Application of the linear method of discriminant analysis of reflectance spectra in the near infrared region for the species identification of fish of the Salmonidae family

It is well known that fish belonging to the Salmonidae family differ in their nutritional value. Anatomical and morphological features of different salmon species have a certain similarity; therefore, representatives of this family are most often falsified. Assortment falsification of products from...

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Main Authors: Novikov, V. Yu., Rysakova, K. S., Baryshnikov, A. V.
Format: Other Non-Article Part of Journal/Newspaper
Language:Russian
Published: 2021
Subjects:
Online Access:http://hdl.handle.net/1834/41799
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spelling ftoceandocs:oai:aquadocs.org:1834/41799 2023-05-15T15:33:05+02:00 Application of the linear method of discriminant analysis of reflectance spectra in the near infrared region for the species identification of fish of the Salmonidae family Применение метода линейного дискриминантного анализа спектров отражения в ближней инфракрасной области для видовой идентификации рыб семейства Лососёвые (Salmonidae) Novikov, V. Yu. Rysakova, K. S. Baryshnikov, A. V. Russia Россия 2021 pp.450-460 http://hdl.handle.net/1834/41799 ru rus http://vestnik.mstu.edu.ru/show-eng.shtml?art=2122 http://vestnik.mstu.edu.ru/show.shtml?art=2122 http://hdl.handle.net/1834/41799 Attribution-NonCommercial-NoDerivatives 4.0 International http://creativecommons.org/licenses/by-nc-nd/4.0/ Spectra analysis Near infrared region (NIR) Sea fish Classification method Taxon affiliation Falsification Near infrared spectroscopy (NIS) Спектральный анализ Ближняя инфракрасная область (БИК область) Морская рыба Таксонометрическая принадлежность Метод классификации Спектроскопия в ближней области спектра (БИК спектроскопия) Salmonidae family Семейство лососёвых Salmo trutta morpha fario Salmo salar Oncorhynchus gorbuscha ASFA_2015::F::Fishery technology ASFA_2015::L::Laboratory research ASFA_2015::I::Infrared spectroscopy Journal Contribution 2021 ftoceandocs 2023-04-06T17:07:04Z It is well known that fish belonging to the Salmonidae family differ in their nutritional value. Anatomical and morphological features of different salmon species have a certain similarity; therefore, representatives of this family are most often falsified. Assortment falsification of products from fish of this family is usually carried out by replacing more valuable species with cheaper ones with a reduced nutritional value. Most often, counterfeiting of Atlantic salmon (salmon) by Far Eastern ones (chum salmon, pink salmon, chinook salmon, coho salmon) is found. Near infrared spectroscopy (NIR) is now increasingly used for identification and authentication of closely related organisms, in some cases being a rapid method replacing genetic analysis. We have obtained diffusion reflectance spectra of NIR radiation for three species of fish from the Northern Basin belonging to the salmon family. The best classification by fish species has been obtained by analyzing the NIR spectra of pre-dried fat-free muscle tissue samples. In case of wet samples, the observed differences are less significant, up to insignificant differences in individual values from neighboring clusters. The possibility of using the method of linear discriminant analysis of the NIR reflection spectra of muscle proteins for the species identification of fish has been shown. Общеизвестно, что рыбы, принадлежащие к семейству Лососёвые, неодинаковы по своей пищевой ценности. Анатомо-морфологические признаки разных видов лососёвых имеют определенное сходство, поэтому представители этого семейства наиболее часто фальсифицируются. Ассортиментная фальсификация продуктов из рыб этого семейства обычно осуществляется путем подмены более ценных видов дешевыми с пониженной пищевой ценностью. Чаще всего встречается подделка атлантических лососей (семга) дальневосточными (кета, горбуша, чавыча, кижуч). Спектроскопия в ближней инфракрасной области (БИК) в настоящее время находит все большее применение для идентификации и аутентификации близких организмов, в ... Other Non-Article Part of Journal/Newspaper Atlantic salmon Oncorhynchus gorbuscha Pink salmon Salmo salar IODE-UNESCO: OceanDocs - E-Repository of Ocean Publications
institution Open Polar
collection IODE-UNESCO: OceanDocs - E-Repository of Ocean Publications
op_collection_id ftoceandocs
language Russian
topic Spectra analysis
Near infrared region (NIR)
Sea fish
Classification method
Taxon affiliation
Falsification
Near infrared spectroscopy (NIS)
Спектральный анализ
Ближняя инфракрасная область (БИК область)
Морская рыба
Таксонометрическая принадлежность
Метод классификации
Спектроскопия в ближней области спектра (БИК спектроскопия)
Salmonidae family
Семейство лососёвых
Salmo trutta morpha fario
Salmo salar
Oncorhynchus gorbuscha
ASFA_2015::F::Fishery technology
ASFA_2015::L::Laboratory research
ASFA_2015::I::Infrared spectroscopy
spellingShingle Spectra analysis
Near infrared region (NIR)
Sea fish
Classification method
Taxon affiliation
Falsification
Near infrared spectroscopy (NIS)
Спектральный анализ
Ближняя инфракрасная область (БИК область)
Морская рыба
Таксонометрическая принадлежность
Метод классификации
Спектроскопия в ближней области спектра (БИК спектроскопия)
Salmonidae family
Семейство лососёвых
Salmo trutta morpha fario
Salmo salar
Oncorhynchus gorbuscha
ASFA_2015::F::Fishery technology
ASFA_2015::L::Laboratory research
ASFA_2015::I::Infrared spectroscopy
Novikov, V. Yu.
