Application Research of NIR Technology on the Fast Quantification of the Key Quality Indicators of Antarctic Krill Oil

In this paper, near-infrared spectroscopy technology was used to establish a rapid determination of the content of phospholipids, eicosapentaenoic acid (EPA), docosahexaenoic acid (DHA), astaxanthin and acid value in Antarctic krill oil. Partial least squares (PLS) was used as modeling method. The N...

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Main Authors: Junkui MIAO, Yating ZHANG, Yongpei JIN, Xiaofang LIU, Yuan YU, Kailiang LENG, Zengguang YANG, Yongyi JIANG
Format: Article in Journal/Newspaper
Language:Chinese
Published: The editorial department of Science and Technology of Food Industry 2022
Subjects:
epa
dha
Online Access:https://doi.org/10.13386/j.issn1002-0306.2021120098
https://doaj.org/article/6c45637e7de348c88e2c7b9b64df3558
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spelling ftdoajarticles:oai:doaj.org/article:6c45637e7de348c88e2c7b9b64df3558 2023-05-15T13:42:23+02:00 Application Research of NIR Technology on the Fast Quantification of the Key Quality Indicators of Antarctic Krill Oil Junkui MIAO Yating ZHANG Yongpei JIN Xiaofang LIU Yuan YU Kailiang LENG Zengguang YANG Yongyi JIANG 2022-07-01T00:00:00Z https://doi.org/10.13386/j.issn1002-0306.2021120098 https://doaj.org/article/6c45637e7de348c88e2c7b9b64df3558 ZH chi The editorial department of Science and Technology of Food Industry http://www.spgykj.com/cn/article/doi/10.13386/j.issn1002-0306.2021120098 https://doaj.org/toc/1002-0306 1002-0306 doi:10.13386/j.issn1002-0306.2021120098 https://doaj.org/article/6c45637e7de348c88e2c7b9b64df3558 Shipin gongye ke-ji, Vol 43, Iss 14, Pp 10-17 (2022) antarctic krill oil phospholipid epa dha astaxanthin acid value near infrared spectroscopy (nir) fast quantification Food processing and manufacture TP368-456 article 2022 ftdoajarticles https://doi.org/10.13386/j.issn1002-0306.2021120098 2022-12-30T19:38:18Z In this paper, near-infrared spectroscopy technology was used to establish a rapid determination of the content of phospholipids, eicosapentaenoic acid (EPA), docosahexaenoic acid (DHA), astaxanthin and acid value in Antarctic krill oil. Partial least squares (PLS) was used as modeling method. The NIR spectra of krill oil were treated by first-order difference (FD), FD+Savitzky-Golay (SG), FD+Norris (N), second-order difference (SD), SD+SG and SD+N. And root mean square error of cross validation (RMSECV), root mean square error of external prediction (RMSEP), the ratio of the RMSEP to standard deviation of reference data in the prediction (RPDEV), correlation coefficient in calibration (RC), correlation coefficient in cross validation (RCV) and correlation coefficient in external validation (REV) of the prediction models were compared. It was determined that the best treatment methods for phospholipid, EPA and DHA in krill oil were FD, FD and SD+N, and the acid value model did not need to be treated. Under the optimal conditions, RC, RCV and REV of the four components in the NIR prediction model were all above 0.95, except that RCV of acid value was slightly lower (0.917). Meanwhile, the RPDCV and RPDEV of the four components, except for the acid value, which was 2.365, slightly less than 2.5, the rest meet the requirements of greater than 2.5. It showed that prediction model of phospholipid, EPA and DHA of krill oil using near infrared spectroscopy had a good prediction accuracy. The difference between RMSEC and RMSECV was not significant, indicating that the model had good stability. Due to the low content and complex composition of astaxanthin in krill oil, the RC, RCV and REV of the NIR quantification model were all under 0.60, near infrared spectroscopy (NIR) was not suitable for the rapid quantification of astaxanthin in krill oil. In this study, it was confirmed that NIR could be used for the rapid quantification of phospholipids, EPA, DHA and acid value in krill oil and was able to be used as an ... Article in Journal/Newspaper Antarc* Antarctic Antarctic Krill Directory of Open Access Journals: DOAJ Articles Antarctic
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language Chinese
topic antarctic krill oil
phospholipid
epa
dha
astaxanthin
acid value
near infrared spectroscopy (nir)
fast quantification
Food processing and manufacture
TP368-456
spellingShingle antarctic krill oil
