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Learning Antenna Pointing from Video Data

Bergerhoff, Leif (2025) Learning Antenna Pointing from Video Data. WAW Machine Learning 11, 2025-10-28 - 2025-10-30, Oberpfaffenhofen. Deutschland.

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Abstract

The ground station Neustrelitz is a critical component of DLR's earth observation payload data ground segment. To ensure high reliability, the facility combines modern infrastructure, redundancy measures, comprehensive monitoring, automated processes, and expertise in manual configuration and development.

As part of an advanced monitoring setup, we aim to develop an automated camera-based surveillance system for robust antenna pointing derivation using machine learning. By leveraging and adapting existing approaches, we seek to create a prototype that delivers precise antenna pointing from image data optimized for our specific use case.

This talk provides an overview of the problem, proposed methodology, and current status of this work-in-progress project.

Item URL in elib:https://elib.dlr.de/218334/
Document Type:Conference or Workshop Item (Speech)
Title:Learning Antenna Pointing from Video Data
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Bergerhoff, LeifLeif.Bergerhoff (at) dlr.dehttps://orcid.org/0000-0002-9422-8115UNSPECIFIED
Date:29 October 2025
Refereed publication:No
Open Access:No
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Status:Published
Keywords:Outline, Satellite Data Acquisition, Supervised Learning, Viewpoint Estimation, Regression, Operations, Monitoring
Event Title:WAW Machine Learning 11
Event Location:Oberpfaffenhofen. Deutschland
Event Type:Workshop
Event Start Date:28 October 2025
Event End Date:30 October 2025
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Space
HGF - Program Themes:Earth Observation
DLR - Research area:Raumfahrt
DLR - Program:R EO - Earth Observation
DLR - Research theme (Project):R - EO Data Technologies | EO Data Technologies for Missions, Research and Transfer
Location: Neustrelitz
Institutes and Institutions:German Remote Sensing Data Center > National Ground Segment
Deposited By: Bergerhoff, Dr. Leif
Deposited On:10 Nov 2025 12:10
Last Modified:10 Nov 2025 12:10

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