Near infrared spectroscopy for the classification of vigor level of soybean seed
ABSTRACT This work aimed at investigating the viability of near infrared spectrometry (NIR), associated with chemometric methods, in order to identify differences at the levels of vigor of naturally and artificially aged soybean seeds. Seeds of six soybean genotypes were analyzed when freshly harves...
Saved in:
Published in | Ciência agronômica Vol. 55 |
---|---|
Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
Published |
Universidade Federal do Ceará
01.01.2024
|
Subjects | |
Online Access | Get full text |
Cover
Loading…
Abstract | ABSTRACT This work aimed at investigating the viability of near infrared spectrometry (NIR), associated with chemometric methods, in order to identify differences at the levels of vigor of naturally and artificially aged soybean seeds. Seeds of six soybean genotypes were analyzed when freshly harvested, after natural aging in storage for eight months, and after artificial aging at the temperature of 41 °C for 96 hours. The seed moisture content, germination potential and vigor were evaluated. Also, there were measured the content of protein, oil and of the fatty acids: palmitic, stearic, oleic, linoleic and linolenic. The NIR spectra were obtained from the freeze-dried and grinded seeds. The natural and artificial aging of the seeds promote deterioration at distinct levels, reflecting in differences in seed vigor. The regions of the electromagnetic spectrum between wavelengths of 1000-1200 nm, 1350-1450 nm, 1800-1900 nm and 2300-2400 nm are important to distinguish the levels of quality of the soybean seeds. The contents of oil and protein have a relationship with the physiological quality of the seeds. Also, the most relevant wavelengths for the classification of seed vigor present a relationship with these compounds. NIR spectroscopy, in combination with chemometric methods, presents potential to be used in the classification of soybean seeds regarding their physiological quality. |
---|---|
AbstractList | ABSTRACT This work aimed at investigating the viability of near infrared spectrometry (NIR), associated with chemometric methods, in order to identify differences at the levels of vigor of naturally and artificially aged soybean seeds. Seeds of six soybean genotypes were analyzed when freshly harvested, after natural aging in storage for eight months, and after artificial aging at the temperature of 41 °C for 96 hours. The seed moisture content, germination potential and vigor were evaluated. Also, there were measured the content of protein, oil and of the fatty acids: palmitic, stearic, oleic, linoleic and linolenic. The NIR spectra were obtained from the freeze-dried and grinded seeds. The natural and artificial aging of the seeds promote deterioration at distinct levels, reflecting in differences in seed vigor. The regions of the electromagnetic spectrum between wavelengths of 1000-1200 nm, 1350-1450 nm, 1800-1900 nm and 2300-2400 nm are important to distinguish the levels of quality of the soybean seeds. The contents of oil and protein have a relationship with the physiological quality of the seeds. Also, the most relevant wavelengths for the classification of seed vigor present a relationship with these compounds. NIR spectroscopy, in combination with chemometric methods, presents potential to be used in the classification of soybean seeds regarding their physiological quality. |
