The Utility of RGB Color for Discrimination of Lunar Maturity and Composition
We explore the extent to which red‐green‐blue (RGB) color images, such as those produced by a complementary metal oxide semiconductor (CMOS) Bayer‐filter camera, can be utilized for studying the maturity and composition of the lunar surface. RGB filters typically are quite broad, with considerable o...
Saved in:
Published in | Earth and space science (Hoboken, N.J.) Vol. 10; no. 1 |
---|---|
Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
Hoboken
John Wiley & Sons, Inc
01.01.2023
American Geophysical Union (AGU) |
Subjects | |
Online Access | Get full text |
Cover
Loading…
Abstract | We explore the extent to which red‐green‐blue (RGB) color images, such as those produced by a complementary metal oxide semiconductor (CMOS) Bayer‐filter camera, can be utilized for studying the maturity and composition of the lunar surface. RGB filters typically are quite broad, with considerable overlap among the three colors. Convolution of laboratory spectra for lunar samples to the RGB responsivities of the Chang'E‐3 rover's Panoramic Camera allowed determination of the correlations between color ratios (B/R, B/G, and G/R) and the sample maturity (Is/FeO) or composition (wt.% FeO or TiO2). In general, color ratios decrease as Is/FeO increases. When separate sample categories are considered, we find that the B/R ratio is a good predictor of Is/FeO for low‐Ti mare, low‐Fe highland, and moderate‐Fe highland soils. For high‐Ti mare soils, Is/FeO has little influence on the B/R ratio (due to the spectral effects of abundant ilmenite), and hence the ratio cannot be used to determine maturity. We also find that color ratios have no useful correlation with sample wt.% FeO or TiO2. Thus, in locations excluding the high‐Ti maria, RGB color data could be used to estimate soil maturity. We outline a concept for a multispectral imager based on a CMOS sensor with a Bayer‐like pattern of custom‐wavelength filters chosen specifically for lunar science applications.
Plain Language Summary
Typical color cameras capture light through pixels covered with red, green, and blue (RGB) filters, enabling images to mimic the visual response of the human eye. However, because the color filters are broad (transmit a wide range of wavelengths of light) and overlap to some extent, RGB images can be less useful for scientific purposes. We wanted to determine whether RGB images could be used to estimate certain characteristics of rocks and soils on the Moon. Using lab data for Apollo lunar samples, we determined that RGB images might be helpful for mapping a characteristic of the soil known as “maturity,” which is related to the length of time that the soil has been exposed on the lunar surface. This mapping technique could be applied to surfaces except for those soils containing high abundances of titanium. We also discuss a concept for a camera that could achieve greater science return than RGB by using a set of three filters that are customized for application to the Moon.
Key Points
Analyzed lunar sample spectra in terms of typical red‐green‐blue (RGB) camera bandpasses
RGB color ratios can be used to estimate soil maturity of specific sample categories (low‐Fe highland, moderate‐Fe highland, low‐Ti mare)
We present a concept for a camera based on a complementary metal oxide semiconductor sensor with custom pattern filters that are selected specifically for lunar composition and maturity mapping |
---|---|
AbstractList | We explore the extent to which red‐green‐blue (RGB) color images, such as those produced by a complementary metal oxide semiconductor (CMOS) Bayer‐filter camera, can be utilized for studying the maturity and composition of the lunar surface. RGB filters typically are quite broad, with considerable overlap among the three colors. Convolution of laboratory spectra for lunar samples to the RGB responsivities of the
Chang'E‐3
rover's Panoramic Camera allowed determination of the correlations between color ratios (B/R, B/G, and G/R) and the sample maturity (I
s
/FeO) or composition (wt.% FeO or TiO
2
). In general, color ratios decrease as I
s
/FeO increases. When separate sample categories are considered, we find that the B/R ratio is a good predictor of I
s
/FeO for low‐Ti mare, low‐Fe highland, and moderate‐Fe highland soils. For high‐Ti mare soils, I
s
/FeO has little influence on the B/R ratio (due to the spectral effects of abundant ilmenite), and hence the ratio cannot be used to determine maturity. We also find that color ratios have no useful correlation with sample wt.% FeO or TiO
2
. Thus, in locations excluding the high‐Ti maria, RGB color data could be used to estimate soil maturity. We outline a concept for a multispectral imager based on a CMOS sensor with a Bayer‐like pattern of custom‐wavelength filters chosen specifically for lunar science applications.
Typical color cameras capture light through pixels covered with red, green, and blue (RGB) filters, enabling images to mimic the visual response of the human eye. However, because the color filters are broad (transmit a wide range of wavelengths of light) and overlap to some extent, RGB images can be less useful for scientific purposes. We wanted to determine whether RGB images could be used to estimate certain characteristics of rocks and soils on the Moon. Using lab data for
Apollo
lunar samples, we determined that RGB images might be helpful for mapping a characteristic of the soil known as “maturity,” which is related to the length of time that the soil has been exposed on the lunar surface. This mapping technique could be applied to surfaces except for those soils containing high abundances of titanium. We also discuss a concept for a camera that could achieve greater science return than RGB by using a set of three filters that are customized for application to the Moon.
