Hazard analysis in the era of AI: Assessing the usefulness of ChatGPT4 in STPA hazard analysis

被引:0
作者
Charalampidou, Stavroula [1 ]
Zeleskidis, Apostolos [1 ]
Dokas, Ioannis M. [1 ]
机构
[1] Democritus Univ Thrace, Dept Civil Engn, Xanthi, Greece
关键词
STAMP-STPA; LLM; Hazard Analysis; ChatGPT4;
D O I
10.1016/j.ssci.2024.106608
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper investigates the usefulness of LLM, such as GPT4 from OpenAI, in applying the STPA hazard analysis in socio-technical systems. This was achieved by recreating the process of STPA on a verified analysis applied to the ROLFER search and rescue drone system. Firstly, the system was discussed in detail with the LLM, defining its purpose, goals, components, and operations. Then, the LLM was talked through the steps of STPA and prompted to generate UCAs, loss scenarios, and safety specifications. These outputs were compared with those from the human safety team that applied STPA to the same system. The team discovered that LLM can be beneficial in certain aspects, such as loss scenario and safety specification generation and helping the researchers to reach a better understanding of the system, but have drawbacks in others, such as the generation of UCAs and being used as a verification tool of the STPA results of the human analysts.
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页数:8
相关论文
共 20 条
[1]  
Charalampidou S, 2020, INT CONF UNMAN AIRCR, P1416, DOI [10.1109/ICUAS48674.2020.9213921, 10.1109/icuas48674.2020.9213921]
[2]  
Christiano PF, 2017, ADV NEUR IN, V30
[3]  
Diemert S, 2023, Arxiv, DOI arXiv:2303.15473
[4]   Application of natural language processing and machine learning in prediction of deviations in the HAZOP study worksheet: A comparison of classifiers [J].
Ekramipooya, Ali ;
Boroushaki, Mehrdad ;
Rashtchian, Davood .
PROCESS SAFETY AND ENVIRONMENTAL PROTECTION, 2023, 176 :65-73
[5]   Application of natural language processing in HAZOP reports [J].
Feng, Xiayuan ;
Dai, Yiyang ;
Ji, Xu ;
Zhou, Li ;
Dang, Yagu .
PROCESS SAFETY AND ENVIRONMENTAL PROTECTION, 2021, 155 :41-48
[6]  
Hadi M. U., 2023, PREPRINT
[7]  
Leveson N.G., 2016, Engineering A Safer World: Systems Thinking Applied to Safety, P560
[8]  
Leveson N. G., 2018, STPA HDB
[9]  
Lygouras E., 2017, INFORM SYSTEMS CRISI, V4, P57
[10]   ROLFER: A fully autonomous aerial rescue support system [J].
Lygouras, Eleftherios ;
Gasteratos, Antonios ;
Tarchanidis, Konstantinos ;
Mitropoulos, Athanasios .
MICROPROCESSORS AND MICROSYSTEMS, 2018, 61 :32-42