Author | Silva, Laércio Junio da Silva, Martha Freire da Medeiros, André Dantas de Silva, Felipe Lopes da Roque, Jussara Valente Moura, Lorena de Oliveira Soares, Júlia Martins |
AuthorAffiliation | State University of Maringá Federal University of Goiás Universidade Federal de Viçosa Federal University of Viçosa |
AuthorAffiliation_xml | – name: Federal University of Viçosa – name: Universidade Federal de Viçosa – name: State University of Maringá – name: Federal University of Goiás |
Author_xml | – sequence: 1 givenname: Martha Freire da surname: Silva fullname: Silva, Martha Freire da – sequence: 2 givenname: Jussara Valente surname: Roque fullname: Roque, Jussara Valente – sequence: 3 givenname: Júlia Martins surname: Soares fullname: Soares, Júlia Martins – sequence: 4 givenname: Lorena de Oliveira surname: Moura fullname: Moura, Lorena de Oliveira – sequence: 5 givenname: André Dantas de surname: Medeiros fullname: Medeiros, André Dantas de – sequence: 6 givenname: Felipe Lopes da surname: Silva fullname: Silva, Felipe Lopes da – sequence: 7 givenname: Laércio Junio da surname: Silva fullname: Silva, Laércio Junio da |
BookMark | eNpNUctOwzAQtBBIlNIf4JQfaPEzcY6o4lGpAiTgbK3tTXEV4soOSP17EgoVp92d3RmNZi_IaRc7JOSK0YWqhbpmmpbzsqzpglMuKaXqhEyO4Om__pzMct4OF1TUJS35hDw_IqQidE2ChL7IO3R9itnF3b5oYir6dyxcCzmHJjjoQ-yK2BRfYTPsWvzCdhxz3FuErsiI_pKcNdBmnP3WKXm7u31dPszXT_er5c167nhV9XNQinErFS-9poMT7UuGUrlKcM9rbS2zIJxCLZm1kimQTHoNNajKuwaZmJLVQddH2JpdCh-Q9iZCMD9ATBsDqQ-uRWO10tZzWldgpeCgK-eVq6kUtEQBYtBaHLSyC9hGs42fqRvMm5cxOTMm95sso1SykcAPBDdklRM2RwOMmvEn5kg0fz8R38tjfSk |
ContentType | Journal Article |
Copyright | This work is licensed under a Creative Commons Attribution 4.0 International License. |
Copyright_xml | – notice: This work is licensed under a Creative Commons Attribution 4.0 International License. |
DBID | AAYXX CITATION GPN DOA |
DOI | 10.5935/1806-6690.20240005 |
DatabaseName | CrossRef SciELO Directory of Open Access Journals |
DatabaseTitle | CrossRef |
DatabaseTitleList | |
Database_xml | – sequence: 1 dbid: DOA name: DOAJ Directory of Open Access Journals url: https://www.doaj.org/ sourceTypes: Open Website |
DeliveryMethod | fulltext_linktorsrc |
EISSN | 1806-6690 |
ExternalDocumentID | oai_doaj_org_article_b858bd2097ab432a87cd5c904306e3a3 S1806_66902024000100413 10_5935_1806_6690_20240005 |
GroupedDBID | 123 3V. 5VS 635 7X2 8FE 8FH 91A A8Z AAYXX ABDHV ABUWG ABXHO ADBBV AENEX AFKRA AFRAH ALMA_UNASSIGNED_HOLDINGS APEBS APOWU ATCPS AZFZN BCNDV BENPR BHPHI BPHCQ CCPQU CITATION CLZPN DYU ECGQY ESTFP GROUPED_DOAJ HCIFZ IPNFZ KQ8 M0K M~E OK1 OZF PIMPY PQQKQ PROAC RDY RIG RNS RSC SCD GPN |
ID | FETCH-LOGICAL-c277t-a5512b4526d800628d61e45c732d298bb1ba3c5e841bb415a414d8a9a57dcfe13 |
IEDL.DBID | DOA |
ISSN | 1806-6690 |
IngestDate | Tue Oct 22 14:53:48 EDT 2024 Fri Oct 18 20:53:32 EDT 2024 Fri Aug 23 00:46:07 EDT 2024 |
IsDoiOpenAccess | true |
IsOpenAccess | true |
IsPeerReviewed | true |
IsScholarly | true |
Keywords | Physiological quality of seeds Seed Storage Seed deterioration Biochemical composition of seeds NIR |
Language | English |
License | This work is licensed under a Creative Commons Attribution 4.0 International License. http://creativecommons.org/licenses/by/4.0 |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c277t-a5512b4526d800628d61e45c732d298bb1ba3c5e841bb415a414d8a9a57dcfe13 |
