Assessment of Situation Awareness Conflict Risk between Human and AI in Process System Operation

口译(哲学) 惊喜 错误 计算机科学 过程(计算) 混乱 风险分析(工程) 人工智能 心理学 社会心理学 政治学 业务 法学 精神分析 操作系统 程序设计语言
作者
He Wen,Md. Tanjin Amin,Faisal Khan,Salim Ahmed,Syed Imtiaz,Efstratios N. Pistikopoulos
出处
期刊:Industrial & Engineering Chemistry Research [American Chemical Society]
卷期号:62 (9): 4028-4038
标识
DOI:10.1021/acs.iecr.2c04310
摘要

The conflict between human and artificial intelligence is a critical issue, which has recently been introduced in Process System Engineering, capturing the observation and action conflicts. Interpretation conflict is another source of potential conflict that can cause serious concern for process safety as it is often perceived as confusion, surprise, or a mistake. It is intangible and associated with situation awareness. However, interpretation conflict has not been studied with the required emphasis. The current work proposes a novel methodology to quantify interpretation conflict probability and risk. The methodology is demonstrated, tested, and validated on a two-phase separator. The results show that interpretation conflict is usually hidden, mixed, or covered by traditional faults, and noises in observation and interpretation, including sensor faults, logic errors, cyberattacks, human mistakes, and misunderstandings, may easily trigger interpretation conflict. The proposed methodology will serve as a mechanism to develop strategies to manage interpretation conflict.
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