A Partial Robust M-Regression-Based Prediction and Fault Detection Method

Due to its simplicity and easy implementation, partial least squares (PLS) serves as an efficient approach in large-scale industrial process. However, like many data-based methods, PLS is quite sensitive to outliers, which is a common abnormal characteristic of the measured process data that can sig...

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Bibliographic Details
Main Authors: Jianfang Jiao, Jingxin Zhang, Hamid Reza Karimi
Format: Article
Language:English
Published: Wiley 2014-01-01
Series:Abstract and Applied Analysis
Online Access:http://dx.doi.org/10.1155/2014/304754
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