A Graph Neural Network-Based Model to Predict Flight Delay Due to Weather-induced TMI Activation

Gurvir K. Bawa; Richard S. Stansbury; Christopher G. Herbster

doi:10.2514/6.2025-3593

A Graph Neural Network-Based Model to Predict Flight Delay Due to Weather-induced TMI Activation

Gurvir K. Bawa, Richard S. Stansbury, Christopher G. Herbster

Embry-Riddle Aeronautical University

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	AIAA AVIATION FORUM AND ASCEND, 2025
Publisher	American Institute of Aeronautics and Astronautics Inc, AIAA
ISBN (Print)	9781624107382
DOIs	https://doi.org/10.2514/6.2025-3593
State	Published - 2025
Externally published	Yes
Event	AIAA AVIATION FORUM AND ASCEND, 2025 - Las Vegas, United States Duration: Jul 21 2025 → Jul 25 2025

Publication series

Name	AIAA Aviation Forum and ASCEND, 2025

Conference

Conference	AIAA AVIATION FORUM AND ASCEND, 2025
Country/Territory	United States
City	Las Vegas
Period	7/21/25 → 7/25/25

ASJC Scopus Subject Areas

Space and Planetary Science
Energy Engineering and Power Technology
Nuclear Energy and Engineering
Aerospace Engineering

Keywords

Air Transportation
Aircraft Engine
Airspace
Aviation Accidents
Aviation Safety
Convolutional Neural Network
Flight Data
National Airspace System
System Wide Information Management
Thunderstorms

Access to Document

10.2514/6.2025-3593

Cite this

A Graph Neural Network-Based Model to Predict Flight Delay Due to Weather-induced TMI Activation. / Bawa, Gurvir K.; Stansbury, Richard S.; Herbster, Christopher G.
AIAA AVIATION FORUM AND ASCEND, 2025. American Institute of Aeronautics and Astronautics Inc, AIAA, 2025. (AIAA Aviation Forum and ASCEND, 2025).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Bawa, GK, Stansbury, RS & Herbster, CG 2025, A Graph Neural Network-Based Model to Predict Flight Delay Due to Weather-induced TMI Activation. in AIAA AVIATION FORUM AND ASCEND, 2025. AIAA Aviation Forum and ASCEND, 2025, American Institute of Aeronautics and Astronautics Inc, AIAA, AIAA AVIATION FORUM AND ASCEND, 2025, Las Vegas, United States, 7/21/25. https://doi.org/10.2514/6.2025-3593

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title = "A Graph Neural Network-Based Model to Predict Flight Delay Due to Weather-induced TMI Activation",

keywords = "Air Transportation, Aircraft Engine, Airspace, Aviation Accidents, Aviation Safety, Convolutional Neural Network, Flight Data, National Airspace System, System Wide Information Management, Thunderstorms",

author = "Bawa, \{Gurvir K.\} and Stansbury, \{Richard S.\} and Herbster, \{Christopher G.\}",

note = "Publisher Copyright: {\textcopyright} 2025, American Institute of Aeronautics and Astronautics, Inc. All rights reserved.; AIAA AVIATION FORUM AND ASCEND, 2025 ; Conference date: 21-07-2025 Through 25-07-2025",

year = "2025",

doi = "10.2514/6.2025-3593",

language = "English",

isbn = "9781624107382",

series = "AIAA Aviation Forum and ASCEND, 2025",

publisher = "American Institute of Aeronautics and Astronautics Inc, AIAA",

booktitle = "AIAA AVIATION FORUM AND ASCEND, 2025",

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T1 - A Graph Neural Network-Based Model to Predict Flight Delay Due to Weather-induced TMI Activation

AU - Bawa, Gurvir K.

AU - Stansbury, Richard S.

AU - Herbster, Christopher G.

PY - 2025

Y1 - 2025

KW - Air Transportation

KW - Aircraft Engine

KW - Airspace

KW - Aviation Accidents

KW - Aviation Safety

KW - Convolutional Neural Network

KW - Flight Data

KW - National Airspace System

KW - System Wide Information Management

KW - Thunderstorms

UR - https://www.scopus.com/pages/publications/105018105683

UR - https://www.scopus.com/inward/citedby.url?scp=105018105683&partnerID=8YFLogxK

U2 - 10.2514/6.2025-3593

DO - 10.2514/6.2025-3593

M3 - Conference contribution

AN - SCOPUS:105018105683

SN - 9781624107382

T3 - AIAA Aviation Forum and ASCEND, 2025

BT - AIAA AVIATION FORUM AND ASCEND, 2025

PB - American Institute of Aeronautics and Astronautics Inc, AIAA

T2 - AIAA AVIATION FORUM AND ASCEND, 2025

Y2 - 21 July 2025 through 25 July 2025

ER -

A Graph Neural Network-Based Model to Predict Flight Delay Due to Weather-induced TMI Activation

Publication series

Conference

ASJC Scopus Subject Areas

Keywords

Access to Document

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