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http://hdl.handle.net/10397/92743
Title: | A human-centred approach based on functional near-infrared spectroscopy for adaptive decision-making in the air traffic control environment : a case study | Authors: | Li, Q Ng, KKH Fan, Z Yuan, X Liu, H Bu, L |
Issue Date: | Aug-2021 | Source: | Advanced engineering informatics, Aug. 2021, v. 49, 101325 | Abstract: | Safety-critical systems like air traffic control (ATC) are usually less automated than might be expected by the public, so human intelligence will remain at the core in the decision-making (DM) process. Meanwhile, human factors (HFs) need to be fully considered in the DM process, which can design the ATC system to be more intelligent and more adaptive to the behaviour of the user. However, the existing DM research lacks the systematic methods that fully consider human performance in a smart manner. This study proposed a human-centred adaptive DM methodology that combines subjective and objective measurements made by functional near-infrared spectroscopy (fNIRS) via intelligent automation (IA). Moreover, this paper also described a case study of radar display map operation, including descriptive and optimised maps, to illustrate the proposed approach and verify its feasibility and effectiveness. The results were determined by jointly considering the user-generated and system-generated data and suggested that the proposed approach could capture subjective and objective data, take into consideration the HFs information to provide real-time online feedback and adjust the decision support system to HFs. It is hoped that this study can promote the methodology of human-centred subjective and objective data-driven applications in the future ATC environment adaptive decision research. | Keywords: | Adaptive decision-making Air traffic control Functional Near-Infrared spectroscopy Human factors Intelligent automation |
Publisher: | Elsevier | Journal: | Advanced engineering informatics | EISSN: | 1474-0346 | DOI: | 10.1016/j.aei.2021.101325 | Rights: | © 2021 Elsevier Ltd. All rights reserved. ©2021. This manuscript version is made available under the CC-BY-NC-ND 4.0 license https://creativecommons.org/licenses/by-nc-nd/4.0/ The following publication Li, Q., Ng, K. K., Fan, Z., Yuan, X., Liu, H., & Bu, L. (2021). A human-centred approach based on functional near-infrared spectroscopy for adaptive decision-making in the air traffic control environment: A case study. Advanced Engineering Informatics, 49, 101325 is available at https://doi.org/10.1016/j.aei.2021.101325. |
Appears in Collections: | Journal/Magazine Article |
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Li_Human-Centred_Approach_Based.pdf | Pre-Published version | 2.01 MB | Adobe PDF | View/Open |
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