基于粒子滤波联合估计的气相聚乙烯聚合物性能在线估计

Zhong Zhao, Min Cui
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引用次数: 2

摘要

由于缺乏合适的在线聚合物性能测量方法,使得工业聚合反应器中多级产物质量的控制变得困难。本文将第一性原理模型与特征建模方案相结合,推导出工业聚乙烯过程中聚合物性能的预测模型。结合扩展卡尔曼滤波,提出了一种设计粒子滤波联合估计的方法,以更新基于离线实验室分析数据的聚合物性能估计。在某工业气相聚乙烯装置上的应用结果验证了该方法的有效性和可行性。利用该方法,可以在线估计工业气相聚乙烯多等级聚合物的性能,为实现先进的在线多等级产品质量控制提供了可能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Polymer properties on-line estimation for gas-phase polyethylene based on particle filtering joint estimation
Due to the lack of suitable on-line polymer property measurements, the control of multi-grade product quality in industrial polymerization reactors is difficult. In this article, a predictive model of polymer properties is deduced for industrial polyethylene process by combining the first principle model and the feature modeling scheme. Combining the extended Kalman filtering, a method of design the particle filtering joint estimation is proposed to update the estimation of polymer properties based on the off-line lab analysis data in this article. The application results of the proposed method to an industrial gas-phase polyethylene plant have verified its effectiveness and feasibility. With the proposed method, multi-grade polymer properties of industrial gas-phase polyethylene process can be online estimated and make it possible for achieving the advanced on-line multi-grade product quality control.
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