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Application of an E-tongue and E-nose for a rapid E. coli detection in a drinking water treatment plant

机译:电子舌和电子鼻在饮用水处理厂快速检测大肠杆菌中的应用

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This article consists on the implementation of a methodology for the Escherichia Coli (E. coli) detection in drinking water through alternative instrumental methods such as E-nose and E-tongue. For the making of each test, a group of bacteria samples was prepared, which consisted of individual E. coli, Pseudomonas aeruginosa and Klebsiella oxytoca colonies transferred to nutrient agar plates and suspended in sterile water. In order to validate the obtained results, the Membrane Filter Technique (MFT) was used and the measurement discrimination was made through PCA, reaching 99.4% of variance with the E-tongue. Similarly, a 97.6% variance was obtained for the bacteria discrimination with the E-nose. A Neural Network PNN was implemented only for the bacteria classification reaching 86% of accuracy, getting a very similar value in each one of the methods.
机译:本文包括通过替代性仪器方法(例如E-鼻子和E-舌头)在饮用水中检测大肠杆菌的方法的实施。为了进行每个测试,制备了一组细菌样品,其由单独的大肠杆菌,铜绿假单胞菌和产酸克雷伯菌组成,转移到营养琼脂平板上并悬浮在无菌水中。为了验证所获得的结果,使用了膜过滤技术(MFT),并通过PCA进行了测量判别,与电子舌的差异达到99.4%。同样,使用E型鼻头进行细菌鉴别也获得了97.6%的方差。仅针对达到86%的准确度的细菌分类实施了神经网络PNN,在每种方法中获得的值都非常相似。

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