Analyzed lunar sample spectra in terms of typical red‐green‐blue (RGB) camera bandpasses
RGB color ratios can be used to estimate soil maturity of specific sample categories (low‐Fe highland, moderate‐Fe highland, low‐Ti mare)
We present a concept for a camera based on a complementary metal oxide semiconductor sensor with custom pattern filters that are selected specifically for lunar composition and maturity mapping We explore the extent to which red‐green‐blue (RGB) color images, such as those produced by a complementary metal oxide semiconductor (CMOS) Bayer‐filter camera, can be utilized for studying the maturity and composition of the lunar surface. RGB filters typically are quite broad, with considerable overlap among the three colors. Convolution of laboratory spectra for lunar samples to the RGB responsivities of the Chang'E‐3 rover's Panoramic Camera allowed determination of the correlations between color ratios (B/R, B/G, and G/R) and the sample maturity (Is/FeO) or composition (wt.% FeO or TiO2). In general, color ratios decrease as Is/FeO increases. When separate sample categories are considered, we find that the B/R ratio is a good predictor of Is/FeO for low‐Ti mare, low‐Fe highland, and moderate‐Fe highland soils. For high‐Ti mare soils, Is/FeO has little influence on the B/R ratio (due to the spectral effects of abundant ilmenite), and hence the ratio cannot be used to determine maturity. We also find that color ratios have no useful correlation with sample wt.% FeO or TiO2. Thus, in locations excluding the high‐Ti maria, RGB color data could be used to estimate soil maturity. We outline a concept for a multispectral imager based on a CMOS sensor with a Bayer‐like pattern of custom‐wavelength filters chosen specifically for lunar science applications. Plain Language Summary Typical color cameras capture light through pixels covered with red, green, and blue (RGB) filters, enabling images to mimic the visual response of the human eye. However, because the color filters are broad (transmit a wide range of wavelengths of light) and overlap to some extent, RGB images can be less useful for scientific purposes. We wanted to determine whether RGB images could be used to estimate certain characteristics of rocks and soils on the Moon. Using lab data for Apollo lunar samples, we determined that RGB images might be helpful for mapping a characteristic of the soil known as “maturity,” which is related to the length of time that the soil has been exposed on the lunar surface. This mapping technique could be applied to surfaces except for those soils containing high abundances of titanium. We also discuss a concept for a camera that could achieve greater science return than RGB by using a set of three filters that are customized for application to the Moon. Key Points Analyzed lunar sample spectra in terms of typical red‐green‐blue (RGB) camera bandpasses RGB color ratios can be used to estimate soil maturity of specific sample categories (low‐Fe highland, moderate‐Fe highland, low‐Ti mare) We present a concept for a camera based on a complementary metal oxide semiconductor sensor with custom pattern filters that are selected specifically for lunar composition and maturity mapping Abstract We explore the extent to which red‐green‐blue (RGB) color images, such as those produced by a complementary metal oxide semiconductor (CMOS) Bayer‐filter camera, can be utilized for studying the maturity and composition of the lunar surface. RGB filters typically are quite broad, with considerable overlap among the three colors. Convolution of laboratory spectra for lunar samples to the RGB responsivities of the Chang'E‐3 rover's Panoramic Camera allowed determination of the correlations between color ratios (B/R, B/G, and G/R) and the sample maturity (Is/FeO) or composition (wt.% FeO or TiO2). In general, color ratios decrease as Is/FeO increases. When separate sample categories are considered, we find that the B/R ratio is a good predictor of Is/FeO for low‐Ti mare, low‐Fe highland, and moderate‐Fe highland soils. For high‐Ti mare soils, Is/FeO has little influence on the B/R ratio (due to the spectral effects of abundant ilmenite), and hence the ratio cannot be used to determine maturity. We also find that color ratios have no useful correlation with sample wt.