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Issue title: Recent Advances in Soft Computing: Theories and Applications
Article type: Research Article
Authors: Kilingaru, Kavyaganga | Tweedale, Jeffrey W. | Thatcher, Steve | Jain, Lakhmi C.
Affiliations: School of Electrical and Information Engineering, Knowledge Based Intelligent Engineering Systems Center, University of South Australia, Mawson Lakes, SA, Australia | Defence Science and Technology Organisation, Edinburgh, SA, Australia
Note: [] Corresponding author. Jeffrey W. Tweedale, Defence Science and Technology Organisation, PO Box 1500, Edinburgh, SA 5111, Australia. E-mail: [email protected]
Abstract: Pilot error remains the major cause of aircraft accidents. The lack of Situation Awareness (SA), even amongst experienced pilots, is one of the primary reasons for pilot error. It is important to ensure that pilots are able to maintain a high level of SA before they act as members of a flight crew. A pilot's SA can be assessed by monitoring pilot behavior using observations of pilot eye movement. In this paper we discuss a rule-based approach to assess novice pilots' SA against a baseline. A recent experiment confirmed there is a measurable difference between the eye movement of an experienced pilot and the eye movement of several novice pilots. Initially, an expert pilot's eye movement was recorded using an eye tracker device in order to set the baseline. A Gaze Analyzer was used to derive relevant information from eye movement data. After consulting a Subject Matter Expert (SME), a rule-based system was created to monitor the pilot's behavior. The data was analyzed to identify behavioral patterns in order to associate the pilots' level of SA with their mode of attention distribution (fixation). Novice pilot's eye movement data was compared with an expert pilot's eye movement data using an inference engine.
Keywords: Pilot Situation Awareness, aviation safety, expert system, agent
DOI: 10.3233/IFS-2012-0566
Journal: Journal of Intelligent & Fuzzy Systems, vol. 24, no. 3, pp. 457-466, 2013
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