Prediction models for the corrosion phenomena in Pulp & Paper plant

被引：19

作者：

Bucolo, M

Fortuna, L

Nelke, M

Rizzo, A

Sciacca, T

机构：

[1] Univ Catania, Dipartimento Elettr Elettr & Sistemist, I-95125 Catania, Italy

[2] Management Intelligenter Technol GmbH, Aachen, Germany

来源：

CONTROL ENGINEERING PRACTICE | 2002年 / 10卷 / 02期

关键词：

pulp industry; prediction method; monitoring; neural networks; fuzzy hybrid systems;

D O I：

10.1016/S0967-0661(01)00126-5

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 two predictive methods have been developed in order to cope with the monitoring of the corrosion phenomena in a Pulp & Paper plant. The data of the process has been collected in Wisaforest pulp mill, located in Pietarsari (Finland), in three periods characterised by three different operating conditions. Two different strategies have been adopted, firstly using a classical multi-layer perceptron and then using the neuro-fuzzy expert systems. Moreover, both nonlinear moving average models and NARMAX ones have been designed. The results obtained allow to predict the corrosion potential accurately. (C) 2002 Elsevier Science Ltd. All rights reserved.

引用

页码：227 / 237

页数：11

共 10 条

[1] ANGSTENBERGER J, 1998, ER WORKSH APPL PULP
[2] [Anonymous], 1997, NEURO FUZZY SOFT COM
[3] DIVONA M, 1997, STAATLICHE MAT
[4] NEURAL NETWORKS FOR CONTROL-SYSTEMS - A SURVEY
HUNT, KJ
SBARBARO, D
ZBIKOWSKI, R
GAWTHROP, PJ
[J]. AUTOMATICA, 1992, 28 (06) : 1083 - 1112
[5] Lin C.T., 1996, NEURAL FUZZY SYSTEMS
[6] Narendra K S, 1990, IEEE Trans Neural Netw, V1, P4, DOI 10.1109/72.80202
[7] POHJANNE P, 1999, TAPP ENG C
[8] Sugeno M., 1988, FUZZY SETS SYSTEMS
[9] Takagi T., 1983, IFAC Proceedings, V16, P55, DOI [10.1016/S1474-6670(17)62005-6, DOI 10.1016/S1474-6670(17)62005-6]
[10] TAKAGI T, 1985, IEEE T SYST MAN CYB, V15, P1

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