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滲油醋膠囊高光譜快速檢測技術(shù)
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國家自然科學基金資助項目(61301239)、江蘇省杰出青年基金資助項目(BK20130010)、江蘇省自然科學基金資助項目(BK20130505)、中國博士后科學基金資助項目(2013M540422、2014T70483)、江蘇省博士后科研計劃資助項目(1301051C)和江蘇大學高級專業(yè)人才科研啟動基金資助項目(13JDG039)


Rapid Determination of Oil Stained Vinegar Capsule Using Hyper-spectral Technology
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    摘要:

    針對滲油醋膠囊具有與合格醋膠囊相似顏色,難以用肉眼或者計算機視覺進行快速檢測的問題,利用高光譜圖像信息對化學成分的敏感性,采用高光譜圖像技術(shù)捕捉滲油醋膠囊在430~960nm波段下的特征信息,結(jié)合線性判別分析(LDA)、K最近鄰判別法(KNN)建立滲油醋膠囊的判別模型。在K值為3、主成分因子數(shù)為2時,KNN模型對應的校正集識別率和預測集識別率分別達到100%。研究表明,高光譜圖像技術(shù)可以有效表征滲油醋膠囊表面外滲成分的光譜特征,實現(xiàn)對滲油醋膠囊的快速檢測。

    Abstract:

    The oil stained vinegar capsule and the qualified vinegar capsule are of the same color, which makes it difficult to detect oil stained vinegar capsule using the naked eye or computer vision. The spectral information of hyperspectral data is sensitive to the chemical compounds of sample area, and allows quantitative/qualitative analysis of biological products. Therefore the feasibility of using hyper-spectral imaging technology for rapid determination of oil stained vinegar capsule was investigated. The hyperspectral image data of oil stained vinegar capsule were acquired in the wavelength range of 430~960nm, and were used to extract characteristic information of oil stained vinegar capsule. Linear discriminant analysis (LDA) and K-nearest neighbor algorithm (KNN) were used to build discriminant models for oil stained vinegar capsule. When principal component factors equaled to 2 and K levels equaled to 3, the optimal KNN model was obtained with identification rates of 100% in both training set and prediction set. The overall results show that hyper-spectral imaging technology could extract the spectral characteristics of oil stained vinegar capsule efficiently. The hyper-spectral imaging technology could be used for rapid determination of oil stained vinegar capsule.

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石吉勇,鄒小波,趙杰文,洪兆鵬,黃曉瑋,朱瑤迪.滲油醋膠囊高光譜快速檢測技術(shù)[J].農(nóng)業(yè)機械學報,2015,46(7):210-213. Shi Jiyong, Zou Xiaobo, Zhao Jiewen, Hong Zhaopeng, Huang Xiaowei, Zhu Yaodi. Rapid Determination of Oil Stained Vinegar Capsule Using Hyper-spectral Technology[J]. Transactions of the Chinese Society for Agricultural Machinery,2015,46(7):210-213.

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  • 收稿日期:2014-11-20
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  • 在線發(fā)布日期: 2015-07-10
  • 出版日期: 2015-07-10
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