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Interactive Performance Dashboards - Eurocontrol · Interactive Performance Dashboards Making sense...

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Supporting European Aviation Interactive Performance Dashboards Making sense of Big Human Performance Data in large-scale Real-Time Simulations EUROCONTROL-FAA Technical Interchange Meeting ‘Modelling and Simulation’ Atlantic City, USA, 16/17 October 2019 Bernd Lorenz Human Performance & Validation Expert
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Page 1: Interactive Performance Dashboards - Eurocontrol · Interactive Performance Dashboards Making sense of Big Human Performance Data in large-scale Real-Time Simulations EUROCONTROL-FAA

Supporting European

Aviation

Interactive Performance DashboardsMaking sense of Big Human Performance Data in large-scale Real-Time SimulationsEUROCONTROL-FAA Technical Interchange Meeting ‘Modelling and Simulation’ Atlantic City, USA, 16/17 October 2019

Bernd LorenzHuman Performance & Validation Expert

Page 2: Interactive Performance Dashboards - Eurocontrol · Interactive Performance Dashboards Making sense of Big Human Performance Data in large-scale Real-Time Simulations EUROCONTROL-FAA

Overview

How we do Real-Time Simulations (RTS)

The Challenge: Large-scale RTS

Examples of Interactive Performance Dashboards

The way forward

EUROCONTROL-FAA Technical Interchange Meeting ‘Modelling and Simulation’: Atlantic City, USA, 16/17 October 2019 2

Page 3: Interactive Performance Dashboards - Eurocontrol · Interactive Performance Dashboards Making sense of Big Human Performance Data in large-scale Real-Time Simulations EUROCONTROL-FAA

E-OCVM: Performance-driven Operational Concept Development

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R&D

Full-scale RTS

PeopleSystem

Procedures

EUROCONTROL-FAA Technical Interchange Meeting ‘Modelling and Simulation’: Atlantic City, USA, 16/17 October 2019

Staff adaptation

Page 4: Interactive Performance Dashboards - Eurocontrol · Interactive Performance Dashboards Making sense of Big Human Performance Data in large-scale Real-Time Simulations EUROCONTROL-FAA

Validation Activities in RTS Life-cycle

Kick-off MeetingState Concept and Assumptions

Validation StrategyIdentify stakeholders, issues, aims, objectives, claims, indicators, maturity criteria, cost-benefit mechanisms and expected outputs of the validation process

Validation Plan

2-stage Acceptance Testing

Simulation Conduct

Final ReportProvide a documented body of evidence in conclusion on the claimsInteractive Validation Data Repository

Core team Review

Core team Review

Core team Review

Final Review

Data Analysis&

Initial Reporting

EUROCONTROL-FAA Technical Interchange Meeting ‘Modelling and Simulation’: Atlantic City, USA, 16/17 October 2019 4

Page 5: Interactive Performance Dashboards - Eurocontrol · Interactive Performance Dashboards Making sense of Big Human Performance Data in large-scale Real-Time Simulations EUROCONTROL-FAA

Visualisation in Data Analysis and Claim Evaluation

Quantitative DataSubjective ratings

Platform recordings

Qualitative DataQuestionnaire comments

DebriefingsInterviews

SharedSense-Making

EUROCONTROL-FAA Technical Interchange Meeting ‘Modelling and Simulation’: Atlantic City, USA, 16/17 October 2019 5

Page 6: Interactive Performance Dashboards - Eurocontrol · Interactive Performance Dashboards Making sense of Big Human Performance Data in large-scale Real-Time Simulations EUROCONTROL-FAA

The challenge: Large-scale RTS

EUROCONTROL-FAA Technical Interchange Meeting ‘Modelling and Simulation’: Atlantic City, USA, 16/17 October 2019

165ATCOs

25Controller Working Positions

11Scenarios

88Exercises

1900Questionnaires

1335Debriefing log entries

616Interview

log entriesTMA re-organisation supporting Istanbul New Airport (2018)

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Page 7: Interactive Performance Dashboards - Eurocontrol · Interactive Performance Dashboards Making sense of Big Human Performance Data in large-scale Real-Time Simulations EUROCONTROL-FAA

Interactive Sector Performance Dashboard

(1) Sector SEN

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Page 8: Interactive Performance Dashboards - Eurocontrol · Interactive Performance Dashboards Making sense of Big Human Performance Data in large-scale Real-Time Simulations EUROCONTROL-FAA

Interactive Sector Performance Dashboard

(1) Sector SWF

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Page 9: Interactive Performance Dashboards - Eurocontrol · Interactive Performance Dashboards Making sense of Big Human Performance Data in large-scale Real-Time Simulations EUROCONTROL-FAA

Interactive Sector Performance Dashboard

(1) Sector SEL

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Page 10: Interactive Performance Dashboards - Eurocontrol · Interactive Performance Dashboards Making sense of Big Human Performance Data in large-scale Real-Time Simulations EUROCONTROL-FAA

Drilling into details … what exactly was the issue?

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Page 11: Interactive Performance Dashboards - Eurocontrol · Interactive Performance Dashboards Making sense of Big Human Performance Data in large-scale Real-Time Simulations EUROCONTROL-FAA

Drilling into further details … what exactly was the issue?

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Page 12: Interactive Performance Dashboards - Eurocontrol · Interactive Performance Dashboards Making sense of Big Human Performance Data in large-scale Real-Time Simulations EUROCONTROL-FAA

Dashboard: Targeted browsing through ATCO comments made in Post-Exercise-

Questionnaires

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Page 13: Interactive Performance Dashboards - Eurocontrol · Interactive Performance Dashboards Making sense of Big Human Performance Data in large-scale Real-Time Simulations EUROCONTROL-FAA

Dashboard: LOS analysis

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Page 14: Interactive Performance Dashboards - Eurocontrol · Interactive Performance Dashboards Making sense of Big Human Performance Data in large-scale Real-Time Simulations EUROCONTROL-FAA

Dashboard: LOS analysis

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Page 15: Interactive Performance Dashboards - Eurocontrol · Interactive Performance Dashboards Making sense of Big Human Performance Data in large-scale Real-Time Simulations EUROCONTROL-FAA

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EUROCONTROL-FAA Technical Interchange Meeting ‘Modelling and Simulation’: Atlantic City, USA, 16/17 October 2019

Dashboard: Inspection of a more

complicated statistical evaluation of workload

Page 16: Interactive Performance Dashboards - Eurocontrol · Interactive Performance Dashboards Making sense of Big Human Performance Data in large-scale Real-Time Simulations EUROCONTROL-FAA

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Page 17: Interactive Performance Dashboards - Eurocontrol · Interactive Performance Dashboards Making sense of Big Human Performance Data in large-scale Real-Time Simulations EUROCONTROL-FAA

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Page 18: Interactive Performance Dashboards - Eurocontrol · Interactive Performance Dashboards Making sense of Big Human Performance Data in large-scale Real-Time Simulations EUROCONTROL-FAA

Our experience: Interactive Performance Dashboards …

Provide an actionable insight into the collected data

Provide data visualisations at the right level of detail

Help to better grasp connections between different data-sets

Help to better communicate the data

Help to better prompt expert reasoning about operational issues

Support deeper human performance analysis

Make data integrity checks more efficient

EUROCONTROL-FAA Technical Interchange Meeting ‘Modelling and Simulation’: Atlantic City, USA, 16/17 October 2019 18

Page 19: Interactive Performance Dashboards - Eurocontrol · Interactive Performance Dashboards Making sense of Big Human Performance Data in large-scale Real-Time Simulations EUROCONTROL-FAA

The way forward

Data-base Management

Live-connect to the SIM platform to support online monitoring dashboards

Extending the Metric Toolbox

ATCO monitoring/information acquisition/intervention Eye-tracking Mouse-position/click tracking HMI/support tool usage

EUROCONTROL-FAA Technical Interchange Meeting ‘Modelling and Simulation’: Atlantic City, USA, 16/17 October 2019 19

Page 20: Interactive Performance Dashboards - Eurocontrol · Interactive Performance Dashboards Making sense of Big Human Performance Data in large-scale Real-Time Simulations EUROCONTROL-FAA

(2) Extending the metric tool box

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Eye/mouse - tracking HMI input

Sector load

Fixed vs. Free Route

R/T activity

ISA –WL rating

Hilburn, 2004

Page 21: Interactive Performance Dashboards - Eurocontrol · Interactive Performance Dashboards Making sense of Big Human Performance Data in large-scale Real-Time Simulations EUROCONTROL-FAA

EUROCONTROL-FAA Technical Interchange Meeting ‘Modelling and Simulation’: Atlantic City, USA, 16/17 October 2019 21

Thank you for your attention


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