Title :
Results Towards Identifiability Properties of Biochemical Reaction Networks
Author :
Farina, Marcello ; Findeisen, Rolf ; Bullinger, Eric ; Bittanti, Sergio ; Allgöwer, Frank ; Wellstead, Peter
Author_Institution :
Dipt. di Elettronica e Informazione, Politecnico di Milano, Milan
Abstract :
In this paper we consider the question of parameter identifiability for biochemical reaction networks, as typically encountered in systems biology. Specifically, we are interested in deriving conditions on the biochemical reaction network and on the measured outputs that guarantee identifiability of the parameters. Taking the specific system structure of biochemical reaction networks into account, we derive sufficient conditions for local parameter identifiability based on a suitable system expansion which does not any more directly depend on the parameters. Rather, as shown, the problem of identifiability can be recast as the question of observability of the (parameter free) expanded system. The conditions derived are exemplified considering a simple example
Keywords :
biochemistry; observability; parameter estimation; physiological models; biochemical reaction networks; expanded system observability; parameter free system observability; parameter identifiability; systems biology; Biological control systems; Biological system modeling; Chemicals; Control systems; Mathematical model; Observability; Parameter estimation; Sufficient conditions; Systems biology; USA Councils; Chemical reaction networks; identifiability; parameter identification; systems biology;
Conference_Titel :
Decision and Control, 2006 45th IEEE Conference on
Conference_Location :
San Diego, CA
Print_ISBN :
1-4244-0171-2
DOI :
10.1109/CDC.2006.376925