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Published on: November 2, 2018
First-passage times, mobile traps, and Hopf bifurcations.
Justin C Tzou1, Shuangquan Xie1, Theodore Kolokolnikov1
1Department of Mathematics and Statistics, Dalhousie University, Halifax, Canada B3H 3J5.
A mobile trap can be faster than a stationary one for random walks, but only if it moves quickly enough. We identified critical speeds for this mobile trap advantage in capture time optimization.
Area of Science:
- Statistical Physics
- Mathematical Biology
- Dynamical Systems
Background:
- First-passage time problems are crucial in modeling processes like molecular binding and population dynamics.
- Understanding the impact of trap mobility on capture efficiency is key for optimizing search strategies.
Purpose of the Study:
- To investigate if a mobile trap can reduce mean first-passage times (MFPT) compared to a stationary trap on a 1D domain.
- To determine the conditions under which a mobile trap outperforms a stationary one.
Main Methods:
- Analytical computation of MFPT for random walks with mobile traps (randomly moving and oscillating).
- Identification of critical trap speeds separating regimes of improved vs. reduced capture efficiency.
- Establishing a connection between the oscillating trap problem and a moving-sink problem in the Gray-Scott model.
Main Results:
- A stationary trap is more efficient than a very slow-moving trap.
- A sufficiently fast-moving trap significantly reduces capture time compared to a stationary trap.
- The critical speed threshold for mobile trap advantage corresponds to a Hopf bifurcation in the Gray-Scott model.
Conclusions:
- The speed of the trap is critical for optimizing capture times in random walks.
- A surprising link exists between random walk capture problems and bifurcations in reaction-diffusion systems.
- This connection provides a novel method for proving the uniqueness of Hopf bifurcations.
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