MS Defense by Sweta Parmar

Event Details
  • Date/Time:
    • Wednesday February 26, 2020
      3:00 pm - 4:30 pm
  • Location: J.S. Coon Building, Room 148
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Summaries

Summary Sentence: Effects of Probabilistic Decision Aid on Weather-Related Decision-Making in Cockpits

Full Summary: No summary paragraph submitted.

NameSweta Parmar

Master’s Thesis Defense Meeting

Date: Wednesday, February 26, 2020

Time: 3-4.30 pm
Location: J.S. Coon Building, Room 148
 
Advisor:
Rick Thomas, Ph.D. (Georgia Tech)
 
Thesis Committee Members:
Rick Thomas, Ph.D. (Georgia Tech)
Bruce Walker, Ph.D. (Georgia Tech)
Karen Feigh, Ph.D. (Georgia Tech)
 
Title: Effects of Probabilistic Decision Aid on Weather-Related Decision-Making in Cockpits

 

Abstract: 

A tool commonly used to aid the navigational decisions of pilots to avoid weather hazards is Next-Generation Radar (NEXRAD), which provides information about geographically referenced precipitation. However, this tool is limited because, when pilots use NEXRAD, they have to infer the uncertainty in the meteorological information for both understanding current hazards as well as extrapolating the impact of future conditions. Recent advancements in meteorology modeling afford the possibility of providing uncertainty information concerning hazardous weather for the current flight. Although probabilistic weather products do not exist in today’s cockpit, it is critical to evaluate how operators might use or misuse such products when incorporating uncertainty information in their decision-making. In addition, it is important to study how accurate a probabilistic decision aid needs to be for effective use by operators. Although there are systematic biases that plague professional’s use of uncertainty information, there is evidence that presenting forecast uncertainty can improve weather-related decision-making. The current study investigates a simulated decision aid that renders flight-path risk as a probability that the route will come within 20 nmi radius (FAA recommended safety distance) of hazardous weather within the next 45 minutes of flight. The study evaluates four NEXRAD displays integrated with flight-path risk decision aids providing varying levels of support. The “no” support condition has no decision aid (the NEXRAD only condition). The “baseline” support condition employs an aid whose accuracy is consistent with current capability in meteorological modeling. The “moderate” support condition employs a decision aid whose accuracy is likely at the top of what is achievable in meteorology in the near future. The “high” support display provides a level of support that is likely unachievable in an aviation weather decision-making context without significant technological innovation. The results indicate that operators did rely on the flight-path decision aid to improve their performance over the no-support condition (NEXRAD only). The level of performance of the operators improved in terms of both calibration and resolution as the aids increased in accuracy. I will discuss the implications of the findings for the safe introduction of probabilistic decision aids in future general aviation cockpits.

Additional Information

In Campus Calendar
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Graduate Studies

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Faculty/Staff, Public, Graduate students, Undergraduate students
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Other/Miscellaneous
Keywords
ms defense
Status
  • Created By: Tatianna Richardson
  • Workflow Status: Published
  • Created On: Feb 11, 2020 - 3:24pm
  • Last Updated: Feb 11, 2020 - 3:24pm