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[Poster] Identifying Maintenance, Repair and Overhaul Events based on ADS-B Data

Arts, Emy and Meyer, Hendrik and Raddatz, Florian and Wende, Gerko (2023) [Poster] Identifying Maintenance, Repair and Overhaul Events based on ADS-B Data. In: Journal of Open Aviation Science : Proceedings of the 11th OpenSky Symposium, 1 (2). TU Delft Open Publishing. The 11th OpenSky Symposium, 2023-10-30 - 2023-10-31, Toulouse, Frankreich. doi: 10.59490/joas.2023.7220. ISSN 2773-1626.

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Official URL: https://journals.open.tudelft.nl/joas/article/view/7220

Abstract

Maintenance, Repair and Overhaul (MRO) plays a big role in aviation schedules and operational costs. In this work service difficulty reports are combined with aircraft ADS-B data to identify MRO activity based on an aircraft's layover information. The ``Inspection/Maintenance'' stage of operation and date of service difficulty reports allow to label layovers from ADS-B with the presence of MRO activity. Using a support vector machine this work classifies layovers based on their duration and time of day, achieving an 86% overall accuracy and 78% balanced accuracy. These results reflect the difficulty of working with this sparse and incomplete dataset, however, they allow us to study MRO schedules. The combination of these data sources offers new opportunities to find relations between aircraft trajectory information and MRO, which will be further investigated in future work.

Item URL in elib:https://elib.dlr.de/200805/
Document Type:Conference or Workshop Item (Poster)
Title:[Poster] Identifying Maintenance, Repair and Overhaul Events based on ADS-B Data
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Arts, EmyUNSPECIFIEDhttps://orcid.org/0000-0001-5496-5316UNSPECIFIED
Meyer, HendrikUNSPECIFIEDhttps://orcid.org/0000-0003-3771-6996UNSPECIFIED
Raddatz, FlorianUNSPECIFIEDhttps://orcid.org/0000-0002-0660-7650UNSPECIFIED
Wende, GerkoUNSPECIFIEDhttps://orcid.org/0000-0003-2368-2369UNSPECIFIED
Date:30 October 2023
Journal or Publication Title:Journal of Open Aviation Science : Proceedings of the 11th OpenSky Symposium
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Volume:1
DOI:10.59490/joas.2023.7220
Publisher:TU Delft Open Publishing
ISSN:2773-1626
Status:Published
Keywords:Maintenance, Repair and Overhaul; ADS-B; OpenSky; Service Difficulty Reports
Event Title:The 11th OpenSky Symposium
Event Location:Toulouse, Frankreich
Event Type:international Conference
Event Start Date:30 October 2023
Event End Date:31 October 2023
Organizer:OpenSky
HGF - Research field:other
HGF - Program:other
HGF - Program Themes:other
DLR - Research area:Digitalisation
DLR - Program:D DAT - Data
DLR - Research theme (Project):D - short study [DAT]
Location: Hamburg
Institutes and Institutions:Institute of Maintenance, Repair and Overhaul
Deposited By: Arts, Emy
Deposited On:11 Dec 2023 07:54
Last Modified:24 Apr 2024 21:01

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