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Title: Characterization of exoplanets' light curves with neural networks
Author: Aguasca Cabot, Arnau
Director/Tutor: Luri Carrascoso, Xavier
Keywords: Planetes extrasolars
Xarxes neuronals (Informàtica)
Treballs de fi de grau
Extrasolar planets
Neural networks (Computer science)
Bachelor's theses
Issue Date: Jun-2020
Abstract: 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
Note: Treballs Finals de Grau de Física, Facultat de Física, Universitat de Barcelona, Curs: 2020. Tutor: Francesc Xavier Luri Carrascoso
Appears in Collections:Treballs Finals de Grau (TFG) - Física

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