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Pedestrian safety has become an important research topic among various studies due to the increased number of pedestrian-involved crashes. To evaluate pedestrian safety proactively, surrogate safety measures (SSMs) have been widely used in…

机器学习 · 计算机科学 2023-08-01 Pei Li , Huizhong Guo , Shan Bao , Arpan Kusari

Surrogate safety measures can provide fast and pro-active safety analysis and give insights on the pre-crash process and crash failure mechanism by studying near misses. However, validating surrogate safety measures by connecting them to…

机器学习 · 计算机科学 2022-10-05 Jiajian Lu , Offer Grembek , Mark Hansen

Traffic microscopic simulation applications are a common tool in road transportation analysis and several attempts to perform road safety assessments have recently been carried out. However, these approaches often ignore causal…

计算工程、金融与科学 · 计算机科学 2018-10-12 Carlos Lima Azevedo , João L. Cardoso , Moshe E. Ben-Akiva

Traffic safety is important in reducing death and building a harmonious society. In addition to studies of accident incidences, the perception of driving risk is significant in guiding the implementation of appropriate driving…

数值分析 · 数学 2022-11-08 Renfei Wu , Linheng Li , Haotian Shi , Yikang Rui , Dong Ngoduy , Bin Ran

Accurately and proactively alerting drivers or automated systems to emerging collisions is crucial for road safety, particularly in highly interactive and complex urban environments. Existing methods either require labour-intensive…

机器人学 · 计算机科学 2026-03-26 Yiru Jiao , Simeon C. Calvert , Sander van Cranenburgh , Hans van Lint

Traffic conflict detection is essential for proactive road safety by identifying potential collisions before they occur. Existing methods rely on surrogate safety measures tailored to specific interactions (e.g., car-following,…

机器人学 · 计算机科学 2024-12-24 Yiru Jiao , Simeon C. Calvert , Sander van Cranenburgh , Hans van Lint

This paper presents a generic analytical framework tailored for surrogate safety measures (SSMs) that is versatile across various highway geometries, capable of encompassing vehicle dynamics of differing dimensionality and fidelity, and…

系统与控制 · 电气工程与系统科学 2024-05-28 Sixu Li , Mohammad Anis , Dominique Lord , Hao Zhang , Yang Zhou , Xinyue Ye

Vehicles with Automated Driving Systems (ADS) operate in a high-dimensional continuous system with multi-agent interactions. This continuous system features various types of traffic agents (non-homogeneous) governed by continuous-motion…

机器人学 · 计算机科学 2020-05-21 Bowen Weng , Sughosh J. Rao , Eeshan Deosthale , Scott Schnelle , Frank Barickman

The application of Computer Vision (CV) techniques massively stimulates microscopic traffic safety analysis from the perspective of traffic conflicts and near misses, which is usually measured using Surrogate Safety Measures (SSM). However,…

计算机视觉与模式识别 · 计算机科学 2023-07-11 Mohamed Abdel-Aty , Zijin Wang , Ou Zheng , Amr Abdelraouf

Simulation-based probabilistic risk assessment (SPRA) is a systematic and comprehensive methodology that has been used and refined over the past few decades to evaluate the risks associated with complex systems. SPRA models are well…

系统与控制 · 电气工程与系统科学 2022-07-27 Tarannom Parhizkar

A collision hazard measure that has the essential characteristics to provide a measurement of safety that will be useful to AV developers, traffic infrastructure developers and managers, regulators and the public is introduced here. The…

机器人学 · 计算机科学 2022-05-19 Erik K. Antonsson , Ph. D. , P. E. , N. A. E

Learning-based methodologies increasingly find applications in safety-critical domains like autonomous driving and medical robotics. Due to the rare nature of dangerous events, real-world testing is prohibitively expensive and unscalable.…

机器学习 · 计算机科学 2021-08-10 Aman Sinha , Matthew O'Kelly , Russ Tedrake , John Duchi

Driving safety analysis has recently experienced unprecedented improvements thanks to technological advances in precise positioning sensors, artificial intelligence (AI)-based safety features, autonomous driving systems, connected vehicles,…

计算机视觉与模式识别 · 计算机科学 2022-06-14 Xiwen Chen , Hao Wang , Abolfazl Razi , Brendan Russo , Jason Pacheco , John Roberts , Jeffrey Wishart , Larry Head , Alonso Granados Baca

This paper introduces a general simulation framework that can allow the simulation of crashes and the evaluation of consequences on existing microsimulation packages. A specific family of simple and reproducible conflict indicators is…

多智能体系统 · 计算机科学 2018-08-07 Vittorio Astarita , Vincenzo Pasquale Giofré

Demand for high-performance, robust, and safe autonomous systems has grown substantially in recent years. These objectives motivate the desire for efficient safety-theoretic reasoning that can be embedded in core decision-making tasks such…

机器人学 · 计算机科学 2022-12-27 Kristoffer M. Frey , Ted J. Steiner , Jonathan P. How

The classical approach to design a system is based on a deterministic perspective where the assumption is that the system and its environment are fully predictable, and their behaviour is completely known to the designer. Although this…

软件工程 · 计算机科学 2021-10-14 Hamed S Nejad , Tarannom Parhizkar , Ali Mosleh

Classical approaches and procedures for testing of automated vehicles of SAE levels 1 and 2 were based on defined scenarios with specific maneuvers, depending on the function under test. For automated driving systems (ADS) of SAE level 3+,…

机器人学 · 计算机科学 2021-05-24 Demin Nalic , Hexuan Li , Arno Eichberger , Christoph Wellershaus , Aleksa Pandurevic , Branko Rogic

We propose an computational framework for real-time risk assessment and prioritizing for random outcomes without prior information on probability distributions. The basic model is built based on satisficing measure (SM) which yields a…

最优化与控制 · 数学 2018-07-03 Wenjie Huang

With the race towards higher levels of automation in vehicles, it is imperative to guarantee the safety of all involved traffic participants. Yet, while high-risk traffic situations between two vehicles are well understood, traffic…

机器人学 · 计算机科学 2023-04-19 Enrico Del Re , Cristina Olaverri-Monreal

Accurate vehicle trajectory prediction is essential for ensuring safety and efficiency in fully autonomous driving systems. While existing methods primarily focus on modeling observed motion patterns and interactions with other vehicles,…

机器学习 · 计算机科学 2025-07-15 Xinyi Ning , Zilin Bian , Dachuan Zuo , Semiha Ergan
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