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相关论文: How does Simulation-based Testing for Self-driving…

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The capability to follow a lead-vehicle and avoid rear-end collisions is one of the most important functionalities for human drivers and various Advanced Driver Assist Systems (ADAS). Existing safety performance justification of the…

机器人学 · 计算机科学 2022-05-25 Bowen Weng , Minghao Zhu , Keith Redmill

A recurring problem in software development is incorrect decision making on the techniques, methods and tools to be used. Mostly, these decisions are based on developers' perceptions about them. A factor influencing people's perceptions is…

软件工程 · 计算机科学 2024-02-13 Sira Vegas , Patricia Riofrio , Esperanza Marcos , Natalia Juristo

Simulation-based testing of self-driving cars (SDCs) typically relies on scripted pedestrian models that do not capture the heterogeneity and uncertainty of real crossing behavior, limiting the realism of safety assessments, especially for…

机器学习 · 计算机科学 2026-05-27 Prakash Aryan , Kaushik Raghupathruni , Timo Kehrer , Sebastiano Panichella

Partial driving automation creates a tension: drivers remain legally responsible for vehicle behaviour, yet their active control is significantly reduced. This reduction undermines the engagement and sense of agency needed to intervene…

In order to ensure autonomous vehicles are safe for on-road deployment, simulation-based testing has become an integral complement to on-road testing. The rise in simulation testing and validation reflects a growing need to verify that AV…

形式语言与自动机理论 · 计算机科学 2024-06-26 Devan Shanker

The selection of relevant test scenarios for the scenario-based testing and safety validation of automated driving systems (ADSs) remains challenging. An important aspect of the relevance of a scenario is the challenge it poses for an ADS.…

软件工程 · 计算机科学 2024-04-17 Lennart Vater , Sven Tarlowski , Michael Schuldes , Lutz Eckstein

The driving environment perception has a vital role for autonomous driving and nowadays has been actively explored for its realization. The research community and relevant stakeholders necessitate the development of Deep Learning (DL)…

人工智能 · 计算机科学 2025-10-16 Jalal Khan , Manzoor Khan , Sherzod Turaev , Sumbal Malik , Hesham El-Sayed , Farman Ullah

Virtual testing using synthetic data has become a cornerstone of autonomous vehicle (AV) safety assurance. Despite progress in improving visual realism through advanced simulators and generative AI, recent studies reveal that pixel-level…

人工智能 · 计算机科学 2026-01-29 Danial Safaei , Siddartha Khastgir , Mohsen Alirezaei , Jeroen Ploeg , Son Tong , Chih-Hong Cheng , Xingyu Zhao

Autonomous vehicles are becoming popular day by day not only for autonomous road traversal but also for industrial automation, farming and military. Most of the standard vehicles follow the Ackermann style steering mechanism. This has…

机器人学 · 计算机科学 2025-11-27 Shantanu Rahman , Nayeb Hasin , Mainul Islam , Golam Sarowar

Perception systems, especially cameras, are the eyes of automated driving systems. Ensuring that they function reliably and robustly is therefore an important building block in the automation of vehicles. There are various approaches to…

计算机视觉与模式识别 · 计算机科学 2024-07-15 Philipp Rigoll , Laurenz Adolph , Lennart Ries , Eric Sax

This paper studies the evaluation of learning-based object detection models in conjunction with model-checking of formal specifications defined on an abstract model of an autonomous system and its environment. In particular, we define two…

机器人学 · 计算机科学 2022-10-20 Apurva Badithela , Tichakorn Wongpiromsarn , Richard M. Murray

How effective are recent advancements in autonomous vehicle perception systems when applied to real-world autonomous vehicle control? While numerous vision-based autonomous vehicle systems have been trained and evaluated in simulated…

机器人学 · 计算机科学 2024-09-12 Mustafa Yildirim , Barkin Dagda , Vinal Asodia , Saber Fallah

Safety and cost are two important concerns for the development of autonomous driving technologies. From the academic research to commercial applications of autonomous driving vehicles, sufficient simulation and real world testing are…

机器人学 · 计算机科学 2023-07-03 Xuemin Hu , Shen Li , Tingyu Huang , Bo Tang , Rouxing Huai , Long Chen

While the most visible part of the safety verification process of automated vehicles concerns the planning and control system, it is often overlooked that safety of the latter crucially depends on the fault-tolerance of the preceding…

机器人学 · 计算机科学 2021-11-25 Cornelius Buerkle , Florian Geissler , Michael Paulitsch , Kay-Ulrich Scholl

Scenario-based testing is envisioned as a key approach for the safety assurance of autonomous vehicles. In scenario-based testing, relevant (driving) scenarios are the basis of tests. Many recent works focus on specification, variation,…

软件工程 · 计算机科学 2023-07-12 Till Schallau , Stefan Naujokat , Fiona Kullmann , Falk Howar

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…

系统与控制 · 电气工程与系统科学 2026-04-09 Kiruthiga Chandra Shekar , Aliasghar Moj Arab

Safety validation is a crucial component in the development and deployment of autonomous systems, such as self-driving vehicles and robotic systems. Ensuring safe operation necessitates extensive testing and verification of control…

系统与控制 · 电气工程与系统科学 2023-05-11 Ali Baheri , Mykel J. Kochenderfer

Autonomous driving functions (ADFs) in public traffic have to comply with complex system requirements that are based on knowledge of experts from different disciplines, e.g., lawyers, safety experts, psychologists. In this paper, we present…

计算机科学中的逻辑 · 计算机科学 2022-09-29 Dominik Grundt , Anna Köhne , Ishan Saxena , Ralf Stemmer , Bernd Westphal , Eike Möhlmann

In the simulation-based testing and evaluation of autonomous vehicles (AVs), how background vehicles (BVs) drive directly influences the AV's driving behavior and further impacts the testing result. Existing simulation platforms use either…

系统与控制 · 电气工程与系统科学 2021-02-05 Lin Liu , Shuo Feng , Yiheng Feng , Xichan Zhu , Henry X. Liu

Safety in human-robot interaction can be divided into physical safety and perceived safety, where the latter is still under-addressed in the literature. Investigating perceived safety in human-robot interaction requires a multidisciplinary…

人机交互 · 计算机科学 2021-10-19 Neziha Akalin , Annica Kristoffersson , Amy Loutfi
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