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利用高光谱图像技术鉴别庐山云雾茶产地 被引量:11
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作者 艾施荣 吴瑞梅 +1 位作者 吴彦红 严霖元 《江西农业大学学报》 CAS CSCD 北大核心 2014年第2期428-433,共6页
提出了基于高光谱图像技术的庐山云雾茶产地鉴别方法。利用高光谱成像系统采集地理标志庐山云雾茶和广西、四川、福建3个其他产地云雾茶的高光谱数据,采用主成分分析法从原始高光谱数据块中选取3个特征波长:792.20,831.47,870.97 nm,分... 提出了基于高光谱图像技术的庐山云雾茶产地鉴别方法。利用高光谱成像系统采集地理标志庐山云雾茶和广西、四川、福建3个其他产地云雾茶的高光谱数据,采用主成分分析法从原始高光谱数据块中选取3个特征波长:792.20,831.47,870.97 nm,分别提取每个特征波长下的灰度图像的纹理特征,利用BP神经网络方法建立庐山云雾茶产地鉴别模型。模型训练时的回判识别率为97.25%,预测时的识别率为95%,说明利用高光谱图像技术追溯庐山云雾茶产地可行。 展开更多
关键词 高光谱图像 BP神经网络 主成分分析 庐山云雾茶 产地鉴别
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Discrimination and feature selection of geographic origins of traditional Chinese medicine herbs with NIR spectroscopy 被引量:1
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作者 LIUShuhua ZHANGXuegong SUNSuqin 《Chinese Science Bulletin》 SCIE EI CAS 2005年第2期179-184,共6页
With the traditional Chinese medicine herbs angelicae dahuricae radix (ADR or Baizhi) and salviae miltiorrhizae radix (SMR or Danshen) as two examples, this work studies the automatic discrimination of the geographic ... With the traditional Chinese medicine herbs angelicae dahuricae radix (ADR or Baizhi) and salviae miltiorrhizae radix (SMR or Danshen) as two examples, this work studies the automatic discrimination of the geographic origins of the herbs using near infrared (NIR) reflectance spectroscopy. Multi-class support vector machine (SVM) is utilized for the purpose, and recursive SVM is utilized to select the feature spectral segments that are decisive for the discrimination. With only 5 and 8 short spectral segments, discriminative accuracies of 92% are achieved on independ- ent test sample sets. This work not only provides a prototype of accurate rapid discriminating systems for quality control of herbal medicines, but also opens new possibilities in studying subtle differences in the chemical compositions of herbs from different cultivation conditions and investigating their associations with the effectiveness of the herbs. 展开更多
关键词 特征选择 特征识别 中草药 近红外线光谱学分析 识别模式 支持向量机
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