zhou , Huimin Ma , Yuhan Dong

The MUSICC project has created a proof-of-concept scenario database to be used as part of a type approval process for the verification of automated driving systems (ADS). This process must include a highly automated means of evaluating test…

Robotics · Computer Science 2020-05-27 Robert Myers , Zeyn Saigol

Extracting interesting scenarios from real-world data as well as generating failure cases is important for the development and testing of autonomous systems. We propose efficient mechanisms to both characterize and generate testing…

With the advent of ISO 26262 there is an increased emphasis on top-down design in the automotive industry. ISO 26262 lacks detailed requirements for its various constituent phases. The lack of guidance becomes evident for the reuse of…

Systems and Control · Electrical Eng. & Systems 2019-12-09 Naveen Mohan , Martin Törngren , Sagar Behere