Optimal control of nonlinear fed-batch process using direct transcription method

被引:8
|
作者
Simorgh, Abolfazl [1 ]
Razminia, Abolhassan [1 ]
Tenreiro Machado, J. A. [2 ]
机构
[1] Persian Gulf Univ, Sch Engn, Dept Elect Engn, DSC Res Lab, Bushehr 75169, Iran
[2] Polytech Porto, ISEP Inst Engn, Dept Elect Engn, Rua Dr Antonio Bernardino Almeida, P-4249015 Porto, Portugal
关键词
Optimal control; Fed-batch reactors; Direct trapezoidal method; Smooth feed rate; Nonlinear programming; TRAJECTORY OPTIMIZATION;
D O I
10.1016/j.compchemeng.2019.106561
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper, we investigate the direct transcription method for dynamic optimization applied to fed-batch processes. The performance index proposed for optimization has a more general form than the classical ones. As a result, more design characteristics such as the minimum time, maximum production, desired production, and minimum energy are provided. As a matter of fact, abrupt changes in the feed profiles can lead to undesirable behaviors in bioprocesses, such as decreasing the productivity. To handle the mentioned drawback, a novel idea is presented that results in achieving smooth control policies by limiting the higher-order derivatives of the feed rates. Owing to the nonlinear model of the fed-batch processes, the presence of constraints and free final time analysis, the problem is reformulated as a nonlinear programming optimization by the direct trapezoidal method. Finally, the proposed method is applied to the invertase and PHB production processes and the effectiveness of the presented approach is demonstrated by comparing with several works in the literature. (C) 2019 Elsevier Ltd. All rights reserved.
引用
收藏
页数:11
相关论文
共 50 条
  • [41] Optimization of a fed-batch bioreactor for 1,3-propanediol production using hybrid nonlinear optimal control
    Ye, Jianxiong
    Xu, Honglei
    Feng, Enmin
    Xiu, Zhilong
    JOURNAL OF PROCESS CONTROL, 2014, 24 (10) : 1556 - 1569
  • [42] Real time control of pH in fed-batch process
    Bharathi, N.
    Shanmugam, J.
    Rangaswamy, T. R.
    Radhakrishnan, T. K.
    Chidambaram, M.
    INSTRUMENTATION SCIENCE & TECHNOLOGY, 2008, 36 (02) : 161 - 179
  • [43] Fed-batch fermentation process modelling and control competition
    Leigh, R
    TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL, 1998, 20 (01) : 3 - 3
  • [44] Growth rate control in biotechnological fed-batch process using dynamic matrix control
    Loloei, A. Zarif
    Daneshpour, N.
    Motlagh, M. R. Jahed
    Vali, A. R.
    2006 SICE-ICASE INTERNATIONAL JOINT CONFERENCE, VOLS 1-13, 2006, : 1853 - +
  • [45] Optimization control of a fed-batch process using an improved reinforcement learning algorithm
    Zhang, Peng
    Zhang, Jie
    Hu, Bingzhang
    Long, Yang
    2019 3RD IEEE CONFERENCE ON CONTROL TECHNOLOGY AND APPLICATIONS (IEEE CCTA 2019), 2019, : 314 - 319
  • [46] NONLINEAR STATE-DEPENDENT IMPULSIVE SYSTEM IN FED-BATCH CULTURE AND ITS OPTIMAL CONTROL
    Shen, Bangyu
    Wang, Xiaojing
    Liu, Chongyang
    NUMERICAL ALGEBRA CONTROL AND OPTIMIZATION, 2015, 5 (04): : 369 - 380
  • [47] Multivariable Control for Tracking Optimal Profiles in a Nonlinear Fed-Batch Bioprocess Integrated with State Estimation
    Pantano, Maria N.
    Serrano, Mario E.
    Fernandez, Maria C.
    Rossomando, Francisco G.
    Ortiz, Oscar A.
    Scaglia, Gustavo J. E.
    INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2017, 56 (20) : 6043 - 6056
  • [48] Evolutionary algorithms for optimal control in fed-batch fermentation processes
    Rocha, M
    Neves, J
    Rocha, I
    Ferreira, EC
    APPLICATIONS OF EVOLUTIONARY COMPUTING, 2004, 3005 : 84 - 93
  • [50] OPTIMAL ADAPTIVE-CONTROL OF FED-BATCH FERMENTATION PROCESSES
    VANIMPE, JF
    BASTIN, G
    CONTROL ENGINEERING PRACTICE, 1995, 3 (07) : 939 - 954