Study on non-destructive measurement of strawberry [Fragaria ananassa] fruit firmness, 2: Strawberry fruit firmness estimation model using the fruit surface absorption spectrum
In this study, a multivariate regression model for estimating strawberry fruit firmness was developed. The second derivative absorption spectrum of the strawberry fruit surface was used for this model. First, the wavelength was chosen by using a statistical technique, and the absorption wavelengths...
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Veröffentlicht in: | Nōgyō Kikai Gakkaishi 2009-11, Vol.71 (6) |
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description | In this study, a multivariate regression model for estimating strawberry fruit firmness was developed. The second derivative absorption spectrum of the strawberry fruit surface was used for this model. First, the wavelength was chosen by using a statistical technique, and the absorption wavelengths of 320, 512, 712, and 1872nm were obtained. As a result, a characteristic absorption peak near 290-330 nm, which is in the ultraviolet region, appeared in the absorption spectrum of pectin. Next, the wavelengths for the analysis were manually selected in the vicinity of these wavelengths. The selection constraints for the wavelengths were chosen as follows : location in the vicinity of the statistically determined wavelengths, high correlation with the fruit firmness, and clear correspondence of the wavelength to a particular chemical. Therefore, 292, 520, 684, and 1872nm were chosen as the wavelengths in this study, and the model parameters were R=0.906, SEC=0.477N, SEP=0.486N, Bias=-0.0006N. This fruit firmness estimation model was based on wavelengths corresponding to components comprising the cell wall structure, such as starch and pectin, apart from the coloring of the fruit. |
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The selection constraints for the wavelengths were chosen as follows : location in the vicinity of the statistically determined wavelengths, high correlation with the fruit firmness, and clear correspondence of the wavelength to a particular chemical. Therefore, 292, 520, 684, and 1872nm were chosen as the wavelengths in this study, and the model parameters were R=0.906, SEC=0.477N, SEP=0.486N, Bias=-0.0006N. 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Next, the wavelengths for the analysis were manually selected in the vicinity of these wavelengths. The selection constraints for the wavelengths were chosen as follows : location in the vicinity of the statistically determined wavelengths, high correlation with the fruit firmness, and clear correspondence of the wavelength to a particular chemical. Therefore, 292, 520, 684, and 1872nm were chosen as the wavelengths in this study, and the model parameters were R=0.906, SEC=0.477N, SEP=0.486N, Bias=-0.0006N. This fruit firmness estimation model was based on wavelengths corresponding to components comprising the cell wall structure, such as starch and pectin, apart from the coloring of the fruit.</description><subject>ABSORCION</subject><subject>ABSORPTION</subject><subject>CELL WALLS</subject><subject>ENSAYOS NO DESTRUCTIVOS</subject><subject>ESPECTROMETRIA</subject><subject>FERMETE</subject><subject>FIRMEZA</subject><subject>FIRMNESS</subject><subject>FRAISE</subject><subject>FRESA</subject><subject>FRUIT</subject><subject>FRUTO</subject><subject>http://www.fao.org/aos/agrovoc#c_1415</subject><subject>http://www.fao.org/aos/agrovoc#c_25422</subject><subject>http://www.fao.org/aos/agrovoc#c_27</subject><subject>http://www.fao.org/aos/agrovoc#c_3119</subject><subject>http://www.fao.org/aos/agrovoc#c_37470</subject><subject>http://www.fao.org/aos/agrovoc#c_5651</subject><subject>http://www.fao.org/aos/agrovoc#c_7283</subject><subject>http://www.fao.org/aos/agrovoc#c_7443</subject><subject>NONDESTRUCTIVE