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相关论文: Analysis of draft EU ADS Performance Requirements

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Technology advancement for on-road vehicles has gained significant momentum in the past decades, particularly in the field of vehicle automation and powertrain electrification. The optimization of powertrain controls for autonomous vehicles…

系统与控制 · 电气工程与系统科学 2023-12-14 Mohammadali Kargar , Xingyong Song

Autonomous driving is getting a lot of attention in the last decade and will be the hot topic at least until the first successful certification of a car with Level 5 autonomy. There are many public datasets in the academic community.…

计算机视觉与模式识别 · 计算机科学 2019-01-29 Michal Uricar , David Hurych , Pavel Krizek , Senthil Yogamani

Ensuring the safety and reliability of Automated Driving Systems (ADS) remains a critical challenge, as traditional verification methods such as large-scale on-road testing are prohibitively costly and time-consuming.To address…

软件工程 · 计算机科学 2025-12-18 Ji Zhou , Yongqi Zhao , Yixian Hu , Hexuan Li , Zhengguo Gu , Nan Xu , Arno Eichberger

While procedures prevail on the European market for the greater good of its citizens, it might be daunting when trying to introduce a product, whether innovative or not. In the current world, Cyber-Physical Systems (CPSs) are ubiquitous in…

软件工程 · 计算机科学 2024-12-06 Guillaume Nguyen , Manon Knockaert , Michael Lognoul , Xavier Devroey

This paper presents a comprehensive review of trajectory data of Advanced Driver Assistance System equipped-vehicle, with the aim of precisely model of Autonomous Vehicles (AVs) behavior. This study emphasizes the importance of trajectory…

应用统计 · 统计学 2024-12-31 Hang Zhou , Ke Ma , Xiaopeng Li

Points 2.1.4(b), 2.4.2(b) and 2.4.3(b) in Annex I of Implementing Regulation (EU) No. 402/2013 allow a simplified approach for the safety approval of computer vision systems for driverless trains, if they have 'similar' functions and…

计算机视觉与模式识别 · 计算机科学 2025-11-19 Rustam Tagiew , Prasannavenkatesh Balaji

Level 3 automated driving systems (ADS) have attracted significant attention and are being commercialized. A level 3 ADS prompts the driver to take control by issuing a request to intervene (RtI) when its operational design domains (ODD)…

人机交互 · 计算机科学 2026-04-22 Ryuji Matsuo , Hailong Liu , Toshihiro Hiraoka , Takahiro Wada

Efficient scalability of automated driving (AD) is key to reducing costs, enhancing safety, conserving resources, and maximizing impact. However, research focuses on specific vehicles and context, while broad deployment requires scalability…

计算机与社会 · 计算机科学 2025-07-25 Lars Ullrich , Michael Buchholz , Jonathan Petit , Klaus Dietmayer , Knut Graichen

Ensuring data quality in machine learning (ML) systems has become increasingly complex as regulatory requirements expand. In the European Union (EU), frameworks such as the General Data Protection Regulation (GDPR) and the Artificial…

数据库 · 计算机科学 2026-02-06 Yichun Wang , Kristina Irion , Paul Groth , Hazar Harmouch

Automated driving systems require monitoring mechanisms to ensure safe operation, especially if system components degrade or fail. Their runtime self-representation plays a key role as it provides a-priori knowledge about the system's…

机器人学 · 计算机科学 2024-07-30 Richard Schubert , Marvin Loba , Jasper Sünnemann , Torben Stolte , Markus Maurer

Autonomous vehicles (AV) are expected to reshape future transportation systems, and decision-making is one of the critical modules toward high-level automated driving. To overcome those complicated scenarios that rule-based methods could…

机器人学 · 计算机科学 2023-09-25 Yuning Wang , Zeyu Han , Yining Xing , Shaobing Xu , Jianqiang Wang

The recent proliferation of computing technologies (e.g., sensors, computer vision, machine learning, and hardware acceleration), and the broad deployment of communication mechanisms (e.g., DSRC, C-V2X, 5G) have pushed the horizon of…

分布式、并行与集群计算 · 计算机科学 2020-12-09 Liangkai Liu , Sidi Lu , Ren Zhong , Baofu Wu , Yongtao Yao , Qingyang Zhang , Weisong Shi

With fully automated driving systems (ADS; SAE level 4) ride-hailing services expanding in the US, we are now approaching an inflection point, where the process of retrospectively evaluating ADS safety impact can start to yield…

As the popularity of autonomous vehicles has grown, many standards and regulators, such as ISO, NHTSA, and Euro NCAP, require safety validation to ensure a sufficient level of safety before deploying them in the real world. Manufacturers…

机器学习 · 计算机科学 2024-10-30 Linh Trinh , Ali Anwar , Siegfried Mercelis

Ensuring the quality of automated driving systems is a major challenge the automotive industry is facing. In this context, quality defines the degree to which an object meets expectations and requirements. Especially, automated vehicles at…

软件工程 · 计算机科学 2022-04-11 Barbara Schütt , Markus Steimle , Birte Kramer , Danny Behnecke , Eric Sax

Modern software has been an integral part of everyday activities in many disciplines and application contexts. Introducing intelligent automation by leveraging artificial intelligence (AI) led to break-throughs in many fields. The…

软件工程 · 计算机科学 2024-02-20 Sallam Abualhaija , Marcello Ceci , Lionel Briand

Motion planning is an essential element of the modular architecture of autonomous vehicles, serving as a bridge between upstream perception modules and downstream low-level control signals. Traditional motion planners were initially…

机器人学 · 计算机科学 2024-06-11 MReza Alipour Sormoli , Konstantinos Koufos , Mehrdad Dianati , Roger Woodman

The risen complexity of automotive systems requires new development strategies and methods to master the upcoming challenges. Traditional methods need thus to be changed by an increased level of automation, and a faster continuous…

软件工程 · 计算机科学 2024-04-04 Romina Eramo , Hamzeh Eyal Salman , Matteo Spezialetti , Darko Stern , Pierre Quinton , Antonio Cicchetti

One of the major impediments in deployment of Autonomous Driving Systems (ADS) is their safety and reliability. The primary reason for the complexity of testing ADS is that it operates in an open world characterized by its…

Recently, autonomous driving system (ADS) has been widely adopted due to its potential to enhance travel convenience and alleviate traffic congestion, thereby improving the driving experience for consumers and creating lucrative…

综合经济学 · 经济学 2025-03-24 Mingliang Li , Yanrong Li , Lai Wei , Wei Jiang , Zuo-Jun Max Shen