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non-destructive detection and screening of non-uniformity in microwave sterilization using hyperspectral imaging analysis
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نویسنده
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pan yuanyuan ,sun da-wen ,cheng jun-hu ,han zhong
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منبع
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food analytical methods - 2018 - دوره : 11 - شماره : 6 - صفحه:1568 -1580
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چکیده
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The non-uniformity of microwave sterilization usually causes incomplete inactivation of microorganism (especially foodborne pathogens) and potential food safety issue. detecting the non-uniformity of load distribution using hyperspectral imaging (hsi) (400–1050 nm) in tandem with multivariate analysis was investigated and infrared (ir) thermal imaging technique was used to assist the evaluation. the best simplified model of least-squares support vector machines (ls-svm) obtained based on ten optimal wavelengths showed an r2p of 0.905, rmsep of 0.404 log cfu/ml and rpd of 2.62, while the analysis of temperatures detected by ir thermal camera showed that the temperatures of mid-way along each edge were obviously higher than the center, and heating time of microwave had a significant effect on mean temperature (p < 0.01) and temperature coefficient of variation (cov) values (p < 0.01). moreover, the visualization of l. monocytogenes load distribution was acquired by transferring the quantitative model of ls-svm to each pixel in the image at different heating times, with the results being well consistent with those of temperature distribution by ir thermal camera. therefore hsi technique could be used to monitor the non-uniformity of microwave sterilization processing.
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کلیدواژه
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hyperspectral imaging ,infrared thermal camera ,microwave sterilization ,non-uniformity
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آدرس
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south china university of technology, school of food science and engineering, academy of contemporary food engineering, guangzhou higher education mega center, china. guangzhou higher education mega centre, engineering and technological research centre of guangdong province on intelligent sensing and process control of cold chain foods, china, south china university of technology, school of food science and engineering, academy of contemporary food engineering, guangzhou higher education mega center, china. guangzhou higher education mega centre, engineering and technological research centre of guangdong province on intelligent sensing and process control of cold chain foods, china. university college dublin, national university of ireland, agriculture and food science centre, ireland, south china university of technology, school of food science and engineering, academy of contemporary food engineering, guangzhou higher education mega center, china. guangzhou higher education mega centre, engineering and technological research centre of guangdong province on intelligent sensing and process control of cold chain foods, china, south china university of technology, school of food science and engineering, academy of contemporary food engineering, guangzhou higher education mega center, china. guangzhou higher education mega centre, engineering and technological research centre of guangdong province on intelligent sensing and process control of cold chain foods, china
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Authors
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