A Computational Approach to Polynomial Conservation Laws

For polynomial ODE models, we introduce and discuss the concepts of exact and approximate conservation laws, which are the first integrals of the full and truncated sets of ODEs. For fast-slow systems, truncated ODEs describe the fast dynamics. We define compatibility classes as subsets of the state...

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Bibliographic Details
Published in:arXiv.org 2023-11
Main Authors: Desoeuvres, Aurélien, Iosif, Alexandru, Lüders, Christoph, Radulescu, Ovidiu, Rahkooy, Hamid, Matthias Sei\ss, Sturm, Thomas
Format: Article
Language:English
Subjects:
Chemical reactions
Compatibility
Completeness
Conservation laws
Integrals
Networks
Polynomials
Quasi-steady states
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Summary:For polynomial ODE models, we introduce and discuss the concepts of exact and approximate conservation laws, which are the first integrals of the full and truncated sets of ODEs. For fast-slow systems, truncated ODEs describe the fast dynamics. We define compatibility classes as subsets of the state space, obtained by equating the conservation laws to constants. A set of conservation laws is complete when the corresponding compatibility classes contain a finite number of steady states. Complete sets of conservation laws can be used for model order reduction and for studying the multistationarity of the model. We provide algorithmic methods for computing linear, monomial, and polynomial conservation laws of polynomial ODE models and for testing their completeness. The resulting conservation laws and their completeness are either independent or dependent on the parameters. In the latter case, we provide parametric case distinctions. In particular, we propose a new method to compute polynomial conservation laws by comprehensive Gr\"obner systems and syzygies. Keywords: First integrals, chemical reaction networks, polynomial conservation laws, syzygies, comprehensive Gr\"obner systems.
ISSN:2331-8422