A multivariate statistical combination forecasting method for product quality evaluation

被引：65

作者：

Yin, Shen ^{[1
,3
]}

Liu, Lei ^{[2
]}

Hou, Jian ^{[1
]}

机构：

[1] Bohai Univ, Coll Engn, Jinzhou 121013, Peoples R China

[2] Bohai Univ, Coll Math & Phys, Jinzhou 121013, Peoples R China

[3] Harbin Inst Technol, Sch Astronaut, Harbin 150001, Peoples R China

来源：

INFORMATION SCIENCES | 2016年 / 355卷

基金：

中国国家自然科学基金;

关键词：

Prediction; Combination forecasting; Quality evaluation; Multivariate statistical methods; SYSTEMS; DESIGN;

D O I：

10.1016/j.ins.2016.03.035

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

In this paper, a multivariate statistical combination forecasting method is proposed for key performance evaluation in process industry. This method is developed based on some of the most popular multivariate statistic approaches. It merges the advantages of the principal component regression method (PCR), the partial least squares regression method (PLSR) and the modified partial least squares regression method (MPLSR). We test the proposed method with a numerical example and also an actual wine production process. The results indicate that the prediction accuracy of the optimal combination forecasting method is superior to those of individual methods. (C) 2016 Elsevier Inc. All rights reserved.

引用

页码：229 / 236

页数：8

共 32 条

[1] Pilates-based exercise for persistent, non-specific low back pain and associated functional disability: A meta-analysis with meta-regression [J].

Aladro-Gonzalvo, Arian R. ;

Araya-Vargas, Gerardo A. ;

Machado-Diaz, Miriam ;

Salazar-Rojas, Walter .

JOURNAL OF BODYWORK AND MOVEMENT THERAPIES, 2013, 17 (01) :125-136

[2]

Bassett Jr G., 1978, J AM STAT ASS, V73

[3]

Chen H., 2006, OPER RES MANAG SCI, V6, P006

[4]

Cheng J., 2011, JIANGSU ELECT ENG, V6

[5] LINEAR PREDICTION OF SPEECH WITH A LEAST ABSOLUTE ERROR CRITERION [J].

DENOEL, E ;

SOLVAY, JP .

IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1985, 33 (06) :1397-1403

[6]

Donaldson RG, 1996, J FORECASTING, V15, P49

[7]

Finlayson BA., 2013, The method of weighted residuals and variational principles, P73

[8] Step-wise support vector machines for classification of overlapping samples [J].

Fu, Mengyu ;

Tian, Yang ;

Wu, Fang .

NEUROCOMPUTING, 2015, 155 :159-166

[9] H∞ Fuzzy Filtering of Nonlinear Systems With Intermittent Measurements [J].

Gao, Huijun ;

Zhao, Yan ;

Lam, James ;

Chen, Ke .

IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2009, 17 (02) :291-300

[10] Quality-Related Fault Detection in Industrial Multimode Dynamic Processes [J].

Haghani, Adel ;

Jeinsch, Torsten ;

Ding, Steven X. .

IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2014, 61 (11) :6446-6453

← 1 2 3 4 →