On the Universal Properties of Stochastic Processes under Optimally Tuned Poisson Restart

Poisson restart assumes that a stochastic process is interrupted and starts again at random time moments. A number of studies have demonstrated that this strategy may minimize the expected completion time in some classes of random search tasks. What is more, it turned out that under optimally tuned restart rate, any stochastic process, regardless of its nature and statistical details, satisfies a number of universal relations for the statistical moments of completion time. In this paper, we describe several new universal properties of optimally restarted processes. Also we obtain a universal inequality for the quadratic statistical moments of completion time in the optimization problem where stochastic process has several possible completion scenarios.

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Publication Details

Journal
Journal of Experimental and Theoretical Physics Letters
Published
2025-03-01
DOI
https://doi.org/10.1134/s0021364024604524
Primary Topic
Diffusion and Search Dynamics
Type
article
Field-Weighted Citation Impact
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article

On the Universal Properties of Stochastic Processes under Optimally Tuned Poisson Restart

Sergey Belan
Journal of Experimental and Theoretical Physics Letters
Diffusion and Search Dynamics
article

On the Universal Properties of Stochastic Processes under Optimally Tuned Poisson Restart

Sergey Belan
article en

Abstract

Poisson restart assumes that a stochastic process is interrupted and starts again at random time moments. A number of studies have demonstrated that this strategy may minimize the expected completion time in some classes of random search tasks. What is more, it turned out that under optimally tuned restart rate, any stochastic process, regardless of its nature and statistical details, satisfies a number of universal relations for the statistical moments of completion time. In this paper, we describe several new universal properties of optimally restarted processes. Also we obtain a universal inequality for the quadratic statistical moments of completion time in the optimization problem where stochastic process has several possible completion scenarios.

Journal of Experimental and Theoretical Physics LettersVol. 121(6)
National Research University Higher School of Economics (RU), Landau Institute for Theoretical Physics (RU)
Openalex Percentile: Top 96%
Diffusion and Search Dynamics
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On the Universal Properties of Stochastic Processes under Optimally Tuned Poisson Restart — Sergey Belan · Journal of Experimental and Theoretical Physics Letters (2025) | TGRS Research Map | TGRS