Prediction of 2-acetyl-1-pyrroline content in grains of Thai Jasmine rice based on planting condition, plant growth and yield component data using chemometrics

© 2016 Elsevier B.V. The aim of this research was to simultaneously investigate the effects of nitrogen (N) fertilizer and salinity (NaCl) treatments on aromatic quality of Oryza sativa L. ssp. indica cv. Pathumthani 1 (PT1) rice grain. The levels of N and NaCl were designed based on a central compo...

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Main Authors: Sujitra Funsueb, Chanida Krongchai, Sugunya Mahatheeranont, Sila Kittiwachana
Format: Journal
Published: 2018
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http://cmuir.cmu.ac.th/jspui/handle/6653943832/55393
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Institution: Chiang Mai University
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spelling th-cmuir.6653943832-553932018-09-05T02:58:06Z Prediction of 2-acetyl-1-pyrroline content in grains of Thai Jasmine rice based on planting condition, plant growth and yield component data using chemometrics Sujitra Funsueb Chanida Krongchai Sugunya Mahatheeranont Sila Kittiwachana Chemical Engineering Chemistry Computer Science © 2016 Elsevier B.V. The aim of this research was to simultaneously investigate the effects of nitrogen (N) fertilizer and salinity (NaCl) treatments on aromatic quality of Oryza sativa L. ssp. indica cv. Pathumthani 1 (PT1) rice grain. The levels of N and NaCl were designed based on a central composite design (CCD). During the cultivation, plant growth parameters such as number of tillers, plant height and root length were recorded. After the harvest, yield components including number of grains per panicle, panicle length, plant weight, shoot and root dry weights, number of panicle per plant, number of grains per plant and thousand grain weight were collected. The concentrations of 2-acetyl-1-pyrroline (2AP), a key odor-active compound, in the grains were analyzed using gas chromatography-nitrogen phosphorus detector (GC-NPD). Using partial least squares (PLS), the root mean square error of cross validation (RMSECV) value was 0.091 with the Q2value of 0.8470. Based on PLS coefficients and variable influence on projection (VIP) values, N, Na, the rice yield, the shoot dry weight and the number of tillers per plant were identified to have strong influence on the prediction of the 2AP content. The behaviors of the heavily influenced parameters were confirmed and visualized using self-organizing map (SOM). 2018-09-05T02:55:11Z 2018-09-05T02:55:11Z 2016-01-01 Journal 18733239 01697439 2-s2.0-84979209202 10.1016/j.chemolab.2016.06.008 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84979209202&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/55393
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
topic Chemical Engineering
Chemistry
Computer Science
spellingShingle Chemical Engineering
Chemistry
Computer Science
Sujitra Funsueb
Chanida Krongchai
Sugunya Mahatheeranont
Sila Kittiwachana
Prediction of 2-acetyl-1-pyrroline content in grains of Thai Jasmine rice based on planting condition, plant growth and yield component data using chemometrics
description © 2016 Elsevier B.V. The aim of this research was to simultaneously investigate the effects of nitrogen (N) fertilizer and salinity (NaCl) treatments on aromatic quality of Oryza sativa L. ssp. indica cv. Pathumthani 1 (PT1) rice grain. The levels of N and NaCl were designed based on a central composite design (CCD). During the cultivation, plant growth parameters such as number of tillers, plant height and root length were recorded. After the harvest, yield components including number of grains per panicle, panicle length, plant weight, shoot and root dry weights, number of panicle per plant, number of grains per plant and thousand grain weight were collected. The concentrations of 2-acetyl-1-pyrroline (2AP), a key odor-active compound, in the grains were analyzed using gas chromatography-nitrogen phosphorus detector (GC-NPD). Using partial least squares (PLS), the root mean square error of cross validation (RMSECV) value was 0.091 with the Q2value of 0.8470. Based on PLS coefficients and variable influence on projection (VIP) values, N, Na, the rice yield, the shoot dry weight and the number of tillers per plant were identified to have strong influence on the prediction of the 2AP content. The behaviors of the heavily influenced parameters were confirmed and visualized using self-organizing map (SOM).
format Journal
author Sujitra Funsueb
Chanida Krongchai
Sugunya Mahatheeranont
Sila Kittiwachana
author_facet Sujitra Funsueb
Chanida Krongchai
Sugunya Mahatheeranont
Sila Kittiwachana
author_sort Sujitra Funsueb
title Prediction of 2-acetyl-1-pyrroline content in grains of Thai Jasmine rice based on planting condition, plant growth and yield component data using chemometrics
title_short Prediction of 2-acetyl-1-pyrroline content in grains of Thai Jasmine rice based on planting condition, plant growth and yield component data using chemometrics
title_full Prediction of 2-acetyl-1-pyrroline content in grains of Thai Jasmine rice based on planting condition, plant growth and yield component data using chemometrics
title_fullStr Prediction of 2-acetyl-1-pyrroline content in grains of Thai Jasmine rice based on planting condition, plant growth and yield component data using chemometrics
title_full_unstemmed Prediction of 2-acetyl-1-pyrroline content in grains of Thai Jasmine rice based on planting condition, plant growth and yield component data using chemometrics
title_sort prediction of 2-acetyl-1-pyrroline content in grains of thai jasmine rice based on planting condition, plant growth and yield component data using chemometrics
publishDate 2018
url https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84979209202&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/55393
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