TY - GEN
T1 - Using neural networks to assess human-automation interaction
AU - Sullivan, Katlyn B.
AU - Feigh, Karen M.
AU - Durso, Francis T.
AU - Fischer, Ute
AU - Pop, Vlad L.
AU - Mosier, Kathleen
AU - Blosch, Justin
AU - Morrow, Dan
PY - 2011
Y1 - 2011
N2 - This paper presents the utility of using a neural network to model a human-automation interaction taxonomy. Automation, context, and operator features which are believed to influence human-automation interaction are identified, and the effect of changing these features on human-automation interaction are transformed from a conceptual model linkage to a computational model in the form of a neural network. The theoretical requirements of transforming the model into a computational neural network capable of analysis are discussed, and ongoing efforts to collect the required data are outlined. Additionally, the various analyses which the computational modeling enables are described. As a case study, the work uses pilots and their use of automation in the flight deck.
AB - This paper presents the utility of using a neural network to model a human-automation interaction taxonomy. Automation, context, and operator features which are believed to influence human-automation interaction are identified, and the effect of changing these features on human-automation interaction are transformed from a conceptual model linkage to a computational model in the form of a neural network. The theoretical requirements of transforming the model into a computational neural network capable of analysis are discussed, and ongoing efforts to collect the required data are outlined. Additionally, the various analyses which the computational modeling enables are described. As a case study, the work uses pilots and their use of automation in the flight deck.
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U2 - 10.1109/DASC.2011.6096092
DO - 10.1109/DASC.2011.6096092
M3 - Conference contribution
AN - SCOPUS:84255209049
SN - 9781612847979
T3 - AIAA/IEEE Digital Avionics Systems Conference - Proceedings
SP - 6A41-6A410
BT - 30th Digital Avionics Systems Conference - Closing the Generation Gap
T2 - 30th Digital Avionics Systems Conference - Closing the Generation Gap: Increasing Capability for Flight Operations among Legacy, Modern and Uninhabited Aircraft, DASC 2011
Y2 - 16 October 2011 through 20 October 2011
ER -