Taxonomic Classification of Asteroids Using the KMTNet Multiband Photometry Data Set
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 Su...
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creator | Choi, Sangho Moon, Hong-Kyu Roh, Dong-Goo Shin, Min-Su Kim, Myung-Jin Sohn, Young-Jong |
description | 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. |
doi_str_mv | 10.3847/PSJ/aca7c8 |
format | Article |
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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.</description><identifier>ISSN: 2632-3338</identifier><identifier>EISSN: 2632-3338</identifier><identifier>DOI: 10.3847/PSJ/aca7c8</identifier><language>eng</language><publisher>The American Astronomical Society</publisher><subject>Asteroid surfaces ; Asteroids ; Classification ; Multi-color photometry</subject><ispartof>The planetary science journal, 2023-03, Vol.4 (3), p.49</ispartof><rights>2023. The Author(s). Published by the American Astronomical Society.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c350t-8657ac53663e64e3b60e0b66df2e355bfbdb5b7003eff686de3e00a2a3b9cfaf3</cites><orcidid>0000-0003-4079-9534 ; 0000-0001-5666-9967 ; 0000-0001-6104-4304 ; 0000-0002-9934-3139 ; 0000-0002-4787-6769</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://iopscience.iop.org/article/10.3847/PSJ/aca7c8/pdf$$EPDF$$P50$$Giop$$Hfree_for_read</linktopdf><link.rule.ids>314,780,784,864,2102,27924,27925,38890,53867</link.rule.ids></links><search><creatorcontrib>Choi, Sangho</creatorcontrib><creatorcontrib>Moon, Hong-Kyu</creatorcontrib><creatorcontrib>Roh, Dong-Goo</creatorcontrib><creatorcontrib>Shin, Min-Su</creatorcontrib><creatorcontrib>Kim, Myung-Jin</creatorcontrib><creatorcontrib>Sohn, Young-Jong</creatorcontrib><title>Taxonomic Classification of Asteroids Using the KMTNet Multiband Photometry Data Set</title><title>The planetary science journal</title><addtitle>PSJ</addtitle><addtitle>Planet. Sci. J</addtitle><description>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.</description><subject>Asteroid surfaces</subject><subject>Asteroids</subject><subject>Classification</subject><subject>Multi-color photometry</subject><issn>2632-3338</issn><issn>2632-3338</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>O3W</sourceid><sourceid>DOA</sourceid><recordid>eNptkE1rAjEQQENpoWJ76S8IPfRQsGY3m-x6FPtlq62gnsMkm2gW3UgSof77rt1SevA0w_B4MA-hm4Q80CLL-7P5Wx8U5Ko4Q52U07RHKS3O_-2X6DqEihCSsiThOe-gxQK-XO22VuHRBkKwxiqI1tXYGTwMUXtny4CXwdYrHNcav08XHzri6X4TrYS6xLO1i26roz_gR4iA5zpeoQsDm6Cvf2cXLZ-fFqPX3uTzZTwaTnqKMhJ7BWc5KEY5p5pnmkpONJGclybVlDFpZCmZzAmh2hhe8FJTTQikQOVAGTC0i8att3RQiZ23W_AH4cCKn4PzKwE-WrXRAhgUPIEBYVmZkQGDPCeZlI1fqkZ3dN23LuVdCF6bP19CxDGvaPKKNm8D37WwdTtRub2vmzdPg7cnwF2oRCaoyAZiVxr6DcWTh-U</recordid><startdate>20230301</startdate><enddate>20230301</enddate><creator>Choi, Sangho</creator><creator>Moon, Hong-Kyu</creator><creator>Roh, Dong-Goo</creator><creator>Shin, Min-Su</creator><creator>Kim, Myung-Jin</creator><creator>Sohn, Young-Jong</creator><general>The American Astronomical Society</general><general>IOP Publishing</general><scope>O3W</scope><scope>TSCCA</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>DOA</scope><orcidid>https://orcid.org/0000-0003-4079-9534</orcidid><orcidid>https://orcid.org/0000-0001-5666-9967</orcidid><orcidid>https://orcid.org/0000-0001-6104-4304</orcidid><orcidid>https://orcid.org/0000-0002-9934-3139</orcidid><orcidid>https://orcid.org/0000-0002-4787-6769</orcidid></search><sort><creationdate>20230301</creationdate><title>Taxonomic Classification of Asteroids Using the KMTNet Multiband Photometry Data Set</title><author>Choi, Sangho ; Moon, Hong-Kyu ; Roh, Dong-Goo ; Shin, Min-Su ; Kim, Myung-Jin ; Sohn, Young-Jong</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c350t-8657ac53663e64e3b60e0b66df2e355bfbdb5b7003eff686de3e00a2a3b9cfaf3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Asteroid surfaces</topic><topic>Asteroids</topic><topic>Classification</topic><topic>Multi-color photometry</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Choi, Sangho</creatorcontrib><creatorcontrib>Moon, Hong-Kyu</creatorcontrib><creatorcontrib>Roh, Dong-Goo</creatorcontrib><creatorcontrib>Shin, Min-Su</creatorcontrib><creatorcontrib>Kim, Myung-Jin</creatorcontrib><creatorcontrib>Sohn, Young-Jong</creatorcontrib><collection>IOP Publishing Free Content</collection><collection>IOPscience (Open Access)</collection><collection>CrossRef</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>The planetary science journal</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Choi, Sangho</au><au>Moon, Hong-Kyu</au><au>Roh, Dong-Goo</au><au>Shin, Min-Su</au><au>Kim, Myung-Jin</au><au>Sohn, Young-Jong</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Taxonomic Classification of Asteroids Using the KMTNet Multiband Photometry Data Set</atitle><jtitle>The planetary science journal</jtitle><stitle>PSJ</stitle><addtitle>Planet. Sci. J</addtitle><date>2023-03-01</date><risdate>2023</risdate><volume>4</volume><issue>3</issue><spage>49</spage><pages>49-</pages><issn>2632-3338</issn><eissn>2632-3338</eissn><abstract>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.</abstract><pub>The American Astronomical Society</pub><doi>10.3847/PSJ/aca7c8</doi><tpages>21</tpages><orcidid>https://orcid.org/0000-0003-4079-9534</orcidid><orcidid>https://orcid.org/0000-0001-5666-9967</orcidid><orcidid>https://orcid.org/0000-0001-6104-4304</orcidid><orcidid>https://orcid.org/0000-0002-9934-3139</orcidid><orcidid>https://orcid.org/0000-0002-4787-6769</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Asteroid surfaces Asteroids Classification Multi-color photometry |
title | Taxonomic Classification of Asteroids Using the KMTNet Multiband Photometry Data Set |
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