Rysakova, K. S.
Baryshnikov, A. V.
Application of the linear method of discriminant analysis of reflectance spectra in the near infrared region for the species identification of fish of the Salmonidae family
topic_facet Spectra analysis
Near infrared region (NIR)
Sea fish
Classification method
Taxon affiliation
Falsification
Near infrared spectroscopy (NIS)
Спектральный анализ
Ближняя инфракрасная область (БИК область)
Морская рыба
Таксонометрическая принадлежность
Метод классификации
Спектроскопия в ближней области спектра (БИК спектроскопия)
Salmonidae family
Семейство лососёвых
Salmo trutta morpha fario
Salmo salar
Oncorhynchus gorbuscha
ASFA_2015::F::Fishery technology
ASFA_2015::L::Laboratory research
ASFA_2015::I::Infrared spectroscopy
description It is well known that fish belonging to the Salmonidae family differ in their nutritional value. Anatomical and morphological features of different salmon species have a certain similarity; therefore, representatives of this family are most often falsified. Assortment falsification of products from fish of this family is usually carried out by replacing more valuable species with cheaper ones with a reduced nutritional value. Most often, counterfeiting of Atlantic salmon (salmon) by Far Eastern ones (chum salmon, pink salmon, chinook salmon, coho salmon) is found. Near infrared spectroscopy (NIR) is now increasingly used for identification and authentication of closely related organisms, in some cases being a rapid method replacing genetic analysis. We have obtained diffusion reflectance spectra of NIR radiation for three species of fish from the Northern Basin belonging to the salmon family. The best classification by fish species has been obtained by analyzing the NIR spectra of pre-dried fat-free muscle tissue samples. In case of wet samples, the observed differences are less significant, up to insignificant differences in individual values from neighboring clusters. The possibility of using the method of linear discriminant analysis of the NIR reflection spectra of muscle proteins for the species identification of fish has been shown. Общеизвестно, что рыбы, принадлежащие к семейству Лососёвые, неодинаковы по своей пищевой ценности. Анатомо-морфологические признаки разных видов лососёвых имеют определенное сходство, поэтому представители этого семейства наиболее часто фальсифицируются. Ассортиментная фальсификация продуктов из рыб этого семейства обычно осуществляется путем подмены более ценных видов дешевыми с пониженной пищевой ценностью. Чаще всего встречается подделка атлантических лососей (семга) дальневосточными (кета, горбуша, чавыча, кижуч). Спектроскопия в ближней инфракрасной области (БИК) в настоящее время находит все большее применение для идентификации и аутентификации близких организмов, в ...
format Other Non-Article Part of Journal/Newspaper
author Novikov, V. Yu.
Rysakova, K. S.
Baryshnikov, A. V.
author_facet Novikov, V. Yu.
Rysakova, K. S.
Baryshnikov, A. V.
author_sort Novikov, V. Yu.
title Application of the linear method of discriminant analysis of reflectance spectra in the near infrared region for the species identification of fish of the Salmonidae family
title_short Application of the linear method of discriminant analysis of reflectance spectra in the near infrared region for the species identification of fish of the Salmonidae family
title_full Application of the linear method of discriminant analysis of reflectance spectra in the near infrared region for the species identification of fish of the Salmonidae family
title_fullStr Application of the linear method of discriminant analysis of reflectance spectra in the near infrared region for the species identification of fish of the Salmonidae family
title_full_unstemmed Application of the linear method of discriminant analysis of reflectance spectra in the near infrared region for the species identification of fish of the Salmonidae family
title_sort application of the linear method of discriminant analysis of reflectance spectra in the near infrared region for the species identification of fish of the salmonidae family
publishDate 2021
url http://hdl.handle.net/1834/41799
op_coverage Russia
Россия
genre Atlantic salmon
Oncorhynchus gorbuscha
Pink salmon
Salmo salar
genre_facet Atlantic salmon
Oncorhynchus gorbuscha
Pink salmon
Salmo salar
op_relation http://vestnik.mstu.edu.ru/show-eng.shtml?art=2122
http://vestnik.mstu.edu.ru/show.shtml?art=2122
http://hdl.handle.net/1834/41799
op_rights Attribution-NonCommercial-NoDerivatives 4.0 International
http://creativecommons.org/licenses/by-nc-nd/4.0/
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