% FeO or TiO2. Thus, in locations excluding the high‐Ti maria, RGB color data could be used to estimate soil maturity. We outline a concept for a multispectral imager based on a CMOS sensor with a Bayer‐like pattern of custom‐wavelength filters chosen specifically for lunar science applications. We explore the extent to which red-green-blue (RGB) color images, such as those produced by a complementary metal oxide semiconductor (CMOS) Bayer-filter camera, can be utilized for studying the maturity and composition of the lunar surface. RGB filters typically are quite broad, with considerable overlap among the three colors. Convolution of laboratory spectra for lunar samples to the RGB responsivities of the Chang'E-3 rover's Panoramic Camera allowed determination of the correlations between color ratios (B/R, B/G, and G/R) and the sample maturity (Is/FeO) or composition (wt.% FeO or TiO2). In general, color ratios decrease as Is/FeO increases. When separate sample categories are considered, we find that the B/R ratio is a good predictor of Is/FeO for low-Ti mare, low-Fe highland, and moderate-Fe highland soils. For high-Ti mare soils, Is/FeO has little influence on the B/R ratio (due to the spectral effects of abundant ilmenite), and hence the ratio cannot be used to determine maturity. We also find that color ratios have no useful correlation with sample wt.% FeO or TiO2. Thus, in locations excluding the high-Ti maria, RGB color data could be used to estimate soil maturity. We outline a concept for a multispectral imager based on a CMOS sensor with a Bayer-like pattern of custom-wavelength filters chosen specifically for lunar science applications. |
Author | Zheng, YongChun Blewett, David T. Cloutis, Edward A. Choi, Tiffanie X. |
Author_xml | – sequence: 1 givenname: David T. orcidid: 0000-0002-9241-6358 surname: Blewett fullname: Blewett, David T. email: david.blewett@jhuapl.edu organization: Johns Hopkins University Applied Physics Laboratory – sequence: 2 givenname: Tiffanie X. surname: Choi fullname: Choi, Tiffanie X. organization: Now at University of Maryland – sequence: 3 givenname: YongChun surname: Zheng fullname: Zheng, YongChun organization: Chinese Academy of Sciences – sequence: 4 givenname: Edward A. orcidid: 0000-0001-7301-0929 surname: Cloutis fullname: Cloutis, Edward A. organization: University of Winnipeg |
BookMark | eNqFkMFOwzAMhiM0JGDsxgNU4krBcdKmOcIYA2kTEoNzlKYpZCrNSFuhvT0tQwhxgINly_782_qPyKj2tSXkhMI5BZQXCIizSwAUFPbIITLG4gQyPvpRH5BJ06wBgGKSAvJDsnx8sdFT6yrXbiNfRg_zq2jqKx-iso9r15jgXl2tW-frYb7oah2ipW67MGzouujx141v3EAck_1SV42dfOUxebqZPU5v48X9_G56uYg1F8hji3ooiiSn0hqkMs2t4MaaQmQ2TwwVpmQipRkvUZokyyUVgudJwTnDPEM2Jnc73cLrtdr0L-qwVV479dnw4Vnp0DpTWWWNENSW3GqkvDBaSoapZKBNyiEF3Wud7rQ2wb91tmnV2neh7t9XKARA1jsle-psR5ngmybY8vsqBTX4r3763-P4Czeu_TSxDdpV_yy9u8pu_zygZqsVUpZy9gEe0JVm |
CitedBy_id | crossref_primary_10_1016_j_lwt_2023_115043 |
Cites_doi | 10.1111/j.1945-5100.2000.tb01496.x 10.2138/rmg.2006.60.2 10.1086/506426 10.1016/0019-1035(87)90037-6 10.5281/zenodo.7465280 10.1029/1999je001117 10.1126/science.268.5214.1150 10.1029/2001je001515 10.1029/93je02467 10.1029/2011JE003879 10.1029/97je03019 10.1029/2019GL083611 10.1029/97je01505 10.1029/2019gl085252 10.1109/tip.2004.840683 10.1016/j.icarus.2017.06.013 10.1016/0019-1035(87)90003-0 10.1007/s11214-014-0134-7 10.1002/2013JE004527 10.1029/1999JE001110 10.1016/j.asr.2021.09.001 10.1088/1674-4527/15/11/009 10.1002/2015GL065789 10.1088/1674-4527/14/12/005 10.1016/j.icarus.2018.02.008 10.1126/science.266.5192.1835 10.1029/2000je001402 10.1086/430185 10.1029/2000JE001338 10.3390/rs12061047 10.1016/j.icarus.2016.07.010 10.1029/2009JE003427 10.1029/2010je003748 |
ContentType | Journal Article |
Copyright | 2023 The Authors. Earth and Space Science published by Wiley Periodicals LLC on behalf of American Geophysical Union. 2023. This work is published under http://creativecommons.org/licenses/by-nc-nd/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
Copyright_xml | – notice: 2023 The Authors. Earth and Space Science published by Wiley Periodicals LLC on behalf of American Geophysical Union. – notice: 2023. This work is published under http://creativecommons.org/licenses/by-nc-nd/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
DBID | 24P AAYXX CITATION ABUWG AEUYN AFKRA AZQEC BENPR BHPHI BKSAR CCPQU DWQXO HCIFZ PCBAR PHGZM PHGZT PIMPY PKEHL PQEST PQQKQ PQUKI PRINS DOA |
DOI | 10.1029/2022EA002710 |
