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Drivers are becoming increasingly reliant on advanced driver assistance systems (ADAS) as autonomous driving technology becomes more popular and developed with advanced safety features to enhance road safety. However, the increasing…

Cryptography and Security · Computer Science 2025-06-23 Cheng Chen , Grant Xiao , Daehyun Lee , Lishan Yang , Evgenia Smirni , Homa Alemzadeh , Xugui Zhou

A growing number of vehicles are being transformed into semi-autonomous vehicles (Level 2 autonomy) by relying on advanced driver assistance systems (ADAS) to improve the driving experience. However, the increasing complexity and…

Software Engineering · Computer Science 2022-07-06 Xugui Zhou , Anna Schmedding , Haotian Ren , Lishan Yang , Philip Schowitz , Evgenia Smirni , Homa Alemzadeh

To build a smarter and safer city, a secure, efficient, and sustainable transportation system is a key requirement. The autonomous driving system (ADS) plays an important role in the development of smart transportation and is considered one…

Computer Vision and Pattern Recognition · Computer Science 2024-09-25 Abu Shad Ahammed , Md Shahi Amran Hossain , Roman Obermaisser

An intelligent driving system should dynamically formulate appropriate driving strategies based on the current environment and vehicle status while ensuring system security and reliability. However, methods based on reinforcement learning…

Robotics · Computer Science 2025-09-11 Zuojin Tang , Xiaoyu Chen , Yongqiang Li , Jianyu Chen

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

The deep neural networks (DNNs)based autonomous driving systems (ADSs) are expected to reduce road accidents and improve safety in the transportation domain as it removes the factor of human error from driving tasks. The DNN based ADS…

Machine Learning · Computer Science 2022-04-06 Manzoor Hussain , Nazakat Ali , Jang-Eui Hong

Advanced Driver-Assistance Systems (ADAS) is one of the primary drivers behind increasing levels of autonomy, driving comfort in this age of connected mobility. However, the performance of such systems is a function of execution rate which…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-04-14 Anirban Ghose , Srijeeta Maity , Arijit Kar , Kaustubh Maloo , Soumyajit Dey

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…

Robotics · Computer Science 2020-04-06 Ekim Yurtsever , Jacob Lambert , Alexander Carballo , Kazuya Takeda

The automotive industry is experiencing a transition from assisted to highly automated driving. New concepts for validation of Automated Driving System (ADS) include amongst other a shift from a "technology based" approach to a "scenario…

Software Engineering · Computer Science 2023-02-02 Ilona Cieslik , Víctor J. Expósito Jiménez , Helmut Martin , Heiko Scharke , Hannes Schneider

Runtime energy management has become quintessential for multi-sensor autonomous systems at the edge for achieving high performance given the platform constraints. Typical for such systems, however, is to have their controllers designed with…

Systems and Control · Electrical Eng. & Systems 2023-02-27 Mohanad Odema , James Ferlez , Yasser Shoukry , Mohammad Abdullah Al Faruque

Advanced Driver Assistance Systems (ADAS) and Advanced Driving Systems (ADS) are key to improving road safety, yet most existing implementations focus primarily on the vehicle ahead, neglecting the behavior of following vehicles. This…

Robotics · Computer Science 2025-04-29 Dianwei Chen , Yaobang Gong , Xianfeng Yang

Automated Driving Systems (ADS) hold great potential to increase safety, mobility, and equity. However, without public acceptance, none of these promises can be fulfilled. To engender public trust, many entities in the ADS community…

Computers and Society · Computer Science 2023-07-03 Scott Schnelle , Francesca M. Favaro

High level Automated Driving Systems (ADS) can handle many situations, but they still encounter situations where human intervention is required. In systems where a physical driver is present in the vehicle, typically SAE Level 3 systems,…

Systems and Control · Electrical Eng. & Systems 2025-07-22 Ole Hans , Benedikt Walter

Establishing trustworthy safety assurance for autonomous driving systems (ADSs) requires evidence that failures arise from avoidable system deficiencies rather than unavoidable traffic conflicts. Current adversarial simulation methods can…

Robotics · Computer Science 2026-05-14 Yizhuo Xiao , Haotian Yan , Ying Wang , Zhongpan Zhu , Yuxin Zhang , Xintao Yan , Mustafa Suphi Erden , Cheng Wang

Due to the high performance and safety requirements of self-driving applications, the complexity of modern autonomous driving systems (ADS) has been growing, instigating the need for more sophisticated hardware which could add to the energy…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-07-20 Luke Chen , Mohanad Odema , Mohammad Abdullah Al Faruque

A unified system integrating a compact object detector and a surrounding environmental condition classifier for enhancing the robustness of object detection scheme in advanced driver assistance systems (ADAS) is proposed in this paper. ADAS…

Computer Vision and Pattern Recognition · Computer Science 2021-05-05 Le-Anh Tran , Truong-Dong Do , Dong-Chul Park , My-Ha Le

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…

As passenger vehicle technologies have advanced, so have their capabilities to avoid obstacles, especially with developments in tires, suspensions, steering, as well as safety technologies like ABS, ESC, and more recently, ADAS systems.…

Robotics · Computer Science 2021-06-22 Evan Lowe , Levent Guvenç

Autonomous driving systems (ADSs) integrate sensing, perception, drive control, and several other critical tasks in autonomous vehicles, motivating research into techniques for assessing their safety. While there are several approaches for…

Software Engineering · Computer Science 2024-04-19 Yang Sun , Christopher M. Poskitt , Xiaodong Zhang , Jun Sun

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
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