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This paper explores Deep Learning (DL) methods that are used or have the potential to be used for traffic video analysis, emphasizing driving safety for both Autonomous Vehicles (AVs) and human-operated vehicles. We present a typical…

Computer Vision and Pattern Recognition · Computer Science 2022-07-07 Abolfazl Razi , Xiwen Chen , Huayu Li , Hao Wang , Brendan Russo , Yan Chen , Hongbin Yu

Last-mile delivery of goods has gained a lot of attraction during the COVID-19 pandemic. However, current package delivery processes often lead to parking in the second lane, which in turn has negative effects on the urban environment in…

Software Engineering · Computer Science 2024-09-01 Iqra Aslam , Adina Aniculaesei , Abhishek Buragohain , Daniel Bamal , Andreas Rausch

Simulating and validating coordination among multiple autonomous vehicles remains challenging, as many existing simulation architectures are limited to single-vehicle operation or rely on centralized control. This paper presents the…

Robotics · Computer Science 2026-02-03 Zubair Islam , Mohamed El-Darieby

Safety and performance are key enablers for autonomous driving: on the one hand we want our autonomous vehicles (AVs) to be safe, while at the same time their performance (e.g., comfort or progression) is key to adoption. To effectively…

Robotics · Computer Science 2023-05-04 Pasquale Antonante , Sushant Veer , Karen Leung , Xinshuo Weng , Luca Carlone , Marco Pavone

Organizations deploying AI-enabled Intelligent Transportation Systems face fragmented governance: ISO/IEC 42001 demands a certifiable management system, the EU AI Act imposes binding high-risk obligations from August 2026, and the NIST AI…

Computers and Society · Computer Science 2026-04-28 Talal Ashraf Butt , Muhammad Iqbal , Razi Iqbal

The rapid development of artificial intelligence, especially deep learning technology, has advanced autonomous driving systems (ADSs) by providing precise control decisions to counterpart almost any driving event, spanning from anti-fatigue…

Machine Learning · Computer Science 2021-04-13 Yao Deng , Tiehua Zhang , Guannan Lou , Xi Zheng , Jiong Jin , Qing-Long Han

While the adoption of Service-Oriented Architectures (SOA) eases the implementation of features such as autonomous driving and over-the-air updates, it also increases the vehicle's exposure to attacks that may place road-users in harm. To…

Logic in Computer Science · Computer Science 2022-12-26 Yuri Gil Dantas , Simon Barner , Pei Ke , Vivek Nigam , Ulrich Schoepp

This paper integrates Fault Tree Analysis (FTA) and Bayesian Networks (BN) to assess collision risk and establish Automotive Safety Integrity Level (ASIL) B failure rate targets for critical autonomous vehicle (AV) components. The FTA-BN…

Systems and Control · Electrical Eng. & Systems 2025-09-29 Lansu Dai , Burak Kantarci

A framework is proposed to assess the safety of maintenance work zones in a timely manner, show whether there are safety hazards, whether adjustments need to be made and how to adjust it. By means of advanced data acquisition technologies…

Other Computer Science · Computer Science 2019-11-05 Zhepu Xu , Qun Yang

Safety validation for Level 4 autonomous vehicles (AVs) is currently bottlenecked by the inability to scale the detection of rare, high-risk long-tail scenarios using traditional rule-based heuristics. We present Deep-Flow, an unsupervised…

Robotics · Computer Science 2026-02-20 Antonio Guillen-Perez

This paper explores the role and challenges of Artificial Intelligence (AI) algorithms, specifically AI-based software elements, in autonomous driving systems. These AI systems are fundamental in executing real-time critical functions in…

Artificial Intelligence · Computer Science 2024-03-01 Mandar Pitale , Alireza Abbaspour , Devesh Upadhyay

Environmental changes, failures, collisions or even terrorist attacks can cause serious malfunctions of the delivery systems. We have presented a novel approach improving resilience of Autonomous Moving Platforms AMPs. The approach is based…

Software Engineering · Computer Science 2017-05-16 Bogdan Czejdo , Sambit Bhattacharya , Mikołaj Baszun , Wiktor B. Daszczuk

As connected and autonomous vehicles proliferate, the Controller Area Network (CAN) bus has become the predominant communication standard for in-vehicle networks due to its speed and efficiency. However, the CAN bus lacks basic security…

Cryptography and Security · Computer Science 2024-08-19 Muzun Althunayyan , Amir Javed , Omer Rana

Action anticipation, intent prediction, and proactive behavior are all desirable characteristics for autonomous driving policies in interactive scenarios. Paramount, however, is ensuring safety on the road -- a key challenge in doing so is…

When considering the accuracy of sensors in an automated vehicle (AV), it is not sufficient to evaluate the performance of any given sensor in isolation. Rather, the performance of any individual sensor must be considered in the context of…

Robotics · Computer Science 2020-09-09 Jack Weast

The in-vehicle diagnostic and software update system, which supports remote diagnostic and Over-The-Air (OTA) software updates, is a critical attack goal in automobiles. Adversaries can inject malicious software into vehicles or steal…

Cryptography and Security · Computer Science 2020-12-01 Jinghua Yu , Stefan Wagner , Feng Luo

With their potential to significantly reduce traffic accidents, enhance road safety, optimize traffic flow, and decrease congestion, autonomous driving systems are a major focus of research and development in recent years. Beyond these…

Robotics · Computer Science 2024-11-18 Xu Wang , Mohammad Ali Maleki , Muhammad Waqar Azhar , Pedro Trancoso

The transition to the smart grid introduces complexity to the design and operation of electric power systems. This complexity has the potential to result in safety-related losses that are caused, for example, by unforeseen interactions…

Software Engineering · Computer Science 2023-09-15 Paul Smith , Eva Piatkowska , Edmund Widl , Filip Pröstl Andrén , Thomas I. Strasser

As the horizon of intelligent transportation expands with the evolution of Automated Driving Systems (ADS), ensuring paramount safety becomes more imperative than ever. Traditional risk assessment methodologies, primarily crafted for…

Systems and Control · Electrical Eng. & Systems 2024-01-19 Anil Ranjitbhai Patel , Peter Liggesmeyer

Probabilistic security assessment and real-time dynamic security assessments (DSA) are promising to better handle the risks of system operations. The current methodologies of security assessments may require many time-domain simulations for…

Systems and Control · Electrical Eng. & Systems 2023-01-06 Jochen L. Cremer , Goran Strbac