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  • 标题:Nonlinear Model Predictive Control For Circadian Entrainment Using Small-Molecule Pharmaceuticals
  • 本地全文:下载
  • 作者:John H. Abel ; Ankush Chakrabarty ; Francis J. Doyle III
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2017
  • 卷号:50
  • 期号:1
  • 页码:9864-9870
  • DOI:10.1016/j.ifacol.2017.08.1596
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractRecent in vitro studies have identified small-molecule pharmaceuticals effecting dose-dependent changes in the mammalian circadian clock, providing a novel avenue for control. Most studies employ light for clock control, however, pharmaceuticals are advantageous for clock manipulation through reduced invasiveness. In this paper, we employ a mechanistic model to predict the phase dynamics of the mammalian circadian oscillator under the effect of the pharmaceutical under investigation. These predictions are used to inform a constrained model predictive controller (MPC) to compute appropriate dosing for clock re-entrainment. Constraints in the formulation of the MPC problem arise from variation in the phase response curves (PRCs) describing drug effects, and are in many cases non-intuitive owing to the nonlinearity of oscillator phase response effects. We demonstrate through in-silico experiments that it is imperative to tune the MPC parameters based on the drug-specific PRC for optimal phase manipulation.
  • 关键词:KeywordsBiological controlmodel predictive controlcircadian oscillatorphase response curvetime-varying weights
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