DatabaseName | Wiley Online Library Open Access CrossRef ProQuest Central ProQuest One Sustainability ProQuest Central UK/Ireland ProQuest Central Essentials ProQuest Central Natural Science Collection Earth, Atmospheric & Aquatic Science Collection ProQuest One ProQuest Central SciTech Premium Collection Earth, Atmospheric & Aquatic Science Database ProQuest Central Premium ProQuest One Academic (New) Publicly Available Content Database ProQuest One Academic Middle East (New) ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Academic ProQuest One Academic UKI Edition ProQuest Central China DOAJ (Directory of Open Access Journals) |
DatabaseTitle | CrossRef Publicly Available Content Database ProQuest One Academic Middle East (New) ProQuest Central Essentials ProQuest One Academic Eastern Edition Earth, Atmospheric & Aquatic Science Database ProQuest Central (Alumni Edition) SciTech Premium Collection ProQuest One Community College ProQuest Central China Earth, Atmospheric & Aquatic Science Collection ProQuest Central ProQuest One Sustainability ProQuest One Academic UKI Edition Natural Science Collection ProQuest Central Korea ProQuest Central (New) ProQuest One Academic ProQuest One Academic (New) |
DatabaseTitleList | CrossRef Publicly Available Content Database |
Database_xml | – sequence: 1 dbid: DOA name: DOAJ Directory of Open Access Journals url: https://www.doaj.org/ sourceTypes: Open Website – sequence: 2 dbid: 24P name: Wiley Online Library Open Access (Activated by CARLI) url: https://authorservices.wiley.com/open-science/open-access/browse-journals.html sourceTypes: Publisher – sequence: 3 dbid: BENPR name: ProQuest Central url: https://www.proquest.com/central sourceTypes: Aggregation Database |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Geology |
EISSN | 2333-5084 |
EndPage | n/a |
ExternalDocumentID | oai_doaj_org_article_ec771ef4ea214dca99326930ac64060a 10_1029_2022EA002710 ESS21364 |
Genre | researchArticle |
GrantInformation_xml | – fundername: Manitoba Research Innovation Fund – fundername: NASA Lunar Data Analysis Program funderid: NNX16AN55G – fundername: National Natural Science Foundation of China funderid: 41490633 – fundername: Canada Foundation for Innovation – fundername: Canadian Space Agency – fundername: Natural Sciences and Engineering Research Council of Canada – fundername: University of Winnipeg |
GroupedDBID | 0R~ 1OC 24P 5VS AAFWJ AAHHS AAZKR ABDBF ACCFJ ACCMX ACUHS ACXQS ADBBV ADKYN ADZMN ADZOD AEEZP AEQDE AEUYN AFKRA AFPKN AIWBW AJBDE ALMA_UNASSIGNED_HOLDINGS ALUQN AVUZU BCNDV BENPR BHPHI BKSAR CCPQU EBS EJD GODZA GROUPED_DOAJ HCIFZ IAO IGS ITC KQ8 M~E O9- OK1 PCBAR PIMPY WIN AAYXX CITATION IEP PHGZM PHGZT AAMMB ABUWG AEFGJ AGXDD AIDQK AIDYY AZQEC DWQXO PKEHL PQEST PQQKQ PQUKI PRINS PUEGO |
ID | FETCH-LOGICAL-a4724-e2aa472d5b19ec2196be74cecd78eb5c17cf376184f29c58b91774b5d4432b823 |
IEDL.DBID | 24P |
ISSN | 2333-5084 |
IngestDate | Wed Aug 27 01:27:06 EDT 2025 Fri Jul 25 07:39:30 EDT 2025 Thu Apr 24 23:07:43 EDT 2025 Tue Jul 01 01:06:23 EDT 2025 Wed Jan 22 16:24:32 EST 2025 |
IsDoiOpenAccess | true |
IsOpenAccess | true |
IsPeerReviewed | true |
IsScholarly | true |
Issue | 1 |
Language | English |
License | Attribution-NonCommercial-NoDerivs |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-a4724-e2aa472d5b19ec2196be74cecd78eb5c17cf376184f29c58b91774b5d4432b823 |
Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
ORCID | 0000-0002-9241-6358 0000-0001-7301-0929 |
OpenAccessLink | https://onlinelibrary.wiley.com/doi/abs/10.1029%2F2022EA002710 |
PQID | 2770085609 |
PQPubID | 4368366 |
PageCount | 11 |
ParticipantIDs | doaj_primary_oai_doaj_org_article_ec771ef4ea214dca99326930ac64060a proquest_journals_2770085609 crossref_primary_10_1029_2022EA002710 crossref_citationtrail_10_1029_2022EA002710 wiley_primary_10_1029_2022EA002710_ESS21364 |
ProviderPackageCode | CITATION AAYXX |
PublicationCentury | 2000 |
PublicationDate | January 2023 2023-01-00 20230101 2023-01-01 |
PublicationDateYYYYMMDD | 2023-01-01 |
PublicationDate_xml | – month: 01 year: 2023 text: January 2023 |
PublicationDecade | 2020 |
PublicationPlace | Hoboken |
PublicationPlace_xml | – name: Hoboken |
PublicationTitle | Earth and space science (Hoboken, N.J.) |
PublicationYear | 2023 |
Publisher | John Wiley & Sons, Inc American Geophysical Union (AGU) |
Publisher_xml | – name: John Wiley & Sons, Inc – name: American Geophysical Union (AGU) |
