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/ | ||||||||
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| Document Type: | Conference or Workshop Item (Speech) | ||||||||
| Title: | Learning Antenna Pointing from Video Data | ||||||||
| Authors: |
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| 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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