Process Real-Time Optimization using Clonalg Algorithm

被引:0
作者
Yang Zhong [1 ]
Chen Yang [1 ]
Chen Yuchen [2 ]
Shi Xuhua [1 ]
机构
[1] Ningbo Univ, Coll Informat Sci & Engn, Ningbo 315211, Zhejiang, Peoples R China
[2] Ningbo Univ, Fac Architectural Civil Engn & Environm, Ningbo 315211, Zhejiang, Peoples R China
来源
2015 27TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC) | 2015年
关键词
real-time optimization; real-time evolution; Clonalg algorithm; EVOLUTION;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Based on machine learning and immune mechanism, a useful framework for process real-time optimization is put forward in this paper. The proposed framework using real time evolutionary (RTE) approach with Clonalg algorithm (RTE-Clonalg) need not wait for the steady-state which is involved by the traditional Real-Time Optimization (RTO). RTE-Clonalg can adjust the set point continuously to approach the optimal points, so that the system can deal with the higher frequency disturbance, since the steady-state shouldn't be waited for to execute RTE system. The performance of the proposed method was successfully proved by Tennessee Eastman process.
引用
收藏
页码:743 / 748
页数:6
相关论文
共 50 条
[31]   Real-time dynamic optimization of batch systems [J].
Peters, Nathaniel ;
Guay, Martin ;
DeHaan, Darryl .
JOURNAL OF PROCESS CONTROL, 2007, 17 (03) :261-271
[32]   REAL-TIME NONLINEAR OPTIMIZATION AS A GENERALIZED EQUATION [J].
Zavala, Victor M. ;
Anitescu, Mihai .
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2010, 48 (08) :5444-5467
[33]   A Multiple Solution Approach to Real-Time Optimization [J].
Speakman, Jack ;
Francois, Gregory .
PROCESSES, 2022, 10 (11)
[34]   Real-time optimization of a FCC recovery section [J].
Brydges, J ;
Hrymak, A ;
Marlin, T .
THIRD INTERNATIONAL CONFERENCE ON FOUNDATIONS OF COMPUTER-AIDED PROCESS OPERATIONS, 1998, 94 (320) :322-327
[35]   Real-Time Optimization in the Chemical Processing Industry [J].
Mueller, David ;
Dercks, Benedikt ;
Nabati, Ehsan ;
Blazek, Martin ;
Eifert, Tobias ;
Schallenberg, Joerg ;
Piechottka, Uwe ;
Dadhe, Kai .
CHEMIE INGENIEUR TECHNIK, 2017, 89 (11) :1464-1470
[36]   Model Parameterization Tailored to Real-time Optimization [J].
Chachuat, Benoit ;
Srinivasan, Bala ;
Bonvin, Dominique .
18TH EUROPEAN SYMPOSIUM ON COMPUTER AIDED PROCESS ENGINEERING, 2008, 25 :1-13
[37]   Polymer grade transition control using advanced real-time optimization software [J].
BenAmor, S ;
Doyle, FJ ;
McFarlane, R .
JOURNAL OF PROCESS CONTROL, 2004, 14 (04) :349-364
[38]   Real-Time Optimization via Modifier Adaptation using Partial Plant Models [J].
Papasavvas, A. ;
Ferreira, T. de Avila ;
Marchetti, A. G. ;
Bonvin, D. .
IFAC PAPERSONLINE, 2017, 50 (01) :4666-4671
[39]   Real-time Optimization with persistent parameter adaptation using online parameter estimation [J].
Matias, Jose O. A. ;
Le Roux, Galo A. C. .
JOURNAL OF PROCESS CONTROL, 2018, 68 :195-204
[40]   Sensitivity-based Mnemonic Enhancement Optimization (S-MEO) for Real-time Optimization of Chemical Process [J].
Chen, Weifeng ;
Zhu, Lingyu ;
Chen, Xi ;
Xu, Zuhua ;
Shao, Zhijiang .
23 EUROPEAN SYMPOSIUM ON COMPUTER AIDED PROCESS ENGINEERING, 2013, 32 :853-858