QQ客服 官方微博 反馈留言

	基于操作域划分的聚丙烯熔融指数软测量
	李春富 ; 王桂增 ; 叶昊 ; LI Chunfu ; WANG Guizeng ; YE Hao
	2010-06-09 ; 2010-06-09
关键词	软测量 非线性部分最小二乘 递推非线性部分最小二乘 操作域 聚丙烯 熔融指数 soft sensing nonlinear PLS recursive nonlinear PLS operating regime polypropylene melt flow rate TP274
其他题名	Operating regime based soft sensing of polypropylene melt flow rate
中文摘要	讨论了如何建立聚丙烯熔融指数软测量模型及模型更新问题.首先根据聚丙烯反应器中的氢气浓度划分操作域,对于每个操作域,用一种新的非线性部分最小二乘方法建立熔融指数软测量子模型,然后将各个子模型进行组合,建立全局模型.为了使模型适应过程的变化,提出一种递推非线性部分最小二乘算法,利用新获得的数据对原模型进行更新.同时基于滑动窗方法,提出模型在线估计和更新策略.实际应用结果表明,模型取得了很好的估计性能,计算精度满足工业生产的实际要求.; Operating regime based soft sensing model of polypropyle ne melt flow rate (MFR) was developed.First, different operating regimes were de termined according to the concentration of hydrogen in the reactor.Then for each operating regime, a nonlinear PLS (NLPLS) model was built by combining PLS with RBF networks.Finally, all the sub-models were combined to formulate the global model. To deal with the problem that the process changed with time, a recursive nonlinear PLS (RNPLS) algorithm was proposed to update the model to adapt proce ss changes.In addition, an on-line model estimation and updating procedure base d on moving window approach was proposed.The proposed method was used in an actu al plant, and the results showed that the model achieved quite good performance and the accuracy of the model could satisfy the practical need.
语种	中文 ; 中文
内容类型	期刊论文
源URL	[http://hdl.handle.net/123456789/57726]
专题	清华大学
推荐引用方式 GB/T 7714	李春富,王桂增,叶昊,等. 基于操作域划分的聚丙烯熔融指数软测量[J],2010, 2010.
APA	李春富,王桂增,叶昊,LI Chunfu,WANG Guizeng,&YE Hao.(2010).基于操作域划分的聚丙烯熔融指数软测量..
MLA	李春富,et al."基于操作域划分的聚丙烯熔融指数软测量".(2010).

个性服务

查看访问统计

相关权益政策

暂无数据

收藏/分享

除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。