• DocumentCode
    717346
  • Title

    Modeling of bacterial growth bioprocesses based on heuristic optimization techniques

  • Author

    Sendrescu, Dorin ; Selisteanu, Dan

  • Author_Institution
    Dept. of Autom. Control, Univ. of Craiova, Craiova, Romania
  • fYear
    2015
  • fDate
    27-30 May 2015
  • Firstpage
    470
  • Lastpage
    474
  • Abstract
    This paper is concerned with the parameter estimation of a bacterial growth bioprocess using heuristic optimization. The identification algorithms used a dynamic mathematical model containing nine unknown parameters. These parameters were determinate using simulated annealing and genetic algorithms through the minimization of an evaluation function. The reaction kinetics used to simulate microbial growth are the Monod and Haldane equations. The parameter estimation problem is formulated as a multi-modal numerical optimization problem The performances of the two methods are analyzed by numerical simulations.
  • Keywords
    biotechnology; genetic algorithms; microorganisms; minimisation; numerical analysis; parameter estimation; process control; reaction kinetics; simulated annealing; Haldane equations; Monod equations; bacterial growth bioprocesses modeling; biotechnology; dynamic mathematical model; evaluation function minimization; genetic algorithms; heuristic optimization techniques; identification algorithms; microbial growth simulation; multimodal numerical optimization problem; numerical simulations; parameter estimation; reaction kinetics; simulated annealing; Biological system modeling; Computational modeling; Numerical models; Numerical simulation; Optimization; Sociology; Statistics; bioprocesses; heuristic optimization; parameter estimation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Carpathian Control Conference (ICCC), 2015 16th International
  • Conference_Location
    Szilvasvarad
  • Print_ISBN
    978-1-4799-7369-9
  • Type

    conf

  • DOI
    10.1109/CarpathianCC.2015.7145125
  • Filename
    7145125