- Tytuł:
- Convolutional neural networks in the detection of astronomical objects from the Messier catalog
- Autorzy:
-
Beluch, Witold
Śliwa, Paweł - Powiązania:
- https://bibliotekanauki.pl/articles/38703870.pdf
- Data publikacji:
- 2023
- Wydawca:
- Instytut Podstawowych Problemów Techniki PAN
- Tematy:
-
convolutional neural networks
astronomical objects detection
Messier catalog
konwolucyjna sieć neuronowa
wykrywanie obiektów astronomicznych
katalog Messiera - Opis:
- This paper explores the application of convolutional neural networks in the field of amateur astronomy. The authors have employed the available astronomical datasets to develop a detector for identifying astronomical objects from the Messier catalog. A concept framework for creating such a detector for astronomical objects using artificial intelligence tools in the form of a detector based on convolutional neural networks is presented. Augmentation and pre-processing procedures have been used to extend the feature distribution in the training set. Examples confirming the effectiveness of the proposed detector of astronomical objects are presented.
- Źródło:
-
Computer Assisted Methods in Engineering and Science; 2023, 30, 4; 461-479
2299-3649 - Pojawia się w:
- Computer Assisted Methods in Engineering and Science
- Dostawca treści:
- Biblioteka Nauki
Artykuł