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基于高光譜圖像的香醋醋醅均勻性快速判別
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國(guó)家高技術(shù)研究發(fā)展計(jì)劃(863計(jì)劃)項(xiàng)目(2011AA100807),、國(guó)家自然科學(xué)基金項(xiàng)目(61301239),、全國(guó)優(yōu)秀博士基金項(xiàng)目(200968),、新世紀(jì)優(yōu)秀人才項(xiàng)目(NCET-11-00986)、江蘇省杰出青年基金項(xiàng)目(BK20130010)和江蘇省研究生創(chuàng)新基金項(xiàng)目(KYLX_1070)


Quick Discrimination of Uniformity Degree of Zhenjiang Balsamic Vinegar Grains Based on Hyperspectral Imaging Technology
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    摘要:

    以鎮(zhèn)江香醋固態(tài)發(fā)酵過(guò)程中總酸質(zhì)量分?jǐn)?shù)和pH值為表征指標(biāo),,利用高光譜圖像技術(shù)和化學(xué)計(jì)量學(xué)實(shí)現(xiàn)翻醅均勻性快速判別,。以翻醅前后醋醅為研究對(duì)象,首先采集其高光譜信息,,同時(shí)檢測(cè)對(duì)應(yīng)的總酸質(zhì)量分?jǐn)?shù)和pH值;然后以聯(lián)合區(qū)間偏最小二乘(siPLS)和遺傳算法(GA)優(yōu)選特征變量,;采用偏最小二乘(PLS)和最小二乘支持向量機(jī)(LS-SVM)方法建立表征醋醅均勻性指標(biāo)的快速預(yù)測(cè)模型,;最后使用最優(yōu)模型計(jì)算高光譜圖像每個(gè)像素點(diǎn)的總酸質(zhì)量分?jǐn)?shù)和pH值,偽彩色處理,,獲得醋醅總酸質(zhì)量分?jǐn)?shù)和pH值分布圖,。結(jié)果表明,總酸質(zhì)量分?jǐn)?shù)和pH值最佳模型的相關(guān)系數(shù)(R)分別為0.7751和0.7974,、預(yù)測(cè)均方根誤差(RMSECP)為0.389%和0.0417,;分布圖中翻醅前總酸質(zhì)量分?jǐn)?shù)和pH值范圍為3.0%~7.8%和3.5~4.2,醋醅局部有明顯結(jié)塊,,分布不均勻,,翻醅后總酸質(zhì)量分?jǐn)?shù)和pH值范圍較集中,為4.8%~7.0%和3.6~3.9,,醋醅分布較均勻,。結(jié)果表明利用高光譜技術(shù)快速預(yù)測(cè)醋醅均勻性是可行的。

    Abstract:

    This study selected total acid content and pH value as characterization indicators and used hyperspectral imaging technology and chemometric methods to discriminate uniformity of Zhenjiang balsamic vinegar grains. First, hyperspectral transmission images in 432~960nm of vinegar grains, total acid content and pH value were acquired. Secondly, PLS and LS-SVM method were used to establish uniformity indicators content prediction models after preferred variables which were selected by GA and siPLS. The root mean square error of prediction (RMSEP) and correlation coefficient (R) for the test set are 0.389% and 0.7751 for total acid content, 0.0417 and 0.7974 for pH value. Total acid content and pH value in each pixel point on the vinegar grains were obtained by the above prediction models. After pseudo-color processing, the distribution map of total acid content content and pH value before and after turning up the vinegar grains were obtained. In the distribution maps, the range of total acid content and pH value in the grain were 3.0% to 7.8%, 3.5 to 4.2 before the overturning, and 4.8%~7.0%, 3.6~3.9 after the overturning. By overturning the grains, the degree of uniformity was improved while high local concentrations phenomenon still exists. The overall results revealed that hyperspectral imaging technology is a promising technique to discriminate the degree of uniformity of grains after overturning rapidly and nondestructively.

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鄒小波,申婷婷,朱瑤迪,石吉勇,胡雪桃,沈冰.基于高光譜圖像的香醋醋醅均勻性快速判別[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2016,47(1):215-220. Zou Xiaobo, Shen Tingting, Zhu Yaodi, Shi Jiyong, Hu Xuetao, Shen Bing. Quick Discrimination of Uniformity Degree of Zhenjiang Balsamic Vinegar Grains Based on Hyperspectral Imaging Technology[J]. Transactions of the Chinese Society for Agricultural Machinery,2016,47(1):215-220.

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  • 收稿日期:2015-05-15
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  • 在線發(fā)布日期: 2016-01-10
  • 出版日期: 2016-01-10
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