Automatic Modeling with Local Model Networks for Benchmark Processes

被引：11

作者：

Belz, Julian ^{[1
]}

Muenker, Tobias ^{[1
]}

Heinz, Tim O. ^{[1
]}

Kampmann, Geritt ^{[1
]}

Nelles, Oliver ^{[1
]}

机构：

[1] Univ Siegen, Automat Control Mechatron, Siegen, Germany

来源：

IFAC PAPERSONLINE | 2017年 / 50卷 / 01期

关键词：

Local Model Network; LMN; HILOMOT; LOLIMOT; System Identification; Benchmark Process; Bouc-Wen; Wiener-Hammerstein; Cascaded Tanks; Nonlinear Dynamic Systems; NARX; NFIR; NOBF; SYSTEM-IDENTIFICATION;

D O I：

10.1016/j.ifacol.2017.08.089

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 an automated model generation framework is used to identify three nonlinear dynamic benchmark processes. The nonlinearity is approximated using tree-based local model networks (LMN) with external dynamics, which are represented by three different approaches: NARX, NFIR and NOBF. The automated method assumes no prior knowledge about the process, and aims to be a ready-to-use tool for system identification. Results are given for the different approaches and benchmark processes. The importance of the choice of training data for a good generalizing model performance is discussed. (C) 2017, IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. All rights reserved.

引用

页码：470 / 475

页数：6

共 22 条

[1]

Belz J., 2014, P 19 IFAC WORLD C CA, V47, P4128

[2] On the Relationship Between the Enforced Convergence Criterion and the Asymptotically Optimal Laguerre Pole [J].

Dankers, Arne G. ;

Westwick, David T. .

IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2012, 57 (05) :1102-1109

[3]

Guyon Isabelle., 2006, Feature extraction: foundations and applications, V207

[4]

Heinz T.O., 2016, COMP INT 2015 IEEE S

[5]

Heuberger P., 2005, MODELLING IDENTIFICA

[6]

Liu H, 2008, CH CRC DATA MIN KNOW, P3

[7]

Munker T., 2016, IEEE WORLD C COMP IN

[8]

Munker T., 2016, 4 IFAC INT C INT CON

[9]

Murray-Smith R., 1995, Fourth International Conference on `Artificial Neural Networks' (Conf. Publ. No.409), P40, DOI 10.1049/cp:19950526

[10]

NELLES O, 1995, PROCEEDINGS OF THE 1995 AMERICAN CONTROL CONFERENCE, VOLS 1-6, P3786

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