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http://hdl.handle.net/2445/170970
Título: | Characterization of exoplanets' light curves with neural networks |
Autor: | Aguasca Cabot, Arnau |
Director/Tutor: | Luri Carrascoso, Xavier |
Materia: | Planetes extrasolars Xarxes neuronals (Informàtica) Treballs de fi de grau Extrasolar planets Neural networks (Computer science) Bachelor's theses |
Fecha de publicación: | jun-2020 |
Resumen: | A study of the implementation of deep learning using artificial neural networks is undertaken aiming to reduce processing time and human supervision in the characterization of exoplanets’ light curves. Firstly, to understand the problem and the techniques involved, a convolutional neural network proposed by Shallue & Vanderburg for the Kepler mission is studied and recreated. Secondly, different alternative neural networks are proposed and compared with the original one, aiming to improve the classification performance |
Nota: | Treballs Finals de Grau de Física, Facultat de Física, Universitat de Barcelona, Curs: 2020. Tutor: Francesc Xavier Luri Carrascoso |
URI: | http://hdl.handle.net/2445/170970 |
Aparece en las colecciones: | Treballs Finals de Grau (TFG) - Física |
Archivos de este documento:
Archivo | Descripción | Dimensiones | Formato | |
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AGUASCA CABOT ARNAU_1339217_assignsubmission_file_DDUB-Aguasca-Cabot-Arnau.pdf | 409.68 kB | Adobe PDF | Mostrar/Abrir |
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