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Assessment of high pressure processed mandarin juice in the headspace by using electronic nose and chemometric analysis

机译:用电子鼻子和化学计量分析评估顶空中高压加工普通甘油汁

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摘要

High Pressure Processing (HPP) is a high efficient method for food preservation. As an innovative inspection method, electronic nose (E-nose) was applied to assess the HPP mandarin juices in the headspace. In this work, mandarin juices were processed by HPP at range of 0-500 MPa and diagnosed by E-nose. To improve the efficiency of E-nose, locality preserving projections (LPP) was introduced to extract information of E-nose data and compared with principal component analysis (PCA) and linear discriminant analysis (LDA). Three data extractions (stable value, max value and area value), three data reductions (PCA, LDA and LPP) and two classification algorithms (support vector machine and extreme learning machine) were applied to improve the diagnostic accuracy of E-nose. This study shows that the performance of E-nose can be enhanced by appropriate data extraction and data reduction and also gives a hint of E-nose inspection for HPP fruit juice.
机译:高压处理(HPP)是一种高效的食品保存方法。 作为一种创新的检查方法,应用电子鼻子(E-鼻子)来评估顶部空间中的HPP普通话汁。 在这项工作中,HPP在0-500MPa的范围内加工普通话汁,并通过电子鼻诊断。 为了提高电子鼻的效率,引入了局部保留突起(LPP)以提取电子鼻数据的信息,并与主成分分析(PCA)和线性判别分析(LDA)进行比较。 三个数据提取(稳定值,最大值和面积值),三次数据减少(PCA,LDA和LPP)和两个分类算法(支持向量机和极端学习机器)以提高电子鼻的诊断准确性。 本研究表明,通过适当的数据提取和数据减少,可以提高电子鼻的性能,并给出了HPP果汁的E-鼻子检查。

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