Vol.:(0123456789)
Optimization and Engineering
https://doi.org/10.1007/s11081-018-9415-4
1 3
RESEARCH ARTICLE
Optimal designs of experiments for non‑isothermal kinetic
rates: analysis of diferent strategies
Belmiro P. M. Duarte
1,2
· Anthony C. Atkinson
3
Received: 26 July 2017 / Revised: 1 May 2018 / Accepted: 8 November 2018
© Springer Science+Business Media, LLC, part of Springer Nature 2018
Abstract
We consider the dependence on the measurement schedule of optimal experiments
for kinetic parameters when the rates are temperature-dependent and follow the
Arrhenius law. We compare three diferent approaches using the D-optimality cri-
terion: (1) a locally optimal design based on a sequence of four batches where the
process is observed at a single time; (2) two batches carried out at constant tem-
perature where the process is observed at a pre-defned grid of times; and (3) a sin-
gle batch where the temperature profle is optimal regarding the amount of infor-
mation extracted and the process is observed at a pre-defned grid of times. An
extension of the generalized equivalence theorem of optimal experimental design
provides insight into the structure of the designs we fnd. The local D-optimality
of the designs obtained is validated using the extended theorem for the latter two
approaches.
Keywords Dynamic experiments · Optimal design of experiments · Kinetic rates ·
Non-isothermal kinetics
1 Motivation
The efcient design of experiments for the estimation of kinetic parameters is
essential if resources are not to be wasted. Bauer et al. (2000) give an exam-
ple of an inefcient conventional design. Here we use the methods of optimal
* Belmiro P. M. Duarte
bduarte@isec.pt
Anthony C. Atkinson
a.c.atkinson@lse.ac.uk
1
Department of Chemical and Biological Engineering, ISEC, Polytechnic Institute of Coimbra,
Coimbra, Portugal
2
CIEPQPF, Department of Chemical Engineering, University of Coimbra, Rua Sílvio Lima,
Polo II, 3030–790 Coimbra, Portugal
3
Department of Statistics, London School of Economics, London WC2A 2AE, UK