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A General Framework for Human-in-the-Loop Cognitive Digital Twins...

by Parisa Niloofar, Sanja Lazarova Molnar, Olufemi A Omitaomu, Haowen Xu, Xueping Li
Publication Type
Conference Paper
Book Title
2023 Winter Simulation Conference (WSC)
Publication Date
Page Numbers
3203 to 3213
Publisher Location
New Jersey, United States of America
Conference Name
2023 Winter Simulation Conference (WSC)
Conference Location
San Antonio, Texas, United States of America
Conference Sponsor
IEEE
Conference Date
-

Modelling and analysis of systems that are equipped with sensors and connected to the Internet are becoming more automated and less human-dependent. However, bringing expert knowledge into the loop along with data obtained from Internet of Thing (IoT) devices minimizes the risk of making poor and unexplainable decisions and helps to assess the impact of different strategies before applying them in reality. While Digital Twins are more of a data-driven simulation of the physical system, Cognitive Digital Twins bring the human dimension into the modelling and simulation. In this paper, we aim to emphasize the crucial role of explainability and the underlying rationale behind automated or interactive decision-making processes. Furthermore, we propose an initial framework that delineates the specific points within the feedback loop of a cognitive digital twin where human involvement can be incorporated.