References | 2011; 116 2014; 119 2015; 15 2012 1987; 71 2018; 306 1976 2008 2006; 132 1974 2022; 69 1973 2006 1972 2020; 12 2017; 296 2016; 280 2001; 106 1997; 102 1994; 266 1987; 69 2003; 108 2015; 190 2022 2020 2000; 105 2000; 35 2019; 46 2015; 42 1993; 98 2010; 115 2005; 129 2019 2014; 14 1995; 268 1983 1998; 103 2012; 117 2005; 14 e_1_2_7_6_1 Rhodes J. M. (e_1_2_7_34_1) 1973 e_1_2_7_5_1 e_1_2_7_4_1 Rhodes J. M. (e_1_2_7_35_1) 1976 Xu T.‐Y. (e_1_2_7_45_1) 2019 e_1_2_7_9_1 e_1_2_7_8_1 e_1_2_7_7_1 e_1_2_7_19_1 e_1_2_7_18_1 e_1_2_7_17_1 e_1_2_7_16_1 e_1_2_7_40_1 e_1_2_7_2_1 e_1_2_7_15_1 e_1_2_7_41_1 e_1_2_7_14_1 e_1_2_7_42_1 Haskin L. A. (e_1_2_7_12_1) 1973 e_1_2_7_13_1 e_1_2_7_43_1 e_1_2_7_44_1 e_1_2_7_11_1 e_1_2_7_10_1 e_1_2_7_46_1 e_1_2_7_47_1 e_1_2_7_48_1 e_1_2_7_27_1 e_1_2_7_49_1 e_1_2_7_28_1 Rhodes J. M. (e_1_2_7_36_1) 1974 Blewett D. T. (e_1_2_7_3_1) 2022 e_1_2_7_30_1 Longhi J. (e_1_2_7_20_1) 1972 e_1_2_7_25_1 e_1_2_7_31_1 e_1_2_7_24_1 Morris R. V. (e_1_2_7_26_1) 1983 e_1_2_7_32_1 e_1_2_7_23_1 e_1_2_7_33_1 e_1_2_7_22_1 e_1_2_7_21_1 e_1_2_7_38_1 e_1_2_7_39_1 Otake H. (e_1_2_7_29_1) 2012 Rose H. J. (e_1_2_7_37_1) 1973 |
References_xml | – volume: 306 start-page: 243 year: 2018 end-page: 255 article-title: Mineralogy and chemistry of Ti‐bearing lunar soils: Effects on reflectance spectra and remote sensing observations publication-title: Icarus – year: 2012 article-title: Lunar iron and titanium abundance algorithms based on SELENE (Kaguya) Multiband Imager data publication-title: 43rd Lunar and Planetary Science Conference – year: 1983 – volume: 14 start-page: 370 issue: 3 year: 2005 end-page: 379 article-title: Demosaicing by successive approximation publication-title: IEEE Transactions on Image Processing – volume: 106 start-page: 27985 issue: E11 year: 2001 end-page: 28000 article-title: Lunar mare soils: Space weathering and the major effects of surface‐correlated nanophase Fe publication-title: Journal of Geophysical Research – start-page: 131 year: 1972 end-page: 139 article-title: Petrology and crystallization history of basalts 14310 and 14072 publication-title: Proceedings of the 3rd Lunar Science Conference – volume: 42 start-page: 8312 issue: 20 year: 2015 end-page: 8319 article-title: In situ optical measurements of Chang’E‐3 landing site in mare Imbrium: 2. Photometric properties of the regolith publication-title: Geophysical Research Letters – volume: 14 start-page: 1557 issue: 12 year: 2014 end-page: 1566 article-title: A method and results of color calibration for the Chang’e‐3 terrain camera and panoramic camera publication-title: Research in Astronomy and Astrophysics – volume: 296 start-page: 216 year: 2017 end-page: 238 article-title: Lunar mare TiO abundances estimated from UV/Vis reflectance publication-title: Icarus – volume: 103 start-page: 3679 issue: E2 year: 1998 end-page: 3699 article-title: Mapping the FeO and TiO content of the lunar surface with multispectral imagery publication-title: Journal of Geophysical Research – start-page: 1467 year: 1976 end-page: 1489 article-title: Chemistry, classification, and petrogenesis of Apollo 17 mare basalts publication-title: Proceedings of the 7th Lunar Science Conference – volume: 69 start-page: 14 issue: 1 year: 1987 end-page: 28 article-title: Atlas of reflectance spectra of terrestrial, lunar, and meteoritic powders and frosts from 92 to 1800 nm publication-title: Icarus – volume: 266 start-page: 1835 issue: 5192 year: 1994 end-page: 1839 article-title: The Clementine mission to the Moon: Scientific overview publication-title: Science – start-page: 1097 year: 1974 end-page: 1117 article-title: The relationships between geology and soil chemistry at the Apollo 17 landing site publication-title: Proceedings of the 5th Lunar Science Conference – volume: 106 start-page: 10039 issue: E5 year: 2001 end-page: 10073 article-title: Space weathering from Mercury to the asteroid belt publication-title: Journal of Geophysical Research – start-page: 1149 year: 1973 end-page: 1158 article-title: Compositional data for twenty‐two Apollo 16 samples publication-title: Proceedings of the 4th Lunar Science Conference – volume: 190 start-page: 85 issue: 1–4 year: 2015 end-page: 101 article-title: The Chang'e 3 mission overview publication-title: Space Science Reviews – volume: 117 issue: E2 year: 2012 article-title: Global estimates of lunar iron and titanium contents from the Chang’ E‐1 IIM data publication-title: Journal of Geophysical Research – volume: 119 start-page: 976 issue: 5 year: 2014 end-page: 997 article-title: Characterization of space weathering from Lunar Reconnaissance Orbiter Camera ultraviolet observations of the Moon publication-title: Journal of Geophysical Research: Planets – volume: 115 issue: E2 year: 2010 article-title: