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  • 标题:Model Predictive Control and Parameter Estimation applied to Gene Expression in Yeast
  • 本地全文:下载
  • 作者:Jodie A. Cochrane ; Mazen Alamir
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2018
  • 卷号:51
  • 期号:25
  • 页码:484-489
  • DOI:10.1016/j.ifacol.2018.11.123
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractIn this paper an adaptive Nonlinear Model Predictive Control (NMPC) scheme is proposed to control the gene expression of yeast using the application of osmostic shocks. The proposed control method handles the presence of delays, input constraints, as well as unknown model parameters during the controlled scenario. A controller was designed that optimized the integer-valued control sequence so that the output trajectory of the system follows a target reference signal. To tackle the unavoidable parameter uncertainties, a dedicated parameter estimation scheme is proposed that is then coupled to the NMPC design. Simulations are presented to assess the efficiency of the proposed framework in addressing the underlying control problem.
  • 关键词:KeywordsNonlinear predictive controladaptive controlnonlinear system identificationdiscontinuous controldelayed systemssystems biology
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