近红外光谱法快速测定野豌豆营养成分和矿质元素含量。

IF 2.4 2区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE
Tao Wang, Li Wang, Tao Guo, Yanli Shi, Baocang Liu, Fei Li
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引用次数: 0

摘要

目的:建立准确可靠的近红外光谱法,快速、高效、无损地评价不同地区、不同品种的普通野豌豆的营养品质。方法:选取来自不同地区、不同品种的190份样品,分为定标组(4:1)和验证组(4:1)。对校准集的原始光谱进行10种不同的预处理技术,并结合一阶导数和二阶导数,将普通野豌豆的实测值与改进的偏最小二乘法(MPLS)相结合,建立预测模型。结果:标定均方根误差(REMSEC)和交叉验证均方根误差(REMSECV)分别为0.01 ~ 1.25和0.01 ~ 1.37。磷(P)、钾(K)、镁(Mg)和铁(Fe)的交叉验证系数(R2CV)较低,分别为0.82、0.86、0.82和0.74;但其他指标的R2CV值均在0.90以上。紫云常用指标的预测均方根误差(RMSEP)在0.01 ~ 1.87之间,粗蛋白质(CP)、中性洗涤纤维(NDF)、酸性洗涤纤维(ADF)和灰分指标的RMSEP值均大于1.0,其他指标的RMSEP值均小于或等于1.0。测定的测定系数(R2p)表明,各营养元素和矿质元素的R2p值在0.70 ~ 0.96之间。Mg的剩余预测偏差(RPD)值相对较低,而其他指标的RDP值均超过2.0。结论:本研究为评价不同品种、不同地区的野豌豆营养成分和矿质元素含量提供了一种可行的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Rapid determination of nutrient composition and mineral element content of common vetch (Vicia sativa L.) using Near-infrared spectroscopy.

Objective: This study aims to establish an accurate and reliable near-infrared spectroscopy to enable rapid, efficient, and non-destructive evaluation of the nutritional quality of common vetches across different regions and varieties.

Methods: A total of 190 samples from various regions and varieties were selected for this study, which were divided into a calibration set (4:1 ratio) and validation set. The original spectrum of the calibration set is subjected to 10 different pretreatment techniques in combination with first and second derivatives, while the prediction model was established by combining the measured value of common vetch with the modified partial least squares method (MPLS).

Results: The results indicate that the calibration root-mean-square error (REMSEC) and cross-validation root-mean-square error (REMSECV) values range from 0.01 to 1.25 and 0.01 to 1.37, respectively. The determination coefficients of cross-validation (R2CV) for phosphorus (P), potassium (K), magnesium (Mg), and iron (Fe) are relatively low at 0.82, 0.86, 0.82, and 0.74 respectively; however, all other indicators have R2CV values above 0.90. The predicted root means square errors (RMSEP) for common vetch indexes range from 0.01 to 1.87 with RMSEP values higher than 1.0 observed for crude protein (CP), neutral detergent fiber (NDF), acid detergent fiber (ADF), and ash indices, whereas RMSEP values lower than or equal to 1.0 were obtained for other indicators. The measured coefficient of determination (R2p) demonstrates that the R2p values for each nutrient element and mineral element vary from 0.70 to 0.96. The residual prediction deviation (RPD) values for Mg exhibit relatively low levels, while the RDP values for other indicators exceed 2.0.

Conclusion: These findings suggest that this study provides a viable approach to evaluate the nutritional composition and mineral element content of different varieties and regions of common vetch.

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来源期刊
Animal Bioscience
Animal Bioscience AGRICULTURE, DAIRY & ANIMAL SCIENCE-
CiteScore
5.00
自引率
0.00%
发文量
223
审稿时长
3 months
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