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This paper examines the safety performance of the Waymo Driver, an SAE level 4 automated driving system (ADS) used in a rider-only (RO) ride-hailing application without a human driver, either in the vehicle or remotely. ADS crash data was…

Deployed SAE level 4+ Automated Driving Systems (ADS) without a human driver are currently operational ride-hailing fleets on surface streets in the United States. This current use case and future applications of this technology will…

机器人学 · 计算机科学 2024-10-14 Yin-Hsiu Chen , John M. Scanlon , Kristofer D. Kusano , Timothy L. McMurry , Trent Victor

Automated driving systems (ADSs) promise a safe, comfortable and efficient driving experience. However, fatalities involving vehicles equipped with ADSs are on the rise. The full potential of ADSs cannot be realized unless the robustness of…

机器人学 · 计算机科学 2020-04-06 Ekim Yurtsever , Jacob Lambert , Alexander Carballo , Kazuya Takeda

Autonomous driving is a highly anticipated approach toward eliminating roadway fatalities. At the same time, the bar for safety is both high and costly to verify. This work considers the role of remotely-located human operators supervising…

系统与控制 · 电气工程与系统科学 2024-09-17 Cameron Hickert , Zhongxia Yan , Cathy Wu

Crash data of autonomous vehicles (AV) or vehicles equipped with advanced driver assistance systems (ADAS) are the key information to understand the crash nature and to enhance the automation systems. However, most of the existing crash…

机器人学 · 计算机科学 2023-03-24 Ou Zheng , Mohamed Abdel-Aty , Zijin Wang , Shengxuan Ding , Dongdong Wang , Yuxuan Huang

Autonomous driving is a research direction that has gained enormous traction in the last few years thanks to advancements in Artificial Intelligence (AI). Depending on the level of independence from the human driver, several studies show…

密码学与安全 · 计算机科学 2024-05-15 Francesco Marchiori , Alessandro Brighente , Mauro Conti

Each year, millions of motor vehicle traffic accidents all over the world cause a large number of fatalities, injuries and significant material loss. Automated Driving (AD) has potential to drastically reduce such accidents. In this work,…

Waymo's mission to reduce traffic injuries and fatalities and improve mobility for all has led us to expand deployment of automated vehicles on public roads without a human driver behind the wheel. As part of this process, Waymo is…

机器人学 · 计算机科学 2020-11-03 Matthew Schwall , Tom Daniel , Trent Victor , Francesca Favaro , Henning Hohnhold

This paper describes Waymo's Collision Avoidance Testing (CAT) methodology: a scenario-based testing method that evaluates the safety of the Waymo Driver Automated Driving Systems' (ADS) intended functionality in conflict situations…

机器人学 · 计算机科学 2022-12-19 Kristofer D. Kusano , Kurt Beatty , Scott Schnelle , Francesca Favaro , Cam Crary , Trent Victor

Autonomous systems are becoming increasingly prevalent in new vehicles. Due to their environmental friendliness and their remarkable capability to significantly enhance road safety, these vehicles have gained widespread recognition and…

机器人学 · 计算机科学 2025-07-04 Reem Alhabib , Poonam Yadav

SAE Level 4 Automated Driving Systems (ADSs) are deployed on public roads, including Waymo's Rider-Only (RO) ride-hailing service (without a driver behind the steering wheel). The objective of this study was to perform a retrospective…

机器人学 · 计算机科学 2025-05-06 Kristofer D. Kusano , John M. Scanlon , Yin-Hsiu Chen , Timothy L. McMurry , Tilia Gode , Trent Victor

Advanced driver assistance systems (ADAS) are often used in the automotive industry to highlight innovative improvements in vehicle safety. However, today it is unclear whether certain automation (e.g., adaptive cruise control, lane…

人机交互 · 计算机科学 2021-09-27 Sophie Le Page , Jason Millar , Kelly Bronson , Shalaleh Rismani , AJung Moon

This study compares the safety of autonomous- and human drivers. It finds that the Waymo One autonomous service is significantly safer towards other road users than human drivers are, as measured via collision causation. The result is…

机器人学 · 计算机科学 2023-09-06 Luigi Di Lillo , Tilia Gode , Xilin Zhou , Margherita Atzei , Ruoshu Chen , Trent Victor

Advanced Driver Assistance Systems (ADAS) and Automated Driving Systems (ADS) are expected to improve comfort, productivity and, most importantly, safety for all road users. To ensure that the systems are safe, rules and regulations…

系统与控制 · 电气工程与系统科学 2025-02-18 Pierluigi Olleja , Gustav Markkula , Jonas Bärgman

Future smart cities and intelligent world will have connected vehicles and smart cars as its indispensable and most essential components. The communication and interaction among such connected entities in this vehicular internet of things…

密码学与安全 · 计算机科学 2019-08-23 Maanak Gupta , James Benson , Farhan Patwa , Ravi Sandhu

The integration of automated vehicles (AVs) into transportation systems presents an unprecedented opportunity to enhance road safety and efficiency. However, understanding the interactions between AVs and human-driven vehicles (HVs) at…

机器人学 · 计算机科学 2025-11-11 Saeed Rahmani , Zhenlin Xu , Simeon C. Calvert , Bart van Arem

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…

With the development of advanced communication technology, connected vehicles become increasingly popular in our transportation systems, which can conduct cooperative maneuvers with each other as well as road entities through…

人机交互 · 计算机科学 2020-09-01 Ziran Wang , Kyungtae Han , Prashant Tiwari

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…

人工智能 · 计算机科学 2018-05-09 Dong Zhou , Huimin Ma , Yuhan Dong

This paper presents crash rate benchmarks for evaluating US-based Automated Driving Systems (ADS) for multiple urban areas. The purpose of this study was to extend prior benchmarks focused only on surface streets to additionally capture…

机器人学 · 计算机科学 2025-08-28 John M. Scanlon , Timothy L McMurry , Yin-Hsiu Chen , Kristofer D. Kusano , Trent Victor
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