TESTING</subject><subject>PARED CELULAR</subject><subject>PAROI CELLULAIRE</subject><subject>PECTINAS</subject><subject>PECTINE</subject><subject>PECTINS</subject><subject>SPECTROMETRIE</subject><subject>SPECTROMETRY</subject><subject>STRAWBERRIES</subject><subject>TESTAGE NON DESTRUCTIF</subject><issn>0285-2543</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2009</creationdate><recordtype>article</recordtype><recordid>eNqFjsFKA0EMhueg0KJ9hEIewIXdqatdr2IRT0K9iZTsbmYNdGZKMqP0rXxEBymIJ5NDDt8fvv_MzGu7bivbXq9mZqHKfW27dWub25u5-dqmPB4hBggxVCNpkjwk_iDwhJqFPIUE0UEB-NmTyBFeN4ITCiNgKKuKb-AkcwLH4gOpXoG9g-3vx18KxcIeExerjyPtISuHCdI7nZJF7HAgwF6jHH6CeqChdPOX5tzhXmlxuhdmuXl4uX-sHMYdTsK6e3q2dVOXabpu9R__BvI0XpY</recordid><startdate>200911</startdate><enddate>200911</enddate><creator>Kashiwazaki, M., Utsunomiya Univ. 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(Japan). Faculty of Agriculture</creatorcontrib><creatorcontrib>Nagasue, T</creatorcontrib><creatorcontrib>Sotome, H</creatorcontrib><creatorcontrib>Nakajima, M</creatorcontrib><creatorcontrib>Omori, S</creatorcontrib><collection>AGRIS</collection><jtitle>Nōgyō Kikai Gakkaishi</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Kashiwazaki, M., Utsunomiya Univ. (Japan). Faculty of Agriculture</au><au>Nagasue, T</au><au>Sotome, H</au><au>Nakajima, M</au><au>Omori, S</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Study on non-destructive measurement of strawberry [Fragaria ananassa] fruit firmness, 2: Strawberry fruit firmness estimation model using the fruit surface absorption spectrum</atitle><jtitle>Nōgyō Kikai Gakkaishi</jtitle><date>2009-11</date><risdate>2009</risdate><volume>71</volume><issue>6</issue><issn>0285-2543</issn><abstract>In this study, a multivariate regression model for estimating strawberry fruit firmness was developed. The second derivative absorption spectrum of the strawberry fruit surface was used for this model. First, the wavelength was chosen by using a statistical technique, and the absorption wavelengths of 320, 512, 712, and 1872nm were obtained. As a result, a characteristic absorption peak near 290-330 nm, which is in the ultraviolet region, appeared in the absorption spectrum of pectin. Next, the wavelengths for the analysis were manually selected in the vicinity of these wavelengths. The selection constraints for the wavelengths were chosen as follows : location in the vicinity of the statistically determined wavelengths, high correlation with the fruit firmness, and clear correspondence of the wavelength to a particular chemical. Therefore, 292, 520, 684, and 1872nm were chosen as the wavelengths in this study, and the model parameters were R=0.906, SEC=0.477N, SEP=0.486N, Bias=-0.0006N. This fruit firmness estimation model was based on wavelengths corresponding to components comprising the cell wall structure, such as starch and pectin, apart from the coloring of the fruit.</abstract></addata></record> |
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subjects | ABSORCION ABSORPTION CELL WALLS ENSAYOS NO DESTRUCTIVOS ESPECTROMETRIA FERMETE FIRMEZA FIRMNESS FRAISE FRESA FRUIT FRUTO http://www.fao.org/aos/agrovoc#c_1415 http://www.fao.org/aos/agrovoc#c_25422 http://www.fao.org/aos/agrovoc#c_27 http://www.fao.org/aos/agrovoc#c_3119 http://www.fao.org/aos/agrovoc#c_37470 http://www.fao.org/aos/agrovoc#c_5651 http://www.fao.org/aos/agrovoc#c_7283 http://www.fao.org/aos/agrovoc#c_7443 NONDESTRUCTIVE TESTING PARED CELULAR PAROI CELLULAIRE PECTINAS PECTINE PECTINS SPECTROMETRIE SPECTROMETRY STRAWBERRIES TESTAGE NON DESTRUCTIF |
title | Study on non-destructive measurement of strawberry [Fragaria ananassa] fruit firmness, 2: Strawberry fruit firmness estimation model using the fruit surface absorption spectrum |
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