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基于计算机视觉和超快速气相电子鼻数据融合的陈皮产地溯源BP神经网络算法优化

Optimizing BP neural network algorithm for Pericarpium Citri Reticulatae (Chenpi) origin traceability based on computer vision and ultra-fast gas-phase electronic nose data fusion.

作者信息

Chen Peng, Fu Rao, Shi Yabo, Liu Chang, Yang Chenlu, Su Yong, Lu Tulin, Zhou Peina, He Weitong, Guo Qiaosheng, Fei Chenghao

机构信息

Institute of Chinese Medicinal Materials, Nanjing Agricultural University, Nanjing 210095, China.

College of Pharmacy, Nanjing University of Chinese Medicine, Nanjing 210023, China.

出版信息

Food Chem. 2024 Jun 1;442:138408. doi: 10.1016/j.foodchem.2024.138408. Epub 2024 Jan 11.

Abstract

This study utilized computer vision to extract color and texture features of Pericarpium Citri Reticulatae (PCR). The ultra-fast gas-phase electronic nose (UF-GC-E-nose) technique successfully identified 98 volatile components, including olefins, alcohols, and esters, which significantly contribute to the flavor profile of PCR. Multivariate statistical Analysis was applied to the appearance traits of PCR, identifying 57 potential marker-trait factors (VIP > 1 and P < 0.05) from the 118 trait factors that can distinguish PCR from different origins. These factors include color, texture, and odor traits. By integrating multivariate statistical Analysis with the BP neural network algorithm, a novel artificial intelligence algorithm was developed and optimized for traceability of PCR origin. This algorithm achieved a 100% discrimination rate in differentiating PCR samples from various origins. This study offers a valuable reference and data support for developing intelligent algorithms that utilize data fusion from multiple intelligent sensory technologies to achieve rapid traceability of food origins.

摘要

本研究利用计算机视觉提取陈皮的颜色和质地特征。超快速气相电子鼻(UF-GC-E-nose)技术成功鉴定出98种挥发性成分,包括烯烃、醇类和酯类,这些成分对陈皮的风味特征有显著贡献。对陈皮的外观性状进行多元统计分析,从118个性状因子中识别出57个潜在的标记性状因子(VIP>1且P<0.05),这些因子可区分不同产地的陈皮。这些因子包括颜色、质地和气味性状。通过将多元统计分析与BP神经网络算法相结合,开发并优化了一种用于陈皮产地溯源的新型人工智能算法。该算法在区分不同产地的陈皮样品时,判别率达到了100%。本研究为开发利用多种智能感官技术的数据融合实现食品产地快速溯源的智能算法提供了有价值的参考和数据支持。

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