Comparison of various Wiener model identification approach in modelling nonlinear process

Imam Mujahidin Iqbal, N. Aziz
{"title":"Comparison of various Wiener model identification approach in modelling nonlinear process","authors":"Imam Mujahidin Iqbal, N. Aziz","doi":"10.1109/DMO.2011.5976517","DOIUrl":null,"url":null,"abstract":"An accurate and simple model is essential to implement a model based controller. Wiener model is one of the simplest nonlinear models that can represent any nonlinear process. However, in Wiener Model development, there are several identification approaches available and need to be selected to produce the most accurate model. In this work, the nonlinear - linear approach, the linear - nonlinear approach, and the simultaneous approach are compared in identification of the Wiener model for nonlinear pH neutralization process. The parameters of linear block and the inverse of nonlinear block were obtained from several sets of data that are generated. These approaches are then compared in terms of model accuracy, calculation time, data requirement, and their flexibility.","PeriodicalId":436393,"journal":{"name":"2011 3rd Conference on Data Mining and Optimization (DMO)","volume":"17 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2011-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"9","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2011 3rd Conference on Data Mining and Optimization (DMO)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/DMO.2011.5976517","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 9

Abstract

An accurate and simple model is essential to implement a model based controller. Wiener model is one of the simplest nonlinear models that can represent any nonlinear process. However, in Wiener Model development, there are several identification approaches available and need to be selected to produce the most accurate model. In this work, the nonlinear - linear approach, the linear - nonlinear approach, and the simultaneous approach are compared in identification of the Wiener model for nonlinear pH neutralization process. The parameters of linear block and the inverse of nonlinear block were obtained from several sets of data that are generated. These approaches are then compared in terms of model accuracy, calculation time, data requirement, and their flexibility.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
各种维纳模型辨识方法在非线性过程建模中的比较
精确、简单的模型是实现基于模型的控制器的必要条件。维纳模型是可以表示任何非线性过程的最简单的非线性模型之一。然而,在维纳模型开发中,有几种可用的识别方法,需要选择以产生最准确的模型。本文比较了非线性-线性方法、线性-非线性方法和同步方法在识别非线性pH中和过程的Wiener模型中的应用。从生成的几组数据中得到线性块和非线性块的逆参数。然后从模型精度、计算时间、数据需求和灵活性方面对这些方法进行比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Comparison of various Wiener model identification approach in modelling nonlinear process Data mining technique for expertise search in a special interest group knowledge portal A frequent keyword-set based algorithm for topic modeling and clustering of research papers Optimisation model of selective cutting for Timber Harvest Planning in Peninsular Malaysia Reducing network intrusion detection association rules using Chi-Squared pruning technique
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1