Global versus local orthogonal collocation in simultaneous approach

CHEN Yang; SHAO Zhijiang; QIAN Jixin; WANG Kexin

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Global versus local orthogonal collocation in simultaneous approach

更新时间：2025-12-10

- Global versus local orthogonal collocation in simultaneous approach
- CIESC Journal Issue 2, Pages: 384-391(2010)
- 作者机构：
  
  1. 浙江大学工业控制技术国家重点实验室
  2. 业控制研究所
- 作者简介：
- 基金信息：
- DOI：
  CLC：
- Online First：05 February 2010，
  
  Published：05 February 2010
- 稿件说明：
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CHEN Yang, SHAO Zhijiang, QIAN Jixin, et al. Global versus local orthogonal collocation in simultaneous approach[J]. CIESC Journal, 2010, (2): 384-391.
DOI：

CHEN Yang, SHAO Zhijiang, QIAN Jixin, et al. Global versus local orthogonal collocation in simultaneous approach[J]. CIESC Journal, 2010, (2): 384-391. DOI：

摘要

化工过程的动态优化控制命题大多可以写成微分代数混合方程组(differential algebraic equations)的形式

联立法是求解该类命题的一种重要的数值方法。目前联立法中常用的离散方法是局部法，其中有限元正交配置(orthogonal collocation on finite elements)具有精度高、计算量小、稳定性好等优点。然而伪谱法(pseudo-spectral method)作为一种全局法，在离散中也有独特的优点，特别是具有指数级的收敛速度和较高精度，而且产生的NLP规模较小。本文分别以有限元正交配置法和伪谱法代表局部法和全局法比较其原理，并讨论离散配置点以及其在两种方法上的不同应用，针对离散后两种方法产生的NLP，分别提出判据以保证足够的自由度

最后用连续DAEs与不连续优化控制两个例子进一步比较这两种方法得出，如果命题平滑采用PS方法具有更好的收敛速度。

Abstract

Most of the dynamic optimal control problems in chemical engineering can be written in the form of differential algebraic equations (DAEs).Simultaneous approach is an important method for solving these problems.The discretization strategies often used in this approach are local methods

for instance

orthogonal collocation on finite elements (OCFE)

which has many advantages.Pseudo-spectral (PS)

as a global method

has its own unique properties.It may offer a rapid convergence rate for the approximation of analytic functions and has high precision and low computational effort with a simple structure.As the representations of local method and global method respectively

OCFE and PS were compared.The collocation points and their different distributions were presented

and the degree of freedom (DOF) of non-linear programming (NLP) after discretization was discussed

as well as the criteria were offered to ensure the DOF of the NLPs.At last

a continuous case and a discontinuous case were studied

and it was concluded that if the problem was smooth enough then the convergence of PS was better than that of OCFE.

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