Integration of Artificial Neural Network Modeling and Hyperspectral Data Preprocessing for Discrimination of Colla Corii Asini Adulteration
المؤلفون المشاركون
Zhang, Xu
Tao, Xueheng
Wang, Huihui
Wang, Biyao
Wang, Kunlun
Lv, Yan
Tan, Mingqian
المصدر
العدد
المجلد 2018، العدد 2018 (31 ديسمبر/كانون الأول 2018)، ص ص. 1-11، 11ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2018-05-08
دولة النشر
مصر
عدد الصفحات
11
الملخص EN
The study of hyperspectral imaging in tandem with spectral preprocessing and neural network techniques was conducted to realize Colla Corii Asini (CCA, E’jiao) adulteration discrimination.
CCA was adulterated with pig skin gelatin (PSG) in the range of 5–95% (w/w) at 5% increments.
Three methods were used to pretreat the original spectra, which are multiplicative scatter correction (MSC), Savitzky-Golay (SG) smoothing, and the combination of MSC and SG (MSC-SG).
SPA was employed to select the characteristic wavelengths (CWs) to reduce the high dimension.
Colour and texture features of CWs were extracted as input of prediction model.
Two kinds of artificial neural network (ANN) with three spectral preprocessing methods were applied to establish the prediction models.
The prediction model of generalized regression neural network (GRNN) in tandem with the MSC-SG preprocessed method presented satisfactory performance with the correct classification rate value of 92.5%.
The results illustrated that the integration of preprocessing methods, hyperspectral imaging features, and ANN modeling had a great potential and feasibility for CCA adulteration discrimination.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Wang, Huihui& Wang, Kunlun& Wang, Biyao& Lv, Yan& Tao, Xueheng& Zhang, Xu…[et al.]. 2018. Integration of Artificial Neural Network Modeling and Hyperspectral Data Preprocessing for Discrimination of Colla Corii Asini Adulteration. Journal of Food Quality،Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1185150
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Wang, Huihui…[et al.]. Integration of Artificial Neural Network Modeling and Hyperspectral Data Preprocessing for Discrimination of Colla Corii Asini Adulteration. Journal of Food Quality No. 2018 (2018), pp.1-11.
https://search.emarefa.net/detail/BIM-1185150
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Wang, Huihui& Wang, Kunlun& Wang, Biyao& Lv, Yan& Tao, Xueheng& Zhang, Xu…[et al.]. Integration of Artificial Neural Network Modeling and Hyperspectral Data Preprocessing for Discrimination of Colla Corii Asini Adulteration. Journal of Food Quality. 2018. Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1185150
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1185150
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر