A NOVEL FAST DYNAMIC OPTIMIZATION APPROACH FOR COMPLEX MULTIVARIABLE CHEMICAL PROCESS SYSTEMS

被引:10
|
作者
Liu, Ping [1 ]
Li, Guodong [1 ]
Liu, Xinggao [1 ]
Zhang, Zeyin [2 ]
机构
[1] Zhejiang Univ, Control Coll, State Key Lab Ind Control Technol, Hangzhou 310027, Peoples R China
[2] Zhejiang Univ, Dept Math, Hangzhou 310027, Peoples R China
来源
基金
国家自然科学基金重大项目;
关键词
dynamic optimization; chemical processes; multivariable control; fast calculation method; CONTROL VECTOR PARAMETERIZATION; NONLINEAR OPTIMAL-CONTROL; ENHANCING TRANSFORM; CONSTRAINTS;
D O I
10.1002/cjce.22633
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
A novel fast dynamic optimization approach is proposed for complex multivariable chemical process systems, where the control variables are parameterized with different non-uniform time grids and are treated as optimal decision variables to obtain the optimal switching structures for tackling the shortcoming caused by the conventional uniform parameterization method. Meanwhile, an adaptive fast calculation approach is proposed to calculate the differential equations so as to decrease the optimization time. The gradient formulae of decision variables are therefore further derived so that the conventional gradient-based optimization algorithm can be utilized easily. Two well-known complex multivariable systems in engineering are tested as illustrations and are compared with other literature reports in detail, where the uniform discretization control vector parameterization (ud-CVP) method is also developed as the comparative base. Numerical results show that the proposed method can achieve better optimization results with fewer parameters and lower computation costs.
引用
收藏
页码:2355 / 2363
页数:9
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