TY - GEN
T1 - A General Framework for Human-in-the-Loop Cognitive Digital Twins
AU - Niloofar, Parisa
AU - Lazarova-Molnar, Sanja
AU - Omitaomu, Femi
AU - Xu, Haowen
AU - Li, Xueping
N1 - Publisher Copyright:
© 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=85185377001&partnerID=8YFLogxK
U2 - 10.1109/WSC60868.2023.10407598
DO - 10.1109/WSC60868.2023.10407598
M3 - Conference contribution
AN - SCOPUS:85185377001
T3 - Proceedings - Winter Simulation Conference
SP - 3202
EP - 3213
BT - 2023 Winter Simulation Conference, WSC 2023
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2023 Winter Simulation Conference, WSC 2023
Y2 - 10 December 2023 through 13 December 2023
ER -