Artificial neural network classification of asteroids in the M1:2 mean-motion resonance with Mars
| Autor: | R. C. Domingos, Valerio Carruba, Safwan Aljbaae, W. Barletta |
|---|---|
| Přispěvatelé: | Universidade Estadual Paulista (Unesp), Natl Space Res Inst INPE |
| Rok vydání: | 2021 |
| Předmět: |
010504 meteorology & atmospheric sciences
01 natural sciences Resonance (particle physics) Field (computer science) 0103 physical sciences data analysis [methods] 010303 astronomy & astrophysics 0105 earth and related environmental sciences Physics Artificial neural network business.industry Computer Science - Neural and Evolutionary Computing Astronomy and Astrophysics Pattern recognition celestial mechanics Mars Exploration Program Celestial mechanics Term (time) Mean motion Space and Planetary Science Asteroid Physics::Space Physics Astrophysics::Earth and Planetary Astrophysics Artificial intelligence Astrophysics - Instrumentation and Methods for Astrophysics business general [minor planets asteroids] Astrophysics - Earth and Planetary Astrophysics |
| Zdroj: | Web of Science Repositório Institucional da UNESP Universidade Estadual Paulista (UNESP) instacron:UNESP |
| ISSN: | 1365-2966 0035-8711 |
| DOI: | 10.1093/mnras/stab914 |
| Popis: | Artificial neural networks (ANN) have been successfully used in the last years to identify patterns in astronomical images. The use of ANN in the field of asteroid dynamics has been, however, so far somewhat limited. In this work we used for the first time ANN for the purpose of automatically identifying the behaviour of asteroid orbits affected by the M1:2 mean-motion resonance with Mars. Our model was able to perform well above 85% levels for identifying images of asteroid resonant arguments in term of standard metrics like accuracy, precision and recall, allowing to identify the orbital type of all numbered asteroids in the region. Using supervised machine learning methods, optimized through the use of genetic algorithms, we also predicted the orbital status of all multi-opposition asteroids in the area. We confirm that the M1:2 resonance mainly affects the orbits of the Massalia, Nysa, and Vesta asteroid families. Comment: 11 pages, 10 figures, 1 table. Accepted for publication in MNRAS |
| Databáze: | OpenAIRE |
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