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Workload and Performance Yerkes-Dobson law Low arousal  ________________ Moderate arousal  ____________ Overarousal  _______________ ISE 412 - 15 1.

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Presentation on theme: "Workload and Performance Yerkes-Dobson law Low arousal  ________________ Moderate arousal  ____________ Overarousal  _______________ ISE 412 - 15 1."— Presentation transcript:

1 Workload and Performance Yerkes-Dobson law Low arousal  ________________ Moderate arousal  ____________ Overarousal  _______________ ISE 412 - 15 1

2 Workload OverloadUnderload Measures Time req’d / Time avail. (TR/TA) Primary task measure Secondary task measures Physiological Measures Subjective Measures TR/TA signal detection task performance Effects Fatigue Performance decrement Workload disassociation Future performance Fatigue Vigilance decrement Future performance Remediation Automation Task sharing Training (performance, task management) Reduce length of vigil, increase rest breaks Signal enhancement Increase level of arousal ISE 412 - 15 2

3 Workload Measures Time required / Time available (TR/TA) ratio Based on task analysis Percentage computed per time unit on task timeline Useful predictor, but difficult to construct Primary task measures measure the influence of mental workload Secondary task methods measure the reserve capacity Physiological measures allow non-intrusive measures Subjective measures SWAT, TLX, etc. ISE 412 - 15 3 FUNCTIONAL MENTAL

4 An example using NASA TLX Form two teams. Each team will follow the instructions given to you. You have 1 minute to complete the task. The team that comes closest to completing their task with the fewest errors will “win.” ISE 412 - 15 4

5 Relative workload scores: Enter your workload scores below: What does this say about the relative workload of the two tasks? What does this say about the subjective nature of the workload scores? ISE 412 - 15 5

6 Dynamic Decisions Flow of dependent situations Also applicable to emergency response Each decision shapes the options and utilities for the next decision ISE 412 - 15 6 From: Gonzalez, C. (2014) Dynamic Decision Making: Implications for Recommender System Design. http://ceur-ws.org/Vol-1278/paper5.pdf

7 Situation Awareness Having a complete and accurate mental model of the situation. Knowing what to do next. Anticipating the responses to the control actions. Afforded by the right controls & displays. ISE 412 - 15 7

8 SA includes three processes: The perception of what is happening (Level 1) The understanding of what has been perceived (Level 2) The use of what is understood to think ahead (Level 3). ISE 412 - 15 8 PERCEIVE (gather data) UNDERSTAND (create mental model) THINK AHEAD (update the model) Understanding the situation triggers decision making, action, and review

9 Principles Organize around the operator’s major goals Present information directly (smart display) Assistance for system projections (predictive) Display global system status Support global-local trade-offs Support perception-action schemata Take advantage of parallel processing ISE 412 - 15 9


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