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Memory and adaptive behavior in population dynamics: anti-predator behavior as a case study.

Alexander Pimenov1, Thomas C Kelly2, Andrei Korobeinikov3

  • 1Weierstrass Institute, Berlin, Germany.

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Summary

Animal communities use memory for adaptive behavior. This study models memory using hysteresis and the Preisach operator, showing predator population history determines ecosystem equilibrium in Lotka-Volterra models.

Keywords:
AdaptationBi-stabilityHysteresisPredator-prey modelPreisach operatorRefuge

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Area of Science:

  • Ecology
  • Mathematical Biology
  • Behavioral Ecology

Background:

  • Memory is crucial for flexible adaptive behavior in animal communities, enabling future forecasting based on past experiences.
  • The Lotka-Volterra predator-prey model is a foundational ecological model, but often lacks mechanisms for adaptive memory.

Purpose of the Study:

  • To incorporate memory into ecological models using the concept of hysteresis, mathematically described by the Preisach operator.
  • To analyze the impact of memory on anti-predator adaptation within the Lotka-Volterra predator-prey framework.

Main Methods:

  • Mathematical modeling of memory using the Preisach operator, a concept from hysteresis.
  • Simulation and analysis of the modified Lotka-Volterra predator-prey model incorporating the memory operator.
  • Investigation of equilibrium states and stability properties of the adaptive system with memory.

Main Results:

  • A system with memory exhibits a continuum of equilibrium states, deviating from traditional single-equilibrium models.
  • The stability properties of these equilibrium states are non-trivial and influenced by the system's history.
  • The maximal predator population size achieved along a trajectory is the primary determinant of the system's convergent equilibrium state.

Conclusions:

  • Memory, modeled via hysteresis, introduces complex dynamics and multiple stable states in predator-prey systems.
  • The historical maximum of the predator population significantly shapes the long-term ecological outcome.
  • This approach offers a novel way to understand adaptive behavior and ecosystem stability in populations.