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基于計(jì)算機(jī)視覺(jué)的油炸薯片中丙烯酰胺含量測(cè)定系統(tǒng)
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國(guó)家自然科學(xué)基金資助項(xiàng)目(61100103);黑龍江省普通高等學(xué)校青年學(xué)術(shù)骨干支持計(jì)劃資助項(xiàng)目(1155G63);黑龍江省研究生創(chuàng)新項(xiàng)目(YJSCX2012—390HLJ)


Determination of Acrylamide Contents in Fried Potato Chips Based on Computer Vision
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    摘要:

    設(shè)計(jì)了一套基于計(jì)算機(jī)視覺(jué)技術(shù)的油炸薯片中丙烯酰胺含量的測(cè)定系統(tǒng),圖像獲取裝置采集每隔60s從電炸鍋內(nèi)取出的薯片的雙面圖像,采用氣相色譜—質(zhì)譜法測(cè)定相應(yīng)薯片的丙烯酰胺含量;采用圖像濾波算法、彩色圖像分割算法和顏色測(cè)量算法從雙面圖像中提取目標(biāo)薯片,測(cè)量整體薯片的L*、a*、b*平均值。數(shù)據(jù)分析表明,薯片雙面a*平均值的平均值與薯片中丙烯酰胺含量之間有很強(qiáng)的相關(guān)性(R2=0.971),建立了兩者之間的線性回歸方程。采集了10個(gè)不同品牌薯片的雙面圖像,將獲取的雙面a*平均值的平均值代入方程,計(jì)算得到的丙烯酰胺含量與標(biāo)準(zhǔn)化學(xué)方法測(cè)定值之間的最大相對(duì)誤差為4.94%,表明該方法可行、準(zhǔn)確。

    Abstract:

    A system of determining acrylamide contents in fried potato chips based on computer vision technology was developed. For each 60s, the image acquisition device collected double-sided images of potato chips removed from the fryer. The acrylamide contents of the corresponding potato chips were determined by gas chromatography-mass spectrometry (GC—MS) method, meanwhile, the target potato chips of the double-sided images were extracted and L*,a*,b* average of the overall target was measured by proposed image filtering algorithm, the color image segmentation algorithm and the color measurement algorithm, respectively. The obtained data was analyzed and a strong correlation between the average of double-sided a* average and acrylamide contents of potato chips was found (R2=0.971) and a linear regression equation was established. Potato chips double-sided images of 10 different brands sold on the market was collected and the average of double-sided a* average was put into the equation. The maximum relative error between the acrylamide contents calculated and standard chemical method was 4.94%, which indicated that the method was feasible and accurate.

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何鵬,王成琳,萬(wàn)曉青.基于計(jì)算機(jī)視覺(jué)的油炸薯片中丙烯酰胺含量測(cè)定系統(tǒng)[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2013,44(1):119-124. He Peng, Wang Chenglin, Wan Xiaoqing. Determination of Acrylamide Contents in Fried Potato Chips Based on Computer Vision[J]. Transactions of the Chinese Society for Agricultural Machinery,2013,44(1):119-124.

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  • 在線發(fā)布日期: 2012-12-31
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