Geometric properties of partial least squares for process monitoring

被引：298

作者：

Li, Gang ^{[2
]}

Qin, S. Joe ^{[1
,3
]}

Zhou, Donghua ^{[2
]}

机构：

[1] Univ So Calif, Mork Family Dept Chem Engn & Mat Sci, Los Angeles, CA 90089 USA

[2] Tsinghua Univ, TNList, Dept Automat, Beijing 100084, Peoples R China

[3] Univ So Calif, Ming Hsieh Dept Elect Engn, Los Angeles, CA 90089 USA

来源：

AUTOMATICA | 2010年 / 46卷 / 01期

关键词：

Partial least squares (PLS); Weight-deflated PLS (W-PLS); Simplified PLS (SIMPLS); Process monitoring; DIAGNOSIS;

D O I：

10.1016/j.automatica.2009.10.030

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Projection to latent structures or partial least squares (PLS) produces output-supervised decomposition on input X, while principal component analysis (PCA) produces unsupervised decomposition of input X In this paper, the effect of output Y on the X-space decomposition in PLS is analyzed and geometric properties of the PLS structure are revealed. Several PUS algorithms are compared in a geometric way for the purpose of process monitoring. A numerical example and a case study are given to illustrate the analysis results. (C) 2009 Elsevier Ltd. All rights reserved.

引用

页码：204 / 210

页数：7

共 24 条

[1] Reconstruction-based contribution for process monitoring [J].

Alcala, Carlos F. ;

Qin, S. Joe .

AUTOMATICA, 2009, 45 (07) :1593-1600

[2]

[Anonymous], 2017, MATRIX ANAL APPL

[3] Multiblock PLS-based localized process diagnosis [J].

Choi, SW ;

Lee, IB .

JOURNAL OF PROCESS CONTROL, 2005, 15 (03) :295-306

[4]

Dayal BS, 1997, J CHEMOMETR, V11, P73, DOI 10.1002/(SICI)1099-128X(199701)11:1<73::AID-CEM435>3.0.CO

[5]

2-#

[6] SIMPLS - AN ALTERNATIVE APPROACH TO PARTIAL LEAST-SQUARES REGRESSION [J].

DEJONG, S .

CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 1993, 18 (03) :251-263

[7] A weighted view on the partial least-squares algorithm [J].

Di Ruscio, D .

AUTOMATICA, 2000, 36 (06) :831-850

[8] A PLANT-WIDE INDUSTRIAL-PROCESS CONTROL PROBLEM [J].

DOWNS, JJ ;

VOGEL, EF .

COMPUTERS & CHEMICAL ENGINEERING, 1993, 17 (03) :245-255

[9] Subspace approach to multidimensional fault identification and reconstruction [J].

Dunia, R ;

Qin, SJ .

AICHE JOURNAL, 1998, 44 (08) :1813-1831

[10] ON THE STRUCTURE OF PARTIAL LEAST-SQUARES REGRESSION [J].

HELLAND, IS .

COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 1988, 17 (02) :581-607

← 1 2 3 →