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Modelling and optimal control of a two-species bioproducing microbial consortium

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  • معلومة اضافية
    • Contributors:
      InBio - Méthodes Expérimentales et Computationnelles pour la Modélisation des Processus Cellulaires / Experimental and Computational Methods for Modeling Cellular Processes (INBIO); Institut Pasteur Paris (IP)-Inria de Paris; Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)-Université Paris Cité (UPCité); Institut Pasteur Paris (IP); Laboratoire des signaux et systèmes (L2S); CentraleSupélec-Université Paris-Saclay-Centre National de la Recherche Scientifique (CNRS); Dynamical Interconnected Systems in COmplex Environments (DISCO); Inria Saclay - Ile de France; Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)-Laboratoire des signaux et systèmes (L2S); CentraleSupélec-Université Paris-Saclay-Centre National de la Recherche Scientifique (CNRS)-CentraleSupélec-Université Paris-Saclay-Centre National de la Recherche Scientifique (CNRS)
    • بيانات النشر:
      HAL CCSD
      Society for Industrial and Applied Mathematics
    • الموضوع:
      2023
    • نبذة مختصرة :
      International audience ; Motivated by recent laboratory experiments, we study microbial populations with light-inducible genetic differentiation that generates a two-species microbial consortium relevant for bioproduction. First, we derive a hierarchy of models describing the evolution of the microbial populations, each with decreasing complexity. This sequential order reduction reveals the connections between several popular classes of models used in this context. Second, we demonstrate the analytical insight the order reduction provides by studying the optimal control of such a reduced-order system of nonlinear ordinary differential equations. Appealing to Pontryagin's maximum principle, we find different optimal control structures within different regions of the parameter space. Explicit solutions are obtained in a subset of parameter space, while, for the remainder of parameter space, closed-form solutions are obtained that depend on a scalar value that solves a particular transcendental equation. We show that a unique solution of the scalar equation exists and lies in a known compact interval, making its numerical approximation particularly easy. The analytical results are verified against direct numerical calculations.
    • الرقم المعرف:
      10.1137/22M1476113
    • الدخول الالكتروني :
      https://inria.hal.science/hal-03479385
      https://inria.hal.science/hal-03479385v2/document
      https://inria.hal.science/hal-03479385v2/file/ODE_OCP.pdf
      https://doi.org/10.1137/22M1476113
    • Rights:
      info:eu-repo/semantics/OpenAccess
    • الرقم المعرف:
      edsbas.C74C8658