ORCID | 0000-0001-9432-6009 0000-0001-9866-9615 0000-0002-1097-0292 0000-0002-5220-959X 0000-0001-7202-0420 0000-0002-3958-8169 0000-0002-0052-4651 |
OpenAccessLink | https://doaj.org/article/b858bd2097ab432a87cd5c904306e3a3 |
ParticipantIDs | doaj_primary_oai_doaj_org_article_b858bd2097ab432a87cd5c904306e3a3 scielo_journals_S1806_66902024000100413 crossref_primary_10_5935_1806_6690_20240005 |
PublicationCentury | 2000 |
PublicationDate | 2024-01-01 |
PublicationDateYYYYMMDD | 2024-01-01 |
PublicationDate_xml | – month: 01 year: 2024 text: 2024-01-01 day: 01 |
PublicationDecade | 2020 |
PublicationTitle | Ciência agronômica |
PublicationTitleAlternate | Rev. Ciênc. Agron |
PublicationYear | 2024 |
Publisher | Universidade Federal do Ceará |
Publisher_xml | – name: Universidade Federal do Ceará |
References | YASMIN, J. 2019; 19 ZHANG, T. 2020; 239 LI, X. 2020; 101 MAGUIRE, J. D. 1962; 2 FAN, Y.; MA, S.; WU, T. 2020; 105 CASTELLIÓN, M. 2010; 121 HUANG, J.; YU, C. 2019; 89 MEDEIROS, A. D.; PEREIRA, M. D. 2018; 48 SINGH, J.; PAROHA, S.; MISHRA, R. P. 2017; 6 SAVITZKY, A.; GOLAY, M. J. E. 1964; 36 2009 GISLUM, R. 2018; 59 HAYATI, P. K. D.; ANGGASTA, G. N.; ANWAR, A. 2020; 497 SILVA, L. J.; MEDEIROS, A. D.; OLIVEIRA, A. M. S. 2019; 41 GAO, H. W. 2015; 34 VENKATESAN, S. 2020; 41 MATHIAS, V.; COELHO, C. M. M.; GARCIA, J. 2019; 32 KUSUMANINGRUM, D. 2018; 98 AL-AMERY, M. 2018; 28 OZAKI, Y.; MCCLURE, W. F.; CHRISTY, A. A. 2006 WORKMAN, J. JR.; WEYER, L. 2007 BEWLEY, J. D. 2013 MAYRINCK, L. G. 2020; 42 MUKASA, P. 2019; 98 HUANG, Z. 2013; 43 BRERETON, R. G.; LLOYD, G. R. 2014; 28 GUO, J. 2011; 6 JHAM, G. N.; TELES, F. F. F.; CAMPOS, L. G. 1982; 59 XU, R. 2020; 224 BRADFORD, M. M. 1976; 72 EBONE, L. A. 2020; 10 ARMSTRONG, P. R. 2006; 22 HOURANT, P. 2000; 54 LOHUMI, S. 2013; 38 JOLLIFFE, I. T.; CADIMA, J. 2016; 374 AGELET, L. E.; HURBURGH, C. R. 2014; 212 BAZONI, C. H. 2017; 73 BARKER, M.; RAYENS, W. 2003; 17 |
References_xml | – volume: 98 start-page: 1734 year: 2018 end-page: 1742 article-title: Non-destructive technique for determining the viability of soybean (Glycine max) seeds using NIR spectroscopy publication-title: Journal of the Science of Food and Agriculture contributor: fullname: KUSUMANINGRUM, D. – volume: 38 start-page: 312 issue: 4 year: 2013 end-page: 317 article-title: Nondestructive evaluation for the viability of watermelon (Citrullus lanatus) seeds using fourier transform near infrared spectroscopy publication-title: Journal of Biosystems Engineering contributor: fullname: LOHUMI, S. – volume: 98 start-page: 62 year: 2019 end-page: 68 article-title: Determination of viability of retinispora (Hinoki cypress) seeds using FT-NIR spectroscopy publication-title: Infrared Physics and Technology contributor: fullname: MUKASA, P. – volume: 41 start-page: 250 year: 2019 end-page: 257 article-title: Seedcalc, a new automated R software tool for germination and seedling length data processing publication-title: Journal of Seed Science contributor: fullname: SILVA, L. J.; MEDEIROS, A. D.; OLIVEIRA, A. M. S. – volume: 48 start-page: 222 issue: 3 year: 2018 end-page: 228 article-title: SAPL®: a free software for determining the physiological potential in soybean seeds publication-title: Pesquisa Agropecuária Tropical contributor: fullname: MEDEIROS, A. D.; PEREIRA, M. D. – volume: 34 start-page: 14 issue: 