Mineralogical and chemical characterization of lunar highland soils: Insights into the space weathering of soils on airless bodies publication-title: Journal of Geophysical Research – volume: 46 start-page: 9405 issue: 16 year: 2019 end-page: 9413 article-title: Weak dust activity near a geologically young surface revealed by Chang'E‐3 mission publication-title: Geophysical Research Letters – volume: 69 start-page: 823 issue: 1 year: 2022 end-page: 836 article-title: Scientific objectives and payloads of the lunar sample return mission—Chang’E‐5 publication-title: Advances in Space Research – volume: 129 start-page: 2887 issue: 6 year: 2005 end-page: 2901 article-title: The spectral irradiance of the Moon publication-title: The Astronomical Journal – volume: 280 start-page: 183 year: 2016 end-page: 198 article-title: Lunar iron and optical maturity mapping: Results from partial least squares modeling of Chang’E‐1 IIM data publication-title: Icarus – volume: 132 start-page: 1396 issue: 3 year: 2006 end-page: 1404 article-title: The effects of space weathering at UV wavelengths: S‐Class asteroids publication-title: The Astronomical Journal – year: 2022 article-title: : PRISM exploration of Reiner Gamma publication-title: 53rd Lunar and Planetary Science Conference – volume: 108 issue: E2 year: 2003 article-title: A revised algorithm for calculating TiO from Clementine UVVIS data: A synthesis of rock, soil, and remotely sensed TiO concentrations publication-title: Journal of Geophysical Research – volume: 105 start-page: 20297 issue: E8 year: 2000 end-page: 20305 article-title: Lunar iron and titanium abundance algorithms based on final processing of Clementine ultraviolet‐visible images publication-title: Journal of Geophysical Research – volume: 35 start-page: 1101 issue: 5 year: 2000 end-page: 1107 article-title: Space weathering on airless bodies: Resolving a mystery with lunar samples publication-title: Meteoritics & Planetary Science – volume: 46 start-page: 12764 issue: 22 year: 2019 end-page: 12770 article-title: Topographic evolution of Von Kármán crater revealed by the lunar rover Yutu‐2 publication-title: Geophysical Research Letters – volume: 71 start-page: 397 issue: 3 year: 1987 end-page: 429 article-title: An analysis of the Mariner 10 color ratio map of Mercury publication-title: Icarus – volume: 268 start-page: 1150 issue: 5214 year: 1995 end-page: 1153 article-title: Abundance and distribution of iron on the Moon publication-title: Science – year: 2008 – volume: 105 start-page: 20377 issue: E8 year: 2000 end-page: 20386 article-title: Imaging of lunar surface maturity publication-title: Journal of Geophysical Research – year: 2022 – year: 2006 – year: 2020 – start-page: 1275 year: 1973 end-page: 1296 article-title: Major and trace element abundances in samples from the lunar highlands publication-title: Proceedings of the 4th Lunar Science Conference – volume: 15 start-page: 1867 issue: 11 year: 2015 end-page: 1880 article-title: Panoramic camera on the Yutu lunar rover of the Chang’e‐3 mission publication-title: Research in Astronomy and Astrophysics – volume: 116 year: 2011 article-title: Optical maturity variation in lunar spectra as measured by Moon Mineralogy Mapper data publication-title: Journal of Geophysical Research – start-page: 1127 year: 1973 end-page: 1148 article-title: Chemistry, classification, and petrogenesis of Apollo 15 mare basalts publication-title: Proceedings of the 4th Lunar Science Conference – year: 2019 article-title: The calibration of Chang’e‐3 PCAM data and regolith maturity study based on in‐situ measurements publication-title: 50th Lunar and Planetary Science Conference – volume: 98 start-page: 20817 issue: E11 year: 1993 end-page: 20824 article-title: Optical effects of space weathering: The role of the finest fraction publication-title: Journal of Geophysical Research – volume: 102 start-page: 16319 issue: E7 year: 1997 end-page: 16325 article-title: Clementine images of the lunar sample return stations: Refinement of FeO and TiO mapping techniques publication-title: Journal of Geophysical Research – volume: 12 issue: 6 year: 2020 article-title: An empirical model to estimate abundance of nanophase metallic iron (npFe ) in lunar soils publication-title: Remote Sensing – ident: e_1_2_7_31_1 doi: 10.1111/j.1945-5100.2000.tb01496.x – ident: e_1_2_7_24_1 doi: 10.2138/rmg.2006.60.2 – start-page: 131 year: 1972 ident: e_1_2_7_20_1 article-title: Petrology and crystallization