DocumentCode
646119
Title
On nonlinear continuous-time optimal control of penicillin cultivation
Author
Pcolka, Matej ; Celikovsky, Sergej
Author_Institution
Dept. of Control Eng. (DCE), Czech Tech. Univ. (CTU) in Prague, Prague, Czech Republic
fYear
2013
fDate
17-19 July 2013
Firstpage
4442
Lastpage
4447
Abstract
This paper presents continuous-time optimal control of penicillin production maximizing penicillin concentration at chosen final time. First, control input parametrization is performed and the input is expressed as a piece-wise affine function of continuous time reducing the number of optimizable parameters. Then, iterative numerical gradient optimization with the initial conditions corresponding to the optimal input obtained by projected gradient optimization is used to find the optimal values of the optimized parameters. The proposed approach is compared to both the original gradient method and the traditionally used classical nonlinear feedback controller. All these strategies are tested on a set of numerical experiments for various cultivation lengths and the results are evaluated and discussed. The comparison reveals significant superiority of the proposed algorithm. Together with impressive reduction of memory space needed to store the solution, the results improvement makes the proposed algorithm very attractive from the industrial point of view.
Keywords
continuous time systems; drugs; feedback; gradient methods; iterative methods; nonlinear control systems; optimal control; pharmaceutical industry; production control; control input parametrization; cultivation lengths; iterative numerical gradient optimization; nonlinear continuous-time optimal control; nonlinear feedback controller; penicillin concentration; penicillin cultivation; penicillin production; piecewise affine function; Biological system modeling; Biomass; Gradient methods; Optimal control; Production; Splines (mathematics);
fLanguage
English
Publisher
ieee
Conference_Titel
Control Conference (ECC), 2013 European
Conference_Location
Zurich
Type
conf
Filename
6669524
Link To Document