Titlebook: Electronic Nose: Algorithmic Challenges; Lei Zhang,Fengchun Tian,David Zhang Book 2018 Springer Nature Singapore Pte Ltd. 2018 Electronic

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Multilayer Perceptron-Based Concentration Estimationsed to analytes with different concentrations. Therefore, the characteristics of cross sensitivities and broad spectrum of non-selective chemical sensors stimulate the fast development of portable and low-cost electronic nose. Simultaneous concentration estimation of multiple kinds of chemicals is a

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Discriminative Support Vector Machine-Based Odor Classification HSVM model has been rigorously evaluated. In addition, we have also compared with existing methods including Euclidean distance to centroids (EDC), simplified fuzzy ARTMAP network (SFAM), multilayer perceptron neural network (MLP) based on back-propagation, individual FLDA, and single SVM. Experime

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Local Kernel Discriminant Analysis-Based Odor Recognitionn-class Laplacian scatter matrices are designed from sample to sample, respectively, to characterize the between-class separability and the within-class compactness. Then, a discriminant projection matrix is solved by simultaneously maximizing the between-class Laplacian scatter and minimizing the w

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