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Anomalous random walks having long-range jumps are a critical branch of dynamical processes on networks, which can model a number of search and transport processes. However, traditional measurements based on mean first passage time are not…

物理与社会 · 物理学 2016-10-11 Tongfeng Weng , Jie Zhang , Moein Khajehnejad , Michael Small , Rui Zheng , Pan Hui

This paper investigates L\'evy walks with random velocities, extending classical models beyond constant speed assumptions. We derive scaling limits, demonstrating that diffusion depends on interplay between heavy-tailed duration and…

概率论 · 数学 2026-04-28 Hubert Woszczek , Marek A. Teuerle , Agnieszka Wyłomańska

We analyze a class of linear partial differential equations that arise as deterministic descriptions of the scaling limits of L\'evy walks, in which transport is driven by a convex combination of fractional material derivatives and a source…

数值分析 · 数学 2026-02-03 Łukasz Płociniczak , Marek A. Teuerle , Hubert Woszczek

Random walks are the simplest way to explore or search a graph, and have revealed a very useful tool to investigate and characterize the structural properties of complex networks from the real world, e.g. they have been used to identify the…

统计力学 · 物理学 2020-06-11 Timoteo Carletti , Malbor Asllani , Duccio Fanelli , Vito Latora

We review recent results obtained from simple individual-based models of biological competition in which birth and death rates of an organism depend on the presence of other competing organisms close to it. In addition the individuals…

种群与进化 · 定量生物学 2015-03-03 Emilio Hernandez-Garcia , Els Heinsalu , Cristobal Lopez

What is the fastest way of finding a randomly hidden target? This question of general relevance is of vital importance for foraging animals. Experimental observations reveal that the search behaviour of foragers is generally intermittent:…

统计力学 · 物理学 2009-11-11 O. Benichou , M. Coppey , M. Moreau , P-H. Suet , R. Voituriez

Evolutionary Algorithms are naturally inspired approximation optimisation algorithms that usually interfere with science problems when common mathematical methods are unable to provide a good solution or finding the exact solution requires…

人工智能 · 计算机科学 2021-02-03 Mohammed ElKomy

In this paper, we present an overview of different types of random walk strategies with local and non-local transitions on undirected connected networks. We present a general approach to analyzing these strategies by defining the dynamics…

统计力学 · 物理学 2020-07-08 A. P. Riascos , José L. Mateos

Levy walks are random processes with an underlying spatiotemporal coupling. This coupling penalizes long jumps, and therefore Levy walks give a proper stochastic description for a particle's motion with broad jump length distribution. We…

统计力学 · 物理学 2009-11-07 Igor M. Sokolov , Ralf Metzler

Collective animal movement fascinates children and scientists alike. One of the most commonly given explanations for collective animal movement is improved foraging. Animals are hypothesized to gain from searching for food in groups. Here,…

多智能体系统 · 计算机科学 2019-04-08 Ravid Cohen , Yossi Yovel , Dan Halperin

We survey recent results on some one- and two-dimensional patterns generated by random permutations of natural numbers. In the first part, we discuss properties of random walks, evolving on a one-dimensional regular lattice in discrete time…

统计力学 · 物理学 2009-11-11 G. Oshanin , R. Voituriez , S. Nechaev , O. Vasilyev , F. Hivert

We study the theoretical convergence properties of random-search methods when optimizing non-convex objective functions without having access to derivatives. We prove that standard random-search methods that do not rely on second-order…

最优化与控制 · 数学 2021-10-27 Aurelien Lucchi , Antonio Orvieto , Adamos Solomou

We extend a recently introduced prototypical stochastic model describing uniformly the search and return of objects looking for new food sources around a given home. The model describes the kinematic motion of the object with constant speed…

统计力学 · 物理学 2018-10-17 J. Noetel , V. L. S. Freitas , E. E. N. Macau , L. Schimansky-Geier

We compute exactly the full distribution of the number $m$ of local minima in a one-dimensional landscape generated by a random walk or a L\'evy flight. We consider two different ensembles of landscapes, one with a fixed number of steps $N$…

统计力学 · 物理学 2024-11-08 Anupam Kundu , Satya N. Majumdar , Gregory Schehr

In quadruped gait learning, policy search methods that scale high dimensional continuous action spaces are commonly used. In most approaches, it is necessary to introduce prior knowledge on the gaits to limit the highly non-convex search…

机器学习 · 计算机科学 2019-04-30 Zinan Liu , Kai Ploeger , Svenja Stark , Elmar Rueckert , Jan Peters

Scaling mobility patterns have been widely observed for animals. In this paper, we propose a deterministic walk model to understand the scaling mobility patterns, where walkers take the least-action walks on a lattice landscape and prey.…

数据分析、统计与概率 · 物理学 2015-05-20 Xiao-Pu Han , Tao Zhou , Bing-Hong Wang

We present a continuous time random walk model for the scale-invariant transport found in a self-organized critical rice pile [Christensen et al., Phys. Rev. Lett. 77, 107 (1996)]. From our analytical results it is shown that the dynamics…

凝聚态物理 · 物理学 2016-08-31 Marian Boguna , Alvaro Corral

Efficiency of an optimization process is largely determined by the search algorithm and its fundamental characteristics. In a given optimization, a single type of algorithm is used in most applications. In this paper, we will investigate…

最优化与控制 · 数学 2012-03-30 Xin-She Yang , Suash Deb

Scale-free foraging patterns are widespread among animals. These may be the outcome of an optimal searching strategy to find scarce randomly distributed resources, but a less explored alternative is that this behaviour may result from the…

We study the efficiency of search processes based on Levy flights (LFs) with power-law distributed jump lengths in the presence of an external drift. While LFs turn out to be efficient search processes when relative to the starting point…

统计力学 · 物理学 2013-06-06 Vladimir V. Palyulin , Aleksei V. Chechkin , Ralf Metzler