1 year: 2015 end-page: 19 article-title: Differences in properties of seed vigor between artificially and naturally aged soybean seeds publication-title: Seed contributor: fullname: GAO, H. W. – volume: 10 start-page: 1 issue: 4 year: 2020 end-page: 15 article-title: Soybean seed vigor: uniformity and growth as key factors to improve yield publication-title: Agronomy contributor: fullname: EBONE, L. A. – volume: 59 start-page: 1 issue: 8 year: 2018 end-page: 10 article-title: Characterization of castor (Ricinus communis L.) seed quality using Fourier transform near-infrared spectroscopy in combination with multivariate data analysis publication-title: Agriculture contributor: fullname: GISLUM, R. – volume: 43 start-page: 654 year: 2013 end-page: 660 article-title: Feasibility study of near infrared spectroscopy with variable selection for non-destructive determination of quality parameters in shell-intact cottonseed publication-title: Industrial Crops and Products contributor: fullname: HUANG, Z. – start-page: 406 year: 2006 publication-title: Near-infrared spectroscopy in food science and technology contributor: fullname: OZAKI, Y.; MCCLURE, W. F.; CHRISTY, A. A. – volume: 6 start-page: 2215 issue: 10 year: 2017 end-page: 2226 article-title: Factors affecting oilseed quality during storage with special reference to soybean (Glycine max) and niger (Guizotia abyssinica) seeds publication-title: International Journal of Current Microbiology and Applied Sciences contributor: fullname: SINGH, J.; PAROHA, S.; MISHRA, R. P. – volume: 72 start-page: 248 year: 1976 end-page: 254 article-title: A rapid and sensitive method for the quantitation of microgram quantities of protein utilizing the principle of protein-dye binding publication-title: Analytical Biochemistry contributor: fullname: BRADFORD, M. M. – volume: 22 start-page: 767 year: 2006 end-page: 772 article-title: Rapid single-kernel NIR measurement of grain and oil-seed attributes publication-title: Applied Engineering in Agriculture contributor: fullname: ARMSTRONG, P. R. – volume: 497 start-page: 1 year: 2020 end-page: 8 article-title: Physical and chemical properties of dura and pisifera genotypes of oil palm seed and its viability and vigor publication-title: International Conference of Bio-Based Economy and Agricultural Utilization contributor: fullname: HAYATI, P. K. D.; ANGGASTA, G. N.; ANWAR, A. – volume: 19 start-page: 1 issue: 5 year: 2019 end-page: 14 article-title: Classification method for viability screening of naturally aged watermelon seeds using NIR spectroscopy publication-title: Sensors contributor: fullname: YASMIN, J. – volume: 212 start-page: 288 year: 2014 end-page: 299 article-title: Limitations and current applications of Near Infrared Spectroscopy for single seed analysis publication-title: Talanta contributor: fullname: AGELET, L. E.; HURBURGH, C. R. – volume: 121 start-page: 952 year: 2010 end-page: 958 article-title: Protein deterioration and longevity of quinoa seeds during long-term storage publication-title: Food Chemistry contributor: fullname: CASTELLIÓN, M. – volume: 239 start-page: 1 issue: 118488 year: 2020 end-page: 11 article-title: Non-destructive analysis of germination percentage, germination energy and simple vigour index on wheat seeds during storage by Vis/NIR and SWIR hyperspectral imaging publication-title: Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy contributor: fullname: ZHANG, T. – volume: 101 start-page: 172 year: 2020 end-page: 181 article-title: Review of NIR spectroscopy methods for nondestructive quality analysis of oilseeds and edible oils publication-title: Trends in Food Science & Technology contributor: fullname: LI, X. – volume: 224 start-page: 1 issue: 117400 year: 2020 end-page: 8 article-title: Use of near-infrared spectroscopy for the rapid evaluation of soybean [Glycine max (L.) Merril.] water soluble protein content publication-title: Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy contributor: fullname: XU, R. – volume: 32 start-page: 730 issue: 3 year: 2019 end-page: 740 article-title: Soluble protein as indicative of physiological quality of soybean seeds publication-title: Revista Caatinga contributor: fullname: MATHIAS, V.; COELHO, C. M. M.; GARCIA, J. – volume: 54 start-page: 1168 year: 2000 end-page: 1174 article-title: Oil and fat classification by selected bands of near-infrared spectroscopy publication-title: Applied Spectroscopy contributor: fullname: HOURANT, P. – volume: 42 start-page: 1 year: 2020 end-page: 11 article-title: Use of near infrared spectroscopy in cotton seeds physiological quality evaluation publication-title: Journal of Seed Science contributor: fullname: MAYRINCK, L. G. – volume: 36 start-page: 1627 issue: 8 year: 1964 end-page: 1639 article-title: Smoothing and differentiation of data by simplified least squares procedures publication-title: Analytical Chemistry contributor: fullname: SAVITZKY, A.; GOLAY, M. J. E. – volume: 89 start-page: 1 year: 2019 end-page: 9 article-title: Determination of cellulose, hemicellulose and lignin content using near-infrared spectroscopy in flax fiber publication-title: Textile Research Journal contributor: fullname: HUANG, J.; YU, C. – start-page: 407 year: 2013 publication-title: Seeds: physiology of development, germination and dormancy contributor: fullname: BEWLEY, J. D. – volume: 17 start-page: 166 year: 2003 end-page: 173 article-title: Partial least squares for discrimination publication-title: Journal of Chemometrics contributor: fullname: BARKER, M.; RAYENS, W. – volume: 28 start-page: 213 year: 2014 end-page: 225 article-title: Partial least squares discriminant analysis: taking the magic away publication-title: Journal of Chemometrics contributor: fullname: BRERETON, R. G.; LLOYD, G. R. – volume: 28 start-page: 245 year: 2018 end-page: 252 article-title: Near-infrared spectroscopy used to predict soybean seed germination and vigour publication-title: Seed Science Research contributor: fullname: AL-AMERY, M. – volume: 105 start-page: 1 year: 2020 end-page: 7 article-title: Individual wheat kernels vigor assessment based on nir spectroscopy coupled with machine learning methodologies publication-title: Infrared Physics and Technology contributor: fullname: FAN, Y.; MA, S.; WU, T. – volume: 2 start-page: 176 year: 1962 end-page: 177 article-title: Speed of germination-aid selection and evaluation for seedling emergence and vigor publication-title: Crop Science contributor: fullname: MAGUIRE, J. D. – volume: 374 start-page: 1 issue: 2065 year: 2016 end-page: 16 article-title: Principal component analysis: a review and recent developments publication-title: Philosophical Transactions of the Royal Society A contributor: fullname: JOLLIFFE, I. T.; CADIMA, J. – start-page: 