Taxonomic Classification of Asteroids Using the KMTNet Multiband Photometry Data Set

被引:1
|
作者
Choi, Sangho [1 ]
Moon, Hong-Kyu [2 ]
Roh, Dong-Goo [2 ]
Shin, Min-Su [2 ]
Kim, Myung-Jin [2 ]
Sohn, Young-Jong [1 ]
机构
[1] Yonsei Univ, Dept Astron, Seoul 03722, South Korea
[2] Korea Astron & Space Sci Inst, 776 Daedeokdae Ro, Daejeon 34055, South Korea
来源
PLANETARY SCIENCE JOURNAL | 2023年 / 4卷 / 03期
基金
新加坡国家研究基金会;
关键词
MAIN-BELT; DETECTING VARIABILITY; SPECTROSCOPIC SURVEY; VARIABLE CANDIDATES; PHASE-II; CERES; SPECTRA; WATER; MINERALS; FAMILIES;
D O I
10.3847/PSJ/aca7c8
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
We report the multiband photometry of asteroids observed over 14 nights from 2015 December to 2017 December using the Korea Microlensing Telescope Network telescopes with the taxonomic classification of those objects. The data set contains the photometry of 6793 asteroids in the Sloan Digital Sky Survey griz bands. Following the method of DeMeo & Carry, we define classification criteria on the 2D color plane to assign nine taxonomic types (A, B, C, K, L&D, O, S, V, and X) for the observed objects. We also determine asteroid taxonomy in the newly defined 3D color space as suggested by Roh et al. with seven distinct types based on their novel semisupervised machine-learning model. Both methods distinguish between the S type and others but have difficulty separating the X and C types due to their weak and indistinguishable features and broad distribution in the color spaces. The heliocentric distribution of the observed asteroids with their taxonomic assignments confirms similar trends in the previous works; the number of S types decreases, while the fraction of C types increases with the heliocentric distance in the main belt. On the other hand, the D type dominates in the Jupiter Trojans.
引用
收藏
页数:21
相关论文
共 42 条
  • [41] Oxygen-oxygen correlations in liquid water: Addressing the discrepancy between diffraction and extended x-ray absorption fine-structure using a novel multiple-data set fitting technique
    Wikfeldt, Kjartan Thor
    Leetmaa, Mikael
    Mace, Amber
    Nilsson, Anders
    Pettersson, Lars G. M.
    JOURNAL OF CHEMICAL PHYSICS, 2010, 132 (10)
  • [42] Rapid measurement of classification levels of primary macronutrients in durian (Durio zibethinus Murray CV. Mon Thong) leaves using FT-NIR spectrometer and comparing the effect of imbalanced and balanced data for modelling
    Phanomsophon, Thitima
    Jaisue, Natthapon
    Worphet, Akarawhat
    Tawinteung, Nukoon
    Shrestha, Bijendra
    Posom, Jetsada
    Khurnpoon, Lampan
    Sirisomboon, Panmanas
    MEASUREMENT, 2022, 203