Stochastic and deterministic models for age-structured populations with genetically variable traits
arXiv:0809.3767 · doi:10.1051/proc/2009033
Abstract
Understanding how stochastic and non-linear deterministic processes interact is a major challenge in population dynamics theory. After a short review, we introduce a stochastic individual-centered particle model to describe the evolution in continuous time of a population with (continuous) age and trait structures. The individuals reproduce asexually, age, interact and die. The 'trait' is an individual heritable property (d-dimensional vector) that may influence birth and death rates and interactions between individuals, and vary by mutation. In a large population limit, the random process converges to the solution of a Gurtin-McCamy type PDE. We show that the random model has a long time behavior that differs from its deterministic limit. However, the results on the limiting PDE and large deviation techniques \textit{à la} Freidlin-Wentzell provide estimates of the extinction time and a better understanding of the long time behavior of the stochastic process. This has applications to the theory of adaptive dynamics used in evolutionary biology. We present simulations for two biological problems involving life-history trait evolution when body size is plastic and individual growth is taken into account.
This work is a proceeding of the CANUM 2008 conference
References in corpus (6)
- A microscopic probabilistic description of a locally regulated population and macroscopic approximations
- HIV with contact-tracing: a case study in Approximate Bayesian Computation
- Asymptotic genealogy of a critical branching process
- A stochastic SIR model with contact-tracing: large population limits and statistical inference
- The contour of splitting trees is a Lévy process
- Non-local Branching Superprocesses and Some Related Models
Cited by in corpus (8)
- Limit theorems for Markov processes indexed by continuous time Galton--Watson trees
- Slow and fast scales for superprocess limits of age-structured populations
- Daphnias: from the individual based model to the large population equation
- Horizontal gene transfer: numerical comparison between stochastic and deterministic approaches
- Efficient simulation of individual-based population models: the R Package IBMPopSim
- Some deterministic structured population models which are limit of stochastic individual based models
- Model of phenotypic evolution in hermaphroditic populations
- Simulating long-term impacts of mortality shocks: learning from the cholera pandemic