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MIT ICAT MIT ICAT D ECISION- S UPPORT FOR E NHANCING A VIATION W EATHER I NFORMATION S YSTEMS AND S AFETY
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MIT ICAT MIT ICAT D ECISION- S UPPORT FOR E NHANCING A VIATION W EATHER I NFORMATION S YSTEMS AND S AFETY Overview SITUATION DECISION- MAKER INFORMATION SYSTEM Objective: Enhance Information System Approach: Study the Influence of Weather Information Predicated on Explicit Articulation of Avoidance & Escape Options on Pilot Decision-Making
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MIT ICAT MIT ICAT D ECISION- S UPPORT FOR E NHANCING A VIATION W EATHER I NFORMATION S YSTEMS AND S AFETY Motivation Aviation Weather Safety Contributing Factor in Accidents (22.5% US Commercial Aviation, 72% Worldwide) Efficiency Major Source of Inefficiencies (Ground and Air Delays) Economics $1.35B (Accidents) + $2.1B (Inefficiencies) Weather Information Opportunities with Deployment of New Technologies in CNS Datalink, Weather Surveillance Supports Front-Line Human Actor, Proven to Be Source of Major Failure Ultimate Barrier to Accidents Maintainer of Performance in Degraded Situations
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MIT ICAT MIT ICAT D ECISION- S UPPORT FOR E NHANCING A VIATION W EATHER I NFORMATION S YSTEMS AND S AFETY Plan Generation & Evaluation Go / No-Go Equipment Management Designed Tolerance Weather-Related Decisions as Layers of Safety Avoidance Escape Accident Trajectory Only Layer of Safety which is NOT a Human Decision Influenced by Weather Information Wx Hazard
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MIT ICAT MIT ICAT D ECISION- S UPPORT FOR E NHANCING A VIATION W EATHER I NFORMATION S YSTEMS AND S AFETY PILOT Airline Dispatcher Controller FSS Briefer Datalink Web, DUATS Wx Radar Other Pilots Co-Pilot Supervisor Other Controllers ATIS CWSU Meteorologist WRP AWIPS AIS VSCS Commercial Wx Products Wx Radar Commercial Wx Products Web, DUATS Commercial Wx Providers NWS Meteorologists Weather Information Network (In Development) TMU KVDT TSD WIND NWS ATC FSS AIRLINE FLIGHT DECK COMM. PROVIDERS Observations Wx Models
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MIT ICAT MIT ICAT D ECISION- S UPPORT FOR E NHANCING A VIATION W EATHER I NFORMATION S YSTEMS AND S AFETY Aviation Wx Abstraction x y Flight Vehicle Hazard Encounter State Space Representation State 1 State n Hazard Flight Vehicle Adverse Wx Phenomena Characteristics Spatially Distributed & Bounded Transient Partially Non-Deterministic Hazardous Representation Issues 3D Information Boundaries Transient Forecast Ageing Information Uncertain Phenomena Description / Understanding Impact / Severity on Flight Vehicle Operations Partial Volume / Area Coverage Spatial Data Points Involves Risk Assessment E.g., Icing, Thunderstorms, Turbulence
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MIT ICAT MIT ICAT D ECISION- S UPPORT FOR E NHANCING A VIATION W EATHER I NFORMATION S YSTEMS AND S AFETY Problem Statement Weather Information Can Take Multiple Forms Inform on Exposure to Hazard, or Risk [Certainty x Severity]? Support Routing Optimization Based on Seeing and Avoiding Threat in Field? Support Avoidance and Escape Evaluation? Investigate Decision-Support Model Predicated on Escape Plan Value of Information About Non-Hazard Areas (Vigeant-Langlois & Hansman, 2000) Value in Supporting Option-Based Decision-Making (Dershowitz, 1997) Technically Easier to Detect Hazard-Free Space with High Confidence If True, Can Pose “No-Safe-Escape” Avoidance Problem Draw Analogy Between “Soft” and “Hard” Hazard Avoidance (Kuchar, 1995; Yang, 2000)
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MIT ICAT MIT ICAT D ECISION- S UPPORT FOR E NHANCING A VIATION W EATHER I NFORMATION S YSTEMS AND S AFETY Icing Display Feature Matrix DisplayName in Web- Based Experiment Graphical Representation Sensor Range [nm] Vertical View Type of Icing Info. Display A Textual Information Display B (3D, min range, 3 levels) Airborne Icing Severity System 25 (Min. Range) Icing Severity 3 Levels Display C (3D, max range, 1 levels) Ground-based Icing Presence System 50 (Max. Range) Icing Presence 1 Level Display D (2D, max range, 3 levels) Satellite-based Icing Severity System 50 (Max. Range) Icing Severity 3 Levels Display E (3D, max range, 3 levels) Ground-based Icing Severity System 50 (Max. Range) Icing Severity 3 Levels Web-Based Study of 600 Pilots