history of basalts 14310 and 14072 publication-title: Proceedings of the 3rd Lunar Science Conference – year: 2022 ident: e_1_2_7_3_1 article-title: Lunar Vertex: PRISM exploration of Reiner Gamma publication-title: 53rd Lunar and Planetary Science Conference – ident: e_1_2_7_13_1 doi: 10.1086/506426 – start-page: 1275 year: 1973 ident: e_1_2_7_12_1 article-title: Major and trace element abundances in samples from the lunar highlands publication-title: Proceedings of the 4th Lunar Science Conference – ident: e_1_2_7_32_1 doi: 10.1016/0019-1035(87)90037-6 – start-page: 1467 year: 1976 ident: e_1_2_7_35_1 article-title: Chemistry, classification, and petrogenesis of Apollo 17 mare basalts publication-title: Proceedings of the 7th Lunar Science Conference – ident: e_1_2_7_2_1 doi: 10.5281/zenodo.7465280 – ident: e_1_2_7_48_1 – ident: e_1_2_7_22_1 doi: 10.1029/1999je001117 – start-page: 1149 year: 1973 ident: e_1_2_7_37_1 article-title: Compositional data for twenty‐two Apollo 16 samples publication-title: Proceedings of the 4th Lunar Science Conference – ident: e_1_2_7_25_1 doi: 10.1126/science.268.5214.1150 – ident: e_1_2_7_10_1 doi: 10.1029/2001je001515 – ident: e_1_2_7_7_1 – ident: e_1_2_7_30_1 doi: 10.1029/93je02467 – ident: e_1_2_7_44_1 doi: 10.1029/2011JE003879 – year: 2019 ident: e_1_2_7_45_1 article-title: The calibration of Chang’e‐3 PCAM data and regolith maturity study based on in‐situ measurements publication-title: 50th Lunar and Planetary Science Conference – ident: e_1_2_7_39_1 – ident: e_1_2_7_21_1 doi: 10.1029/97je03019 – ident: e_1_2_7_46_1 doi: 10.1029/2019GL083611 – ident: e_1_2_7_4_1 doi: 10.1029/97je01505 – ident: e_1_2_7_9_1 doi: 10.1029/2019gl085252 – ident: e_1_2_7_16_1 – ident: e_1_2_7_18_1 doi: 10.1109/tip.2004.840683 – start-page: 1097 year: 1974 ident: e_1_2_7_36_1 article-title: The relationships between geology and soil chemistry at the Apollo 17 landing site publication-title: Proceedings of the 5th Lunar Science Conference – ident: e_1_2_7_38_1 doi: 10.1016/j.icarus.2017.06.013 – ident: e_1_2_7_43_1 doi: 10.1016/0019-1035(87)90003-0 – ident: e_1_2_7_17_1 doi: 10.1007/s11214-014-0134-7 – ident: e_1_2_7_8_1 doi: 10.1002/2013JE004527 – ident: e_1_2_7_23_1 doi: 10.1029/1999JE001110 – ident: e_1_2_7_49_1 doi: 10.1016/j.asr.2021.09.001 – ident: e_1_2_7_47_1 doi: 10.1088/1674-4527/15/11/009 – ident: e_1_2_7_14_1 doi: 10.1002/2015GL065789 – year: 2012 ident: e_1_2_7_29_1 article-title: Lunar iron and titanium abundance algorithms based on SELENE (Kaguya) Multiband Imager data publication-title: 43rd Lunar and Planetary Science Conference – ident: e_1_2_7_33_1 doi: 10.1088/1674-4527/14/12/005 – volume-title: Handbook of lunar soils. Part I and Part II year: 1983 ident: e_1_2_7_26_1 – ident: e_1_2_7_5_1 doi: 10.1016/j.icarus.2018.02.008 – ident: e_1_2_7_28_1 doi: 10.1126/science.266.5192.1835 – ident: e_1_2_7_42_1 doi: 10.1029/2000je001402 – ident: e_1_2_7_15_1 doi: 10.1086/430185 – ident: e_1_2_7_6_1 – ident: e_1_2_7_11_1 doi: 10.1029/2000JE001338 – ident: e_1_2_7_19_1 doi: 10.3390/rs12061047 – ident: e_1_2_7_40_1 doi: 10.1016/j.icarus.2016.07.010 – ident: e_1_2_7_41_1 doi: 10.1029/2009JE003427 – ident: e_1_2_7_27_1 doi: 10.1029/2010je003748 – start-page: 1127 year: 1973 ident: e_1_2_7_34_1 article-title: Chemistry, classification, and petrogenesis of Apollo 15 mare basalts publication-title: Proceedings of the 4th Lunar Science Conference |
SSID | ssj0001256024 |
Score | 2.2138524 |
Snippet | We explore the extent to which red‐green‐blue (RGB) color images, such as those produced by a complementary metal oxide semiconductor (CMOS) Bayer‐filter... We explore the extent to which red-green-blue (RGB) color images, such as those produced by a complementary metal oxide semiconductor (CMOS) Bayer-filter... Abstract We explore the extent to which red‐green‐blue (RGB) color images, such as those produced by a complementary metal oxide semiconductor (CMOS)... |
SourceID | doaj proquest crossref wiley |
SourceType | Open Website Aggregation Database Enrichment Source Index Database Publisher |
SubjectTerms | Algorithms Cameras CMOS composition Discrimination Filters instrument concept Laboratories Maturity Minerals Moon Ratios regolith maturity remote sensing RGB camera Titanium dioxide |
