DocumentCode :
2223681
Title :
Approximation of fast dynamics in kinetic networks using non-negative polynomials
Author :
Nauta, K.M. ; Weiland, S. ; Backx, A. C P M ; Jokic, A.
Author_Institution :
Fac. of Electr. Eng., Eindhoven Univ., Eindhoven
fYear :
2007
fDate :
1-3 Oct. 2007
Firstpage :
1144
Lastpage :
1149
Abstract :
Kinetic models of reaction networks often feature sets of fast-reacting species. If the slow timescale is of interest, these species can be assumed to be in equilibrium and a singular perturbation approximation can be used to render the dynamics of the slow reacting subsystem. However, to obtain a reduction in the number of equations that represent the dynamics of the reaction network, an explicit representation of the equilibrium species is required. In most cases the equilibrium relations are given in implicit form, and algebraic manipulations to obtain an explicit form are prohibitive. This paper examines the use of constrained polynomial fitting techniques to obtain an approximation of the explicit form that is consistent with the physical constraints of the reaction network. This approximation can be combined with the slow reacting subsystem to form a reduced-order representation of the reaction network which is physically consistent. This reduced-order representation can then be used for analysis and control of the kinetic network.
Keywords :
polynomials; reaction kinetics theory; reduced order systems; singularly perturbed systems; algebraic manipulations; constrained polynomial fitting techniques; kinetic networks; non-negative polynomials; reaction networks; reduced-order representation; singular perturbation approximation; slow reacting subsystem; Approximation error; Chemicals; Constraint theory; Control systems; Equations; Fitting; Kinetic theory; Neural networks; Polynomials; Reduced order systems;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control Applications, 2007. CCA 2007. IEEE International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-0442-1
Electronic_ISBN :
978-1-4244-0443-8
Type :
conf
DOI :
10.1109/CCA.2007.4389389
Filename :
4389389
Link To Document :
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