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INNOVATIONS IN ENGINEERING INNOVATIONS IN ENGINEERING INNOVATIONS IN ENGINEERING
This work was supported by the National Space Biomedical Research Institute through NASA NCC9-58
Methods and Metrics for Real-Time Task Performance Assessment in Crewed Spacecraft
Kevin Duda, Zahar Prasov, Stephen Robinson, Stephen York, Patrick Handley,
John West
NDIA Human Systems Conference February 10-11, 2015
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Task: Control of a complex vehicle.
Scenario: Shared control between operator(s) and control software.
Overview
Objective: Ability for an operator to maintain level of Workload and Situational Awareness without sacrificing system performance. particularly during changes in LOA
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HSI Metrics: Comprehensive assessment of “human + system” state and task performance.
Real-time Evaluation: Provides context for interpreting
operator actions Include human-system performance as a
feedback parameter Contributes to future system design
Why Real-Time Performance Metrics?
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Objective Unobtrusive Operationally valid Reported in a manner that allows the
operator to make real-time adjustments to improve performance
What Constitutes Desirable HSI Metrics?
Mental Workload Situational Awareness
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Simulation Platform
Piloted lunar landing
Orion rendezvous and docking with the ISS
Simplified Aid for EVA Rescue (SAFER)
Operationally Relevant Tasks
Re-configurable Workstation
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Real-time Metrics Engine
Flight Performance: analysis of vehicle state
Workload: response time to secondary task
SA: comparison of actual vehicle state with verbal “callouts”
System Architecture
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Real-time Flight Performance Visualization
Scenario Time (sec)
Pitch
Entropy
Roll
RMSE Incremental RMSE
Pitch Roll Average
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Mental Workload
Inactive Blue Green
Secondary task
Communication acknowledgement task, proxy
for operational task – has operational validity* Illuminated every 4-6 seconds Acknowledged by operator by pressing the
Blue or Green button on the joystick Record and analyze response time
*Hainley, C.J., Duda, K.R., et. Al (2013) AIAA Journal of Spacecraft and Rockets
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Real-time Mental Workload Visualization
Scenario Time (sec)
▪ Blue Reaction Time (sec) ▪ Green Reaction Time (sec) - Threshold Reaction Time (sec)
Reaction Time (sec)
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Situational Awareness
Verbal callouts of perceived vehicle state – fuel, altitude, proximity to a hazard)
Sample callout: “5 percent fuel” Speech processed by time-synchronized
automatic speech recognition (ASR) SA calculated by comparing actual vehicle
state with verbal callout Callout must be made within x seconds of
actual state to be considered correct
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Real-time Situational Awareness Visualization
Scenario Time (sec)
Callout Count
- Required Callouts - Correctly Made Callouts
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Future Applications
Piloted Aircraft
Supervisory Control
Remotely Operated Robotics
Real-time Analysis Tools
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ASR: Automatic Speech Recognition EVA: Extravehicular Activity ISS: International Space Station LOA: Level of Automation RMSE: Root Mean Square Error SA: Situational Awareness SAFER: Simplified Aid for Extravehicular
Activity (EVA) Rescue
List of Acronyms
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Zahar Prasov Draper Laboratory 617-258-1724 [email protected]
Methods and Metrics for Real-Time Task Performance Assessment in
Crewed Spacecraft
Forthcoming: Duda, K.R., Prasov, Z., et. Al (2015) IEEE Aerospace Conference