학술논문

Safety Testing of Automated Driving Systems: A Literature Review
Document Type
Periodical
Source
IEEE Access Access, IEEE. 11:120049-120072 2023
Subject
Aerospace
Bioengineering
Communication, Networking and Broadcast Technologies
Components, Circuits, Devices and Systems
Computing and Processing
Engineered Materials, Dielectrics and Plasmas
Engineering Profession
Fields, Waves and Electromagnetics
General Topics for Engineers
Geoscience
Nuclear Engineering
Photonics and Electrooptics
Power, Energy and Industry Applications
Robotics and Control Systems
Signal Processing and Analysis
Transportation
Safety
Testing
Vehicles
Automation
Taxonomy
Task analysis
Standards
Autonomous driving
Automated driving systems
ADS safety features
literature review
operation design domain
safety testing
Language
ISSN
2169-3536
Abstract
The advancement of automation in safety-critical systems has opened the door to newer opportunities in several fields. However, the increasing complexity has led to more risks and the need for better safety assessment. Safety testing of Automated Driving Systems (ADS) became an important research topic due to the potential benefits of reducing traffic congestion, time, and even accidents; however, safety remains an ongoing issue. We analyzed the existing literature from the past twenty-five years by performing backward snowballing to identify the proposed safety testing approaches for ADS. From 44 selected publications, we identified safety features, testing methods, techniques, tools, and datasets used for testing an ADS, considering both multi-module and end-to-end driving systems. The community is mostly focused on multi-module driving systems, working on units of functionality related to collision avoidance, lane keeping, and warnings, testing the vehicles on-road and in simulated environments with different driving scenarios, combining different methods and techniques, and proposing custom solutions. A major research gap seems to be the lack of safety testing approaches integrating the advantages of on-road testing with simulation testing. For future research, this study provides an introductory overview of the field for researchers and practitioners interested in ADS safety testing.