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Optimizing leapover lengths of Lévy flights with resetting
Mattia Radice1, Giampaolo Cristadoro2
1<a href="https://ror.org/01bf9rw71">Max Planck Institute for the Physics of Complex Systems</a>, 01187 Dresden, Germany.
Stochastic resetting in one-dimensional searches with heavy-tailed jumps ensures a finite average leapover distance. This resetting strategy can optimize search efficiency by minimizing the distance beyond the target.
Area of Science:
- Physics
- Statistical Mechanics
- Probability Theory
Background:
- Studies one-dimensional search processes with stochastic resetting.
- Examines random walks with heavy-tailed jump distributions.
- Introduces the concept of leapover length as a search efficiency metric.
Purpose of the Study:
- Investigate the impact of stochastic resetting on the leapover length in heavy-tailed random walks.
- Determine if resetting can lead to a finite average leapover, unlike in non-resetting scenarios.
- Identify conditions for optimizing search efficiency through resetting.
Main Methods:
- Utilizes a discrete-time random walk model with a resetting probability.
- Analyzes heavy-tailed jump distributions.
- Calculates the first-passage time and leapover length theoretically.
Main Results:
- Demonstrates that stochastic resetting induces a finite average leapover length (ℓb(r)) when the mean jump length is finite.
- Provides an exact computation of ℓb(r).
- Shows that resetting can lead to nontrivial optimization, with a minimal leapover smaller than the single jump average.
Conclusions:
- Stochastic resetting is a viable strategy to control and optimize search processes involving heavy-tailed distributions.
- The finite average leapover achieved through resetting offers a significant advantage over infinite leapovers in non-resetting scenarios.
- Further research can explore optimal resetting strategies for various search dynamics.
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