Optimization-based strategies for the operation of low-density polyethylene tubular reactors: Moving horizon estimation

被引:41
|
作者
Zavala, Victor M. [1 ]
Biegler, Lorenz T. [1 ]
机构
[1] Carnegie Mellon Univ, Dept Chem Engn, Pittsburgh, PA 15213 USA
关键词
Moving horizon estimation; LDPE; Distributed reactors; Partial differential equations; Discretization; Uncertainty; Large-scale; Nonlinear programming; HIGH-PRESSURE POLYMERIZATION; HEAT-TRANSFER; ETHYLENE; ALGORITHM; MODEL;
D O I
10.1016/j.compchemeng.2008.10.008
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We present a moving horizon estimation (MHE) application for multi-zone low-density (LDPE) polyethylene tubular reactors. The strategy incorporates a first-principles dynamic model comprised of large sets of nonlinear partial, differential and algebraic equations (PDAEs). It was found that limited temperature measurements distributed along the reactor are sufficient to infer all the model states in space and time and to track uncertain time-varying phenomena Such as fouling. A full discretization strategy and a state-of-the-art nonlinear programming (NLP) solver are used to enable the computational feasibility of the approach. It is demonstrated that the MHE estimator exhibits fast performance and is well suited for applications of industrial interest. Published by Elsevier Ltd.
引用
收藏
页码:379 / 390
页数:12
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