학술논문
Negative Transfer in Task-Based Human Reliability Analysis: A Formal Methods Approach
Document Type
Conference
Source
2023 IEEE International Conference on Systems, Man, and Cybernetics (SMC) Systems, Man, and Cybernetics (SMC), 2023 IEEE International Conference on. :5249-5254 Oct, 2023
Subject
Language
ISSN
2577-1655
Abstract
Previous research has shown how statistical model checking can be used with human task behavior modeling and human reliability analysis to make realistic predictions about human errors and error rates. However, these efforts have not accounted for the impact that design changes can have on human reliability. In this research, we address this deficiency by using similarity theory from human cognitive modeling. This replicates how negative transfer can cause people to perform old task behaviors on modified systems. We present details about how this approach was realized with the PRISM model checker and the enhanced operator function model. We report results of a validation exercise using an application from the literature. We discuss the implications of our results and describe future research.