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Time-dependent product-form Poisson distributions for reaction networks with higher order complexes
David F Anderson1, David Schnoerr2, Chaojie Yuan3
1University of Wisconsin-Madison, Wisconsin, USA. anderson@math.wisc.edu.
This study identifies conditions for stochastic reaction networks to maintain a Poisson distribution over time. The key finding is the "dynamical and restricted complex balance" condition for higher-order reaction complexes.
Area of Science:
- Stochastic reaction networks
- Chemical kinetics
- Probability theory
Background:
- Complex balanced reaction networks exhibit stationary Poisson product distributions.
- The question of preserving this product-form distribution from an initial Poisson state is explored.
Purpose of the Study:
- To determine the necessary and sufficient conditions for a stochastically modeled reaction network's Poisson distribution to remain constant over time.
- To introduce a new condition governing the dynamics of such systems.
Main Methods:
- Drawing inspiration from Crispin Gardiner's "Poisson representation" for the chemical master equation.
- Analyzing the conditions under which an initial Poisson distribution is preserved.
Main Results:
- A necessary and sufficient condition, termed "dynamical and restricted complex balance" (DR), is derived.
- This condition applies specifically to reaction complexes with multiplicity greater than or equal to two, affecting non-linear dynamics.
Conclusions:
- The DR condition ensures the long-term preservation of Poisson product distributions in stochastic reaction networks.
- This finding offers new insights into the dynamics of complex chemical systems.
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