Klagyivik, Peter (2021) Computer vision as a powerful tool for transiting exoplanet search. TESS Science Conference II (TSC2), 2-6 August 2021, virtual. doi: 10.5281/zenodo.5116160.
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Abstract
Computer vision is a field of artificial intelligence that deals with how computers can gain understanding from digital images or videos. From another perspective, it seeks to understand and automate tasks that the human visual system can do. Computer vision tools are already in use for galaxy search and classification, or comet search. Finding transiting planet candidates looking at the photometric light curves is easy for humans, therefore they should be detectable with computer vision methods. However, first, the time-series data must be somehow encoded into 2D images. I present a pilot study of transiting planet search with computer vision using Convolutional Neural Network and its application on TESS Sector 1 short cadence light curves.
Item URL in elib: | https://elib.dlr.de/146975/ | ||||||
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Document Type: | Conference or Workshop Item (Poster) | ||||||
Title: | Computer vision as a powerful tool for transiting exoplanet search | ||||||
Authors: |
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Date: | July 2021 | ||||||
Refereed publication: | No | ||||||
Open Access: | Yes | ||||||
Gold Open Access: | No | ||||||
In SCOPUS: | No | ||||||
In ISI Web of Science: | No | ||||||
DOI: | 10.5281/zenodo.5116160 | ||||||
Status: | Published | ||||||
Keywords: | Exoplanets, Data Analysis Techniques | ||||||
Event Title: | TESS Science Conference II (TSC2) | ||||||
Event Location: | virtual | ||||||
Event Type: | international Conference | ||||||
Event Dates: | 2-6 August 2021 | ||||||
HGF - Research field: | Aeronautics, Space and Transport | ||||||
HGF - Program: | Space | ||||||
HGF - Program Themes: | Space Exploration | ||||||
DLR - Research area: | Raumfahrt | ||||||
DLR - Program: | R EW - Space Exploration | ||||||
DLR - Research theme (Project): | R - QS-Project_04 Big-Data-Plattform | ||||||
Location: | Berlin-Adlershof | ||||||
Institutes and Institutions: | Institute of Planetary Research > Extrasolar Planets and Atmospheres | ||||||
Deposited By: | Klagyivik, Peter | ||||||
Deposited On: | 09 Dec 2021 08:09 | ||||||
Last Modified: | 09 Dec 2021 08:09 |
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