Kj. Versyck et al., PRACTICAL IDENTIFICATION OF UNSTRUCTURED GROWTH-KINETICS BY APPLICATION OF OPTIMAL EXPERIMENTAL-DESIGN, Biotechnology progress, 13(5), 1997, pp. 524-531
This paper deals with the practical identification of the parameters o
f unstructured growth kinetics during growth of biomass on one limitin
g substrate in a fed-batch bioreactor. We consider kinetic models in w
hich the specific growth rate is a function of the substrate concentra
tion only. Two classes of models are distinguished: non-monotonic kine
tics (with the Haldane model as a prototype) and monotonic kinetics (w
ith the Monod model as a prototype). The information content of severa
l simulation experiments, each with a different volumetric feed rate p
rofile is evaluated by using the modified E-criterion for optimal expe
rimental design (i.e., ratio of the largest to the smallest eigenvalue
of the Fisher information matrix). The main contribution of this pape
r is to provide theoretical evidence and to present illustrative examp
les for the following conjecture: A feed rate strategy which is optima
l in the sense of process performance, is an excellent starting point
for feed rate optimization with respect to estimation of those paramet
ers with large influence upon process performance. For a two degrees o
f freedom optimization of the feed rate profile, we obtain for the fir
st time a modified E-criterion value equal to 1, which is the optimal
value for this criterion.