SummonAdditionalLinks | – databaseName: DOAJ (Directory of Open Access Journals) dbid: DOA link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3NS8MwFA8yELyInzidkoOepNimabMcN90H4jyIg91CkiYgSCdzO-y_9720G_WgXryU0qbweL_kvd9LXt8j5DoBxpYbpiPp0zTiPC3ADsIFqK3OnPfShh5Lk-d8POWPs2zWaPWFOWFVeeBKcXfOCpE4z51mCS-slkg4ZBprm4MvigM1Ap_XCKaq3RXw5IzXme4xkxjks0EPozD8Wbbhg0Kp_m_8sslSg5sZHpD9mh_SXiXXIdlx5RHZHYX-u-tjMgFY6XSJCa1rOvf0ZdSnEPvPFxTIJ314QyOAyS2obnz_tCr1gk6weid-ocuCogWoM7VOyHQ4eL0fR3VHhEhzwXjkmMabIjOJdBaMTW6c4NbZQnSdyWwirAeLAVGbZ9JmXQPBmOAmKwAEZrosPSWtcl66M0ITDctPa8etlZyJTENUbY0XVlrQnsvb5HajI2XrcuHYteJdhWNrJlVTo21ysx39UZXJ-GFcH9W9HYPFrcMDgFzVkKu_IG-TzgYsVa-4T8WEQPqYxxIkDwD-KoiC6c2SNOfn_yHRBdnDNvTV1kyHtJaLlbsEsrI0V2FefgGA6eDz priority: 102 providerName: Directory of Open Access Journals – databaseName: ProQuest Central dbid: BENPR link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV3fS8MwEA46EXwRf-J0Sh70SYprmjbNk2xzm4gTGQ58K8k1FUG6uc0H_3vvukzng76U0iQl3CVfv7tc7xg7D5GxJVaYQBdRFEgZ5YiDeEFqa2JXFBqqGkuDh-R2JO-e42fvcJv5sMolJlZAnY-BfORXQimiB0lTX0_eA6oaRaervoTGOttACE7TGttodx8ehyteFhwhpI94bwpNxr7otsgao59mV75FVcr-Xzxzla1Wn5veDtv2PJG3FordZWuu3GOb_aoO7-c-G6B6-WhOga2ffFzwYb_NO9g25UhC-c0rgQEFuZDYqf3-ozRTPqAsnjTClDknJPARWwds1Os-dW4DXxkhMFIJGThh6CaPbagdIOgk1ikJDnKVOhtDqKBA5EDrrRAa4tSiUaakjXNUhrCpiA5ZrRyX7ojx0OA2NMZJAC2Fig1a12ALBRpQei6ps8uljDLwacOpesVbVh1fC52tSrTOLr57TxbpMv7o1yZxf_ehJNfVg_H0JfN7JnOgVOgK6YwIZQ5GE9fUUdNAgjSkaeqssVRW5nfeLPtZJzjzSoH_TiTDZS7CKJHH_7_shG1RofmF86XBavPphztFOjK3Z37NfQEex9nX priority: 102 providerName: ProQuest |
Title | The Utility of RGB Color for Discrimination of Lunar Maturity and Composition |
URI | https://onlinelibrary.wiley.com/doi/abs/10.1029%2F2022EA002710 https://www.proquest.com/docview/2770085609 https://doaj.org/article/ec771ef4ea214dca99326930ac64060a |
Volume | 10 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1La8MwDDajZbDL2JN164oP22mENY4T18e264OxllJW6C3YjjMGIx19HPrvJ7luaQ8b7BJCrAQjWfInRZYIeQgBsSWaqUDmURRwHmVgB-EC0FbFNs-lcT2WBsOkP-Gv03jqA254FmZTH2IXcEPNcPYaFVzphS82gDUywWtnnSa6VXjCqoynazGlj_HRXowF9nPX15ZFMBPAItznvsMnnvc_cLArueL9B4hzH7e6jad7Rk49YqTNjYjPyZEtLshxz3XkXV-SAQiaTpaY4rqms5yOey3ahrE5BThKXz7RLGC6CwoAx99WhZrTAdbzxDdUkVG0CT5364pMup33dj_wPRICxQXjgWUKb7JYh9IaMD-JtoIbazLRsDo2oTA52BDw43ImTdzQ4J4JruMMxMJ0g0XXpFTMCntDaKhAIZWy3BjJmYgV-NlG58JIA5y0SYU8bXmUGl9AHPtYfKXuRzaT6T5HK-RxR_29KZzxC10L2b2jwXLX7sFs_pF67UmtESK0ObeKhTwzSiLqlFFdmQQASV1VSHUrrNTr4CJlQiCgTOoSZu4E-OdEUljwLIwSfvsv6jtygh3oN1GZKikt5yt7DzhlqWtuMdZIudUZjsY15-3_ACXy3N4 |
linkProvider | Wiley-Blackwell |
linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1fT9swED-homl7mfZXK7Dhh_E0RUscJ64fpolCoYy2mhCVePPsizNNQikrRahfap9xd2kC3cN44yWKYidyznfn353PdwAfE0JsuZcuMmWaRkqlBelBuhC0dVkoS4N1jaXxJB9O1beL7GID_rRnYTisstWJtaIuZsg-8s9Sa4YHeWy-Xv2OuGoU7662JTRWbHEalrdksl1_OTmk-d2T8mhwfjCMmqoCkVNaqihIxzdF5hMTkAQ290ErDFjoXvAZJhpLkjqyfEppMOt5Mmi08llBPyJ9jxMdkMrfVGkeyw5s9geT72drXh0aoVRNhH0sDTsX5GCfrT8-pLu29tUlAv7BtevouF7ejl7A8waXiv0VI72EjVC9gifHdd3f5WsYEzuJ6YIDaZdiVoqz4744oLa5INArDn-x8uGgGp5mbh_dVG4uxpw1lN9wVSFY8zQRYm9g-ig0ewudalaFdyASR2LvXFCIRkmdObLm0ZcaDRL1Qt6FTy2NLDZpyrlaxqWtt8ulsesU7cLeXe-rVXqO__TrM7nv-nBS7frBbP7TNjJqA2qdhFIFJxNVoDOMbU0aO8wJ9sSuCzvtZNlG0q_tPV_SyOsJfHAglsRKJmmuth7-2C48HZ6PR3Z0Mjndhmdc5H7l-NmBzmJ-E94TFFr4Dw3_Cfjx2Cz_FydvFic |
linkToPdf | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3dT9swED-hok17QexLK-PDD-NpimgcJ64fponSFhi0QmiVePNsx0aTppSVoqn_Gn_d7lKHlYfxxksUxU7knO_Ovzuf7wA-pYjYCstNokKWJUJkJepBvCC0NbkPQbm6xtJoXJxMxLer_GoN7puzMBRW2ejEWlGXU0c-8gMuJcGDoqMOQgyLuOgPv978TqiCFO20NuU0lixy5hd_0Hy7_XLax7ne53w4-H50ksQKA4kRkovEc0M3ZW5T5R0Kb2G9FM67Una9zV0qXUAJRCsocOXyrkXjRgqbl_hT3HYp6QGq_3VJVlEL1nuD8cXliocHR8tFjLbvcEWOBj44JEuQDuyurIN1uYBHGHcVKddL3XATNiJGZYdLpnoNa756Ay-O6xrAi7cwQtZikzkF1S7YNLDL4x47wrYZQwDM-j9JEVGADU05tZ_fVWbGRpRBlN4wVclIC8VosXcweRaavYdWNa38B2CpQRVgjBfOKcFlbtCydzZIpxxSzxdt-NzQSLuYspwqZ_zS9dY5V3qVom3Yf-h9s0zV8Z9-PSL3Qx9KsF0_mM6udZRX7Z2UqQ_CG56K0hlFOFdlHeMKhEAd04btZrJ0lPpb_Y9HceT1BD45EI0ixtOsEFtPf2wPXiKr6_PT8dlHeEX17pc-oG1ozWd3fgdR0dzuRvZj8OO5Of4vNA8aXA |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=The+Utility+of+RGB+Color+for+Discrimination+of+Lunar+Maturity+and+Composition&rft.jtitle=Earth+and+space+science+%28Hoboken%2C+N.J.%29&rft.au=Blewett%2C+David+T.&rft.au=Choi%2C+Tiffanie+X.&rft.au=Zheng%2C+YongChun&rft.au=Cloutis%2C+Edward+A.&rft.date=2023-01-01&rft.issn=2333-5084&rft.eissn=2333-5084&rft.volume=10&rft.issue=1&rft.epage=n%2Fa&rft_id=info:doi/10.1029%2F2022EA002710&rft.externalDBID=10.1029%252F2022EA002710&rft.externalDocID=ESS21364 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2333-5084&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2333-5084&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2333-5084&client=summon |