共 11 条
Nondestructive evaluation of soluble solid content in strawberry by near infrared spectroscopy
被引:7
作者:

Guo, Zhiming
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Natl Engn Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China Natl Engn Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China

Huang, Wenqian
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Natl Engn Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China Natl Engn Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China

Chen, Liping
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Natl Engn Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China Natl Engn Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China

Wang, Xiu
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Natl Engn Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China Natl Engn Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China

Peng, Yankun
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机构: Natl Engn Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China
机构:
[1] Natl Engn Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China
来源:
PIAGENG 2013: IMAGE PROCESSING AND PHOTONICS FOR AGRICULTURAL ENGINEERING
|
2013年
/
8761卷
关键词:
near infrared spectroscopy;
soluble solid content;
synergy interval partial least squares;
strawberry;
spectral preprocessing;
QUALITY ATTRIBUTES;
FRUIT-QUALITY;
GREEN TEA;
D O I:
10.1117/12.2019628
中图分类号:
S2 [农业工程];
学科分类号:
0828 ;
摘要:
This paper indicates the feasibility to use near infrared (NIR) spectroscopy combined with synergy interval partial least squares (siPLS) algorithms as a rapid nondestructive method to estimate the soluble solid content (SSC) in strawberry. Spectral preprocessing methods were optimized selected by cross-validation in the model calibration. Partial least squares (PLS) algorithm was conducted on the calibration of regression model. The performance of the final model was back-evaluated according to root mean square error of calibration (RMSEC) and correlation coefficient (R-c(2)) in calibration set, and tested by mean square error of prediction (RMSEP) and correlation coefficient (R-p(2)) in prediction set. The optimal siPLS model was obtained with after first derivation spectra preprocessing. The measurement results of best model were achieved as follow: RMSEC = 0.2259, R-c(2) = 0.9590 in the calibration set; and RMSEP = 0.2892, R-p(2) = 0.9390 in the prediction set. This work demonstrated that NIR spectroscopy and siPLS with efficient spectral preprocessing is a useful tool for nondestructively evaluation SSC in strawberry.
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