phospholipid
epa
dha
astaxanthin
acid value
near infrared spectroscopy (nir)
fast quantification
Food processing and manufacture
TP368-456
Junkui MIAO
Yating ZHANG
Yongpei JIN
Xiaofang LIU
Yuan YU
Kailiang LENG
Zengguang YANG
Yongyi JIANG
Application Research of NIR Technology on the Fast Quantification of the Key Quality Indicators of Antarctic Krill Oil
topic_facet antarctic krill oil
phospholipid
epa
dha
astaxanthin
acid value
near infrared spectroscopy (nir)
fast quantification
Food processing and manufacture
TP368-456
description In this paper, near-infrared spectroscopy technology was used to establish a rapid determination of the content of phospholipids, eicosapentaenoic acid (EPA), docosahexaenoic acid (DHA), astaxanthin and acid value in Antarctic krill oil. Partial least squares (PLS) was used as modeling method. The NIR spectra of krill oil were treated by first-order difference (FD), FD+Savitzky-Golay (SG), FD+Norris (N), second-order difference (SD), SD+SG and SD+N. And root mean square error of cross validation (RMSECV), root mean square error of external prediction (RMSEP), the ratio of the RMSEP to standard deviation of reference data in the prediction (RPDEV), correlation coefficient in calibration (RC), correlation coefficient in cross validation (RCV) and correlation coefficient in external validation (REV) of the prediction models were compared. It was determined that the best treatment methods for phospholipid, EPA and DHA in krill oil were FD, FD and SD+N, and the acid value model did not need to be treated. Under the optimal conditions, RC, RCV and REV of the four components in the NIR prediction model were all above 0.95, except that RCV of acid value was slightly lower (0.917). Meanwhile, the RPDCV and RPDEV of the four components, except for the acid value, which was 2.365, slightly less than 2.5, the rest meet the requirements of greater than 2.5. It showed that prediction model of phospholipid, EPA and DHA of krill oil using near infrared spectroscopy had a good prediction accuracy. The difference between RMSEC and RMSECV was not significant, indicating that the model had good stability. Due to the low content and complex composition of astaxanthin in krill oil, the RC, RCV and REV of the NIR quantification model were all under 0.60, near infrared spectroscopy (NIR) was not suitable for the rapid quantification of astaxanthin in krill oil. In this study, it was confirmed that NIR could be used for the rapid quantification of phospholipids, EPA, DHA and acid value in krill oil and was able to be used as an ...
format Article in Journal/Newspaper
author Junkui MIAO
Yating ZHANG
Yongpei JIN
Xiaofang LIU
Yuan YU
Kailiang LENG
Zengguang YANG
Yongyi JIANG
author_facet Junkui MIAO
Yating ZHANG
Yongpei JIN
Xiaofang LIU
Yuan YU
Kailiang LENG
Zengguang YANG
Yongyi JIANG
author_sort Junkui MIAO
title Application Research of NIR Technology on the Fast Quantification of the Key Quality Indicators of Antarctic Krill Oil
title_short Application Research of NIR Technology on the Fast Quantification of the Key Quality Indicators of Antarctic Krill Oil
title_full Application Research of NIR Technology on the Fast Quantification of the Key Quality Indicators of Antarctic Krill Oil
title_fullStr Application Research of NIR Technology on the Fast Quantification of the Key Quality Indicators of Antarctic Krill Oil
title_full_unstemmed Application Research of NIR Technology on the Fast Quantification of the Key Quality Indicators of Antarctic Krill Oil
title_sort application research of nir technology on the fast quantification of the key quality indicators of antarctic krill oil
publisher The editorial department of Science and Technology of Food Industry
publishDate 2022
url https://doi.org/10.13386/j.issn1002-0306.2021120098
https://doaj.org/article/6c45637e7de348c88e2c7b9b64df3558
geographic Antarctic
geographic_facet Antarctic
genre Antarc*
Antarctic
Antarctic Krill
genre_facet Antarc*
Antarctic
Antarctic Krill
op_source Shipin gongye ke-ji, Vol 43, Iss 14, Pp 10-17 (2022)
op_relation http://www.spgykj.com/cn/article/doi/10.13386/j.issn1002-0306.2021120098
https://doaj.org/toc/1002-0306
1002-0306
doi:10.13386/j.issn1002-0306.2021120098
https://doaj.org/article/6c45637e7de348c88e2c7b9b64df3558
op_doi https://doi.org/10.13386/j.issn1002-0306.2021120098
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