Ica. Azevedo et al., A study on the accuracy and precision of external mass transfer and diffusion coefficients jointly estimated from pseudo-experimental simulated data, MATH COMP S, 48(1), 1998, pp. 11-22
Optimal experimental designs for maximum precision in the estimation of dif
fusivities (D) and mass transfer coefficients (K-c) for solute transport fr
om/to a solid immersed in a fluid were determined. Diffusion in the solid w
as considered to take place according to Fick's second law. It was found th
at the optimal design was dependent on the Blot number. In the range of Blo
t numbers tested (0.1-200), the first sampling time corresponded to values
of fractional loss/uptake between 0.10 and 0.32, and the second sampling ti
me corresponded to values of fractional loss/uptake between 0.67 and 0.82.
Pseudo-experimental data were simulated by applying randomly generated sets
of errors, taken from a normal distribution with 5% standard deviation, to
data calculated using given values of the model parameters. Both optimal a
nd heuristic designs (for which the sampling times corresponded to values o
f fractional loss/uptake from 0.30 to 0.95) were analyzed. The accuracy and
precision of the estimates obtained by non-linear regression were compared
. It was confirmed that optimal designs yield best results in terms of prec
ision, although it was concluded that the joint estimation of D and K-c sho
uld, in general, be avoided. For intermediate values of the Blot number, re
asonably precise and accurate estimates can however be obtained if the expe
rimental error is small. (C) 1998 IMACS/Elsevier Science B.V.