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Non-destructive evaluation of pork freshness using a portable electronic nose (E-nose) based on a colorimetric sensor array

机译:基于比色传感器阵列的便携式电子鼻(E-nose)对猪肉新鲜度的无损评估

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This paper investigated the feasibility of rapid non-destructive evaluation of pork freshness using a portable electronic nose (E-nose) based on a colorimetric sensor array. A novel and low-cost colorimetric sensor array was fabricated by printing 12 chemically responsive dyes on a silica-gel flat plate. The colorimetric sensor array had a specific colorific fingerprint for the volatile compounds released from pork samples, and could be successfully used to evaluate pork freshness with the help of multivariate calibration. Linear discriminant analysis (LDA) and back propagation artificial neural network (BP-ANN) were used for modeling. The experimental results showed that the performance of the BP-ANN model was superior to that of the LDA model. The optimum discrimination rates were 100% and 97.5% for the training and prediction sets respectively. The results demonstrated that this technology has high potential for real-time use in monitoring pork quality in meat processing industries.
机译:本文研究了使用基于比色传感器阵列的便携式电子鼻(E-nose)快速无损评估猪肉新鲜度的可行性。通过在硅胶平板上印刷12种化学响应性染料,制造了一种新颖的低成本比色传感器阵列。比色传感器阵列对猪肉样品中释放的挥发性化合物具有特定的彩色指纹,并且可以通过多变量校准成功地用于评估猪肉的新鲜度。线性判别分析(LDA)和反向传播人工神经网络(BP-ANN)用于建模。实验结果表明,BP-ANN模型的性能优于LDA模型。训练和预测集的最佳判别率分别为100%和97.5%。结果表明,该技术在实时监控肉类加工业的猪肉质量方面具有很高的潜力。

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