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MIT ICAT MIT ICAT D ECISION- S UPPORT FOR E NHANCING A VIATION W EATHER I NFORMATION S YSTEMS AND S AFETY Icing Severity vs. Icing Presence No Significant Improvement in Decision Quality Avoidance & Escape Decisions Information on Ice-Free Zones More Direct Inference of Ice-Free Zones (T > 0°C or LWC = 0) than Icing Severity Icing Products Based on Ice-Free Zones Easier and More Useful to Produce Text
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MIT ICAT MIT ICAT D ECISION- S UPPORT FOR E NHANCING A VIATION W EATHER I NFORMATION S YSTEMS AND S AFETY Problem Statement Weather Information Can Take Multiple Forms Inform on Exposure to Hazard, or Risk [Certainty x Severity]? Support Routing Optimization Based on Seeing and Avoiding Threat in Field? Support Avoidance and Escape Evaluation? Investigate Decision-Support Model Predicated on Escape Plan Value of Information About Non-Hazard Areas (Vigeant-Langlois & Hansman, 2000) Value in Supporting Option-Based Decision-Making (Dershowitz, 1997) Technically Easier to Detect Hazard-Free Space with High Confidence If True, Can Pose “No-Safe-Escape” Avoidance Problem Draw Analogy Between “Soft” and “Hard” Hazard Avoidance (Kuchar, 1995; Yang, 2000)
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MIT ICAT MIT ICAT D ECISION- S UPPORT FOR E NHANCING A VIATION W EATHER I NFORMATION S YSTEMS AND S AFETY Weather Information System (In Development) Selection Controlled Flight Vehicle Environment (Hazards) Plan + Contingency Plan Query Input - Control Input Decision-Maker SITUATION DYNAMICS DECISION- MAKER INFORMATION SYSTEM Goals Direct Observation User Interface Constraints Wx Info Wx Data Wx Model Data Acquisition Information Processing
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MIT ICAT MIT ICAT D ECISION- S UPPORT FOR E NHANCING A VIATION W EATHER I NFORMATION S YSTEMS AND S AFETY FAA Convective Wx PDT
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MIT ICAT MIT ICAT D ECISION- S UPPORT FOR E NHANCING A VIATION W EATHER I NFORMATION S YSTEMS AND S AFETY Decision Process Model (Partial / Routing-Related) Go No-Go Hold Scrub Evaluation of Fuel Requirements Equipment Management Avoidance Plan Evaluation Plan Generation Go / No-Go Other Route Optimization Escape Plan Re-Evaluation Modify Plan Proceed As Planned Modify Plan Proceed As Planned
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MIT ICAT MIT ICAT D ECISION- S UPPORT FOR E NHANCING A VIATION W EATHER I NFORMATION S YSTEMS AND S AFETY Avoidance/Escape /Other Route Optimization Abort to Alternate Turn Right Reverse Course Turn Left Climb Descend Turn Right Turn Left Turn Right Turn Left Continue Straight
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MIT ICAT MIT ICAT D ECISION- S UPPORT FOR E NHANCING A VIATION W EATHER I NFORMATION S YSTEMS AND S AFETY Hazard-Related Space x y z Tactical Routing Options Positive Hazard-Free Space Hazardous Space Potentially Hazardous Space Avoidance Buffer* * Related to Aircraft Dynamics, Information Uncertainty, etc.
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MIT ICAT MIT ICAT D ECISION- S UPPORT FOR E NHANCING A VIATION W EATHER I NFORMATION S YSTEMS AND S AFETY Tactical Avoidance x y z Safe Options Unsafe Option
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MIT ICAT MIT ICAT D ECISION- S UPPORT FOR E NHANCING A VIATION W EATHER I NFORMATION S YSTEMS AND S AFETY Tactical Escape x y z Safe Option Unsafe Options
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MIT ICAT MIT ICAT D ECISION- S UPPORT FOR E NHANCING A VIATION W EATHER I NFORMATION S YSTEMS AND S AFETY Strategic Avoidance & Optimization x y z
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MIT ICAT MIT ICAT D ECISION- S UPPORT FOR E NHANCING A VIATION W EATHER I NFORMATION S YSTEMS AND S AFETY Research Approach Objective Study the Influence of Weather Information Predicated on Explicit Articulation of Avoidance & Escape on Pilot Option Selection Proposed Work Refine Weather Info and Decision Models Develop Prototype Displays to Support Avoidance and Escape Decisions Evaluate Performance/Benefits of Prototype Displays Make Recommendations Weather Information System Architecture Sensors Displays Dissemination
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MIT ICAT MIT ICAT D ECISION- S UPPORT FOR E NHANCING A VIATION W EATHER I NFORMATION S YSTEMS AND S AFETY
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