Fuzzy Pruning Based LS-SVM Modeling Development for a Fermentation Process

Due to the complexity and uncertainty of microbial fermentation processes, data coming from the plants often contain some outliers. However, these data may be treated as the normal support vectors, which always deteriorate the performance of soft sensor modeling. Since the outliers also contaminate...

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Bibliographic Details
Main Authors: Weili Xiong, Wei Zhang, Dengfeng Liu, Baoguo Xu
Format: Article
Language:English
Published: Hindawi Limited 2014-01-01
Series:Abstract and Applied Analysis
Online Access:http://dx.doi.org/10.1155/2014/794368