Automated image analysis for space debris identification and astrometric measurements
Autor: | Jacopo Piattoni, Alessandro Ceruti, Fabrizio Piergentili |
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Přispěvatelé: | J. Piattoni, A. Ceruti, F. Piergentili |
Jazyk: | angličtina |
Rok vydání: | 2014 |
Předmět: |
automated image analysis
object detection space debris star field SPACE DEBRIS Computer science business.industry Process (computing) Aerospace Engineering Astrometry Object detection Software Celestial coordinate system A priori and a posteriori Computer vision Artificial intelligence IMAGE ANALYSIS Orbit determination business Space debris |
Popis: | The space debris is a challenging problem for the human activity in the space. Observation campaigns are conducted around the globe to detect and track uncontrolled space objects. One of the main problems in optical observation is obtaining useful information about the debris dynamical state by the images collected. For orbit determination, the most relevant information embedded in optical observation is the precise angular position, which can be evaluated by astrometry procedures, comparing the stars inside the image with star catalogs. This is typically a time consuming process, if done by a human operator, which makes this task impractical when dealing with large amounts of data, in the order of thousands images per night, generated by routinely conducted observations. An automated procedure is investigated in this paper that is capable to recognize the debris track inside a picture, calculate the celestial coordinates of the image׳s center and use these information to compute the debris angular position in the sky. This procedure has been implemented in a software code, that does not require human interaction and works without any supplemental information besides the image itself, detecting space objects and solving for their angular position without a priori information. The algorithm for object detection was developed inside the research team. For the star field computation, the software code astrometry.net was used and released under GPL v2 license. The complete procedure was validated by an extensive testing, using the images obtained in the observation campaign performed in a joint project between the Italian Space Agency (ASI) and the University of Bologna at the Broglio Space center, Kenya. |
Databáze: | OpenAIRE |
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