395 year: 2009 publication-title: Regras para análise de sementes – volume: 41 start-page: 106 year: 2020 end-page: 115 article-title: Role of near - Infrared spectroscopy in seed quality evaluation: a review publication-title: Agricultural Reviews contributor: fullname: VENKATESAN, S. – volume: 73 start-page: 1 year: 2017 end-page: 6 article-title: Near-infrared spectroscopy as a rapid method for evaluation physicochemical changes of stored soybeans publication-title: Journal of Stored Products Research contributor: fullname: BAZONI, C. H. – start-page: 346 year: 2007 publication-title: Practical guide to interpretive near-infrared spectroscopy contributor: fullname: WORKMAN, J. JR.; WEYER, L. – volume: 6 start-page: 1 year: 2011 end-page: 40 article-title: NIR calibrations for soybean seeds and soy food composition analysis total carbohydrates, oil, proteins and water contents publication-title: Nature Precedings contributor: fullname: GUO, J. – volume: 59 start-page: 32 year: 1982 end-page: 133 article-title: Use of aqueous HCl/MeOH as esterification reagent for analysis of fatty acids derived from soybean lipids publication-title: Journal of the American Oil Chemists' Society contributor: fullname: JHAM, G. N.; TELES, F. F. F.; CAMPOS, L. G. |
SSID | ssj0000396062 |
Score | 2.341895 |
Snippet | ABSTRACT This work aimed at investigating the viability of near infrared spectrometry (NIR), associated with chemometric methods, in order to identify... |
SourceID | doaj scielo crossref |
SourceType | Open Website Open Access Repository Aggregation Database |
SubjectTerms | AGRONOMY Biochemical composition of seeds NIR Physiological quality of seeds Seed deterioration Seed Storage |
Title | Near infrared spectroscopy for the classification of vigor level of soybean seed |
URI | http://www.scielo.br/scielo.php?script=sci_arttext&pid=S1806-66902024000100413&lng=en&tlng=en https://doaj.org/article/b858bd2097ab432a87cd5c904306e3a3 |
Volume | 55 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1NS8NAEF2kJy-iqFi_2IPgQUKb3Wx296hiKYpF0UJvy052K0JpSluF_ntnklRy8-IlkA-y4c0kMy_MvGHsyii0pQef5BB1ktmQJybqmMQpeoAQ1oOhRuHnUT4cZ48TNWmN-qKasFoeuAauB0YZCKJvtYdMCm90EVRhSaoqj9LXOp992yJT1TdYUmYu6i4ZZaXqpQapc45cEDkh1U3SvLpWJKoE-0kuFN-oWTvEDPbZXpMb8tv6mQ7YTpwfspcR-iJHP1hSqTivOiNJgbJcbDgmnBwTOF5QCkw1PxXMvJzy788PPDejiiDaXZUbiH7OVxirjth48PB-P0yaMQhJIbReJx6TGgE0CjyYquUx5GnMVKGlCMIagBS8LFQ0WQqA8dhnaRaMt17pUExjKo9ZZ17O4wnjKtcigDIeeVFWgLVIKNBGPgVpgteiy262kLhFrXbhkCUQgI4AdASg2wLYZXeE2u-VpFRdHUD7ucZ-7i_7ddl1jblrXp6Ve_tdqlmJVO1Sefofy52xXbpp_RPlnHXWy694gWnFGi4rD8Lt06v5AXDExqc |
link.rule.ids | 230,315,783,787,867,888,2109,27936,27937 |
linkProvider | Directory of Open Access Journals |
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=Near+infrared+spectroscopy+for+the+classification+of+vigor+level+of+soybean+seed&rft.jtitle=Ci%C3%AAncia+agron%C3%B4mica&rft.au=Silva%2C+Martha+Freire+da&rft.au=Roque%2C+Jussara+Valente&rft.au=Soares%2C+J%C3%BAlia+Martins&rft.au=Moura%2C+Lorena+de+Oliveira&rft.date=2024-01-01&rft.issn=1806-6690&rft.volume=55&rft_id=info:doi/10.5935%2F1806-6690.20240005&rft.externalDBID=n%2Fa&rft.externalDocID=10_5935_1806_6690_20240005 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1806-6690&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1806-6690&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1806-6690&client=summon |