Demographic noise can promote abrupt transitions in ecological systems
arXiv:2103.15518 · doi:10.1140/epjs/s11734-021-00184-z
Abstract
Strong positive feedback is considered a necessary condition to observe abrupt shifts of ecosystems. A few previous studies have shown that demographic noise -- arising from the probabilistic and discrete nature of birth and death processes in finite systems -- makes the transitions gradual or continuous. In this paper, we show that demographic noise may, in fact, promote abrupt transitions in systems that would otherwise show continuous transitions. We present our methods and results in a tutorial-like format. We begin with a simple spatially-explicit individual-based model with local births and deaths influenced by positive feedback processes. We then derive a stochastic differential equation that describes how local probabilistic rules scale to stochastic population dynamics. The infinite-size well-mixed limit of this SDE for our model is consistent with mean-field models of abrupt regime-shifts. Finally, we analytically show that as a consequence of demographic noise, finite-size systems can undergo abrupt shifts even with weak positive interactions. Numerical simulations of our spatially-explicit model confirm this prediction. Thus, we predict that small-sized populations and ecosystems may undergo abrupt collapse even when larger systems - with the same microscopic interactions - show a smooth response to environmental stress.
References in corpus (18)
- Tipping points in open systems: bifurcation, noise-induced and rate-dependent examples in the climate system
- Predator-prey cycles from resonant amplification of demographic stochasticity
- Robust ecological pattern formation induced by demographic noise
- Noise-Induced Schooling of Fish
- Phase Transitions and Spatio-Temporal Fluctuations in Stochastic Lattice Lotka-Volterra Models
- Noise-Induced Bistable States and Their Mean Switching Time in Foraging Colonies
- Stochastic population dynamics in spatially extended predator-prey systems
- Transitions across Melancholia States in a Climate Model: Reconciling the Deterministic and Stochastic Points of View
- Temporal Griffiths Phases
- Tricritical directed percolation
- Demographic noise can lead to the spontaneous formation of species
- Stochastic Desertification
- Demographic noise and resilience in a semi-arid ecosystem model
- Effects of stochasticity and social norms on complex dynamics of fisheries
- The Pair Contact Process in Two Dimensions
- System size expansion for systems with an absorbing state
- WKB versus generalized van Kampen system-size expansion: the stochastic logistic equation
- Alternative states in plant communities driven by a life-history tradeoff and demographic stochasticity