Chen Si-yang, Lai Yue, Xue Xian-bin, et al. Generation Mechanism of ADAS System Trigger Conditions Integrating STPA and Finite State Machines[J]. 2024, 41(4): 34-43.
Chen Si-yang, Lai Yue, Xue Xian-bin, et al. Generation Mechanism of ADAS System Trigger Conditions Integrating STPA and Finite State Machines[J]. 2024, 41(4): 34-43.DOI: 10.12052/gdutxb.230196.
Generation Mechanism of ADAS System Trigger Conditions Integrating STPA and Finite State Machines
The ever-increasing functionalities and escalating complexity of existing Advanced Driver Assistance Systems inevitably cause the problem of Safety of The Intended Functionality. The identification and generation of trigger conditions play a critical role in SOTIF activities. Most existing trigger condition identification approachesare mainly based on the System-Theoretic Process Analysis method
which however neglect the issues within the system's functional state transitions. This paper adopts a knowledge-driven approach to construct a trigger condition identification mechanism by integrating STPA and Finite State Machine theories to establish an expanded system control structure. Safety analysis is conducted concerning the expanded control architecture and functional state transitions. By considering system limitations and human misuse
trigger conditions are identified
generated
described
classified
and labeled. Finally
the proposed trigger condition generation mechanism is applied to an Integrated Cruise Assistance system
obtaining trigger conditions and their classifications. The generated mechanism is compared with existing trigger condition generation methods
demonstrating its practicality
feasibility
and effectiveness.
关键词
Keywords
references
National Transportation Safety Board. Collision between vehicle controlled by developmental automated driving system and pedestrian[R]. Washington D C: National Transportation Safety Board, 2019.
SHAO W B, LI J, ZHANG Y X, et al . Key technologies to ensure the safety of the intended functionality for intelligent vehicles [J ] . Automotive Engineering, 2022, 44(9): 1289-1304.
International Organization for Standardization. ISO/FDIS 21448 road vehicles — safety of the intended functionality: ISO 21448[S]. Geneva, Switzerland: ISO, 2022.
ZHAO Q D, ZHENG T, ZHANG Y S, et al. The research on the identification of ACC SOTIF triggering conditions based on scenario analysis[C]//2022 IEEE International Conference on Real-time Computing and Robotics (RCAR) . Guiyang: IEEE, 2022: 263-266.
LI J F, ZHANG Y S, ZHAO S, et al. A research on SOTIF of LKA based on STPA[C]//2022 IEEE International Conference on Real-time Computing and Robotics (RCAR) . Guiyang: IEEE, 2022: 396-400.
ZHU Z J, PHILIPP R, HUNGAR C, et al. Systematization and identification of triggering conditions: a preliminary step for efficient testing of autonomous vehicles[C]//2022 IEEE Intelligent Vehicles Symposium (IV) . Aachen: IEEE, 2022: 798-805.
XING X Y, ZHOU T, CHEN J Y, et al. A hazard analysis approach based on STPA and finite state machine for autonomous vehicles[C]//2021 IEEE Intelligent Vehicles Symposium (IV) . Nagoya: IEEE, 2021: 150-156.
GOERGES S L, HOMMES Q D V E. System theoretic approach for determining causal factors of quality loss in complex system design[C]//International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. Buffalo: American Society of Mechanical Engineers, 2014, 46407: V007T07A006.
HOMMES Q D V E. Applying system theoretical hazard analysis method to complex automotive cyber physical systems[C]//International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. Chicago: American Society of Mechanical Engineers, 2012, 45066: 705-717.
MAHAJAN H S, BRADLEY T, PASRICHA S. Application of systems theoretic process analysis to a lane keeping assist system [J]. Reliability Engineering System Safety, 2017, 167: 177-183.
LEE D, YANNAKAKIS M. Principles and methods of testing finite state machines-a survey [J]. Proceedings of the IEEE, 1996, 84(8): 1090-1123.
LEE D, YANNAKAKIS M. Testing finite-state machines: state identification and verification [J]. IEEE Transactions on Computers, 1994, 43(3): 306-320.
DASH N P, DASGUPTA R, CHEPADA J, et al. Event driven programming for embedded systems-a finite state machine based approach[C]//The Sixth International Conference on Systems. Mumbai: IARIA Journals, 2011: 23-28.
XIONG L, JIA T, CHEN J Y, et al . Hazard tdentification method for safety of the intended functionality based on finite state machine [J ] . Journal of Tongji University(Natural Science) , 2023, 51(4): 616-622.
SCHOLTES M, WESTHOFEN L, TURNER L R, et al . 6-layer model for a structured description and categorization of urban traffic and environment [J ] . IEEE Access, 2021, 9: 59131-59147.
WU S, WANG H, YU W, et al. A new SOTIF scenario hierarchy and its critical test case generation based on potential risk assessment[C]//2021 IEEE 1st International Conference on Digital Twins and Parallel Intelligence (DTPI) . Beijing: IEEE, 2021: 399-409.
AMERSBACH C. Functional decomposition approach-reducing the safety validation effort for highly automated driving[D]. Darmstadt: Technische Universitt Darmstadt, 2020.
International Organization for Standardization. Road vehicles-functional Safety: ISO 26262[S]. Geneva, Switzerland: ISO, 2011.