R. Simutis et A. Lubbert, A COMPARATIVE-STUDY ON RANDOM SEARCH ALGORITHMS FOR BIOTECHNICAL PROCESS OPTIMIZATION, Journal of biotechnology, 52(3), 1997, pp. 245-256
A comparative study of some random search optimization schemes that ca
n be used to determine sub-optimal open-loop control profiles from giv
en biotechnical process models is presented and compared with the clas
sical optimization approach based on Pontryagin's maximum principle th
at has often been used in literature. The main objective of this study
is to show that the much simpler to use random search procedures lead
to essentially the same success as the classical procedure. Surprisin
gly little effort is required to use these random search techniques in
order to determine feed rate, feed concentration, temperature or prec
ursors profiles. Hence, using these techniques, bioengineers can focus
their attention much more on creating and improving the underlying pr
ocess models instead of tuning complicated optimization procedures. Th
ree different techniques are described in derail and their application
is illustrated with standard examples from literature. (C) 1997 Elsev
ier Science B.V.