首页    期刊浏览 2024年10月01日 星期二
登录注册

文章基本信息

  • 标题:Robust nonlinear predictive control for a bioreactor based on a Dynamic Metabolic Flux Balance model
  • 本地全文:下载
  • 作者:Divya Kumar ; Hector Budman
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2015
  • 卷号:48
  • 期号:8
  • 页码:930-935
  • DOI:10.1016/j.ifacol.2015.09.089
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractA robust economic nonlinear predictive controller is proposed for batch biochemical processes. The algorithm is based on a dynamic metabolic flux modeling (DFBM) approach that has gained increasing acceptance in the pharmaceutical industry. Since DFBM models are formulated as LP (linear programming) problems, the corresponding robust economic optimal control solution results in a bi-level optimization consisting of maximizing an economic objective subject to the LP based model. To address robustness the DFBM model is represented by using a Polynomial Chaos Expansion model which allows quick propagation of the uncertainty in parameters onto the cost function to be optimized by the controller. The performance of the robust algorithm is applied to E.coli batch fermentation and it is found to be computationally efficient and superior to the nominal (non-robust) predictive controller.
  • 关键词:KeywordsRobust Model Predictive ControlFed-batch bioreactorMetabolic Flux Analysis (MFA), Polynomial Chaos Expansion (PCE)
国家哲学社会科学文献中心版权所有