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{ "pk": 27007, "title": "A Dynamic Process Model for Predicting Workload in an Air Traffic ControllerTask", "subtitle": null, "abstract": "We present a dynamic process model for workload, developedaccording to a conducted experiment, which recorded the pupildilation during an air traffic controller simulation. We describehow we built such a dynamic system based on the collecteddata. Logged events that happened in our simulation were usedas system input and the recorded pupil dilation as output. Af-terwards, we used the MATLAB system identification toolboxto identify the transfer function between input and output. Theidentified model is validated with a validation data set that hasbeen excluded from the identification process. Results showthat we are able to explain nearly 50% of the variance of therecorded pupil dilation data in the air traffic controller simu-lation. Moreover, the model explains some contrary results ofthe statistical analysis from our experiment.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [ { "word": "Dynamic process model; System theory; Work-load; Pupillometry; Air traffic controllers" } ], "section": "Talks: Papers", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/49x5146n", "frozenauthors": [ { "first_name": "Martina", "middle_name": "", "last_name": "Truschzinski", "name_suffix": "", "institution": "University of Technology Chemnitz", "department": "" }, { "first_name": "Maria", "middle_name": "", "last_name": "Wirzberger", "name_suffix": "", "institution": "University of Technology Chemnitz", "department": "" } ], "date_submitted": null, "date_accepted": null, "date_published": "2017-01-01T18:00:00Z", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/27007/galley/16643/download/" } ] }