Optimal search strategies for hidden targets
arXiv:cond-mat/0504107 · doi:10.1103/PhysRevLett.94.198101
Abstract
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: active search phases randomly alternate with phases of fast ballistic motion. In this letter, we study the efficiency of this type of two states search strategies, by calculating analytically the mean first passage time at the target. We model the perception mecanism involved in the active search phase by a diffusive process. In this framework, we show that the search strategy is optimal when the average duration of "motion phases" varies like the power either 3/5 or 2/3 of the average duration of "search phases", depending on the regime. This scaling accounts for experimental data over a wide range of species, which suggests that the kinetics of search trajectories is a determining factor optimized by foragers and that the perception activity is adequately described by a diffusion process.
4 pages, 5 figures. to appear in Phys. Rev. Lett
Cited by in corpus (128)
- Diffusion with Stochastic Resetting
- Intermittent search strategies
- First-passage times in complex scale-invariant media
- Stochastic Resetting and Applications
- Diffusion with Optimal Resetting
- First order transition for the optimal search time of Lévy flights with resetting
- Persistent Cell Motion in the Absence of External Signals: A Search Strategy for Eukaryotic Cells
- Diffusion under time-dependent resetting
- Probing microscopic origins of confined subdiffusion by first-passage observables
- Random walks with preferential relocations to places visited in the past and their application to biology
- Enhanced reaction kinetics in biological cells
- Non-equilibrium steady states of stochastic processes with intermittent resetting
- Bidimensional intermittent search processes: an alternative to Levy flights strategies
- First passages in bounded domains: When is the mean first passage time meaningful?
- First passages for a search by a swarm of independent random searchers
- Optimal reaction time for surface-mediated diffusion
- Stochastic Search with Poisson and Deterministic Resetting
- Exact solution for mean first-passage time on a pseudofractal scale-free web
- Modeling the mobility of living organisms in heterogeneous landscapes: Does memory improve foraging success?
- Occupation times of random walks in confined geometries: From random trap model to diffusion limited reactions
- Robustness of optimal intermittent search strategies in dimension 1, 2 and 3
- Optimizing persistent random searches
- Diffusive escape through a narrow opening: new insights into a classic problem
- Averaged residence times of stochastic motions in bounded domains
- Emergent Run-and-Tumble Behavior in a Simple Model of Chlamydomonas with Intrinsic Noise
- Optimizing the search for resources by sharing information: Mongolian gazelles as a case study
- Mean first-passage time for random walks on undirected networks
- Mean first-passage time of surface-mediated diffusion in spherical domains
- Efficient search by optimized intermittent random walks
- Intermittent random walks for an optimal search strategy: One-dimensional case
- Asymptotic behavior of the Kleinberg model
- Random walks on the Apollonian network with a single trap
- Networking - A Statistical Physics Perspective
- Flagellar number governs bacterial spreading and transport efficiency
- Solvable random walk model with memory and its relations with Markovian models of anomalous diffusion
- Anomalous diffusion in run-and-tumble motion
- Narrow-escape times for diffusion in microdomains with a particle-surface affinity: Mean-field results
- Disentangling sources of anomalous diffusion
- First Passage Times for a Tracer Particle in Single File Diffusion and Fractional Brownian Motion
- Influence of trap location on the efficiency of trapping in dendrimers and regular hyperbranched polymers
- Trapping in scale-free networks with hierarchical organization of modularity
- Kinetics of active surface-mediated diffusion in spherically symmetric domains
- Optimal non-Markovian search strategies with n-step memory
- Random walks in modular scale-free networks with multiple traps
- Persistence-Speed Coupling Enhances the Search Efficiency of Migrating Immune Cells
- Spatial cytoskeleton organization supports targeted intracellular transport
- First hitting times to intermittent targets
- Anomalous behavior of trapping on a fractal scale-free network
- Discrete space-time resetting model: Application to first-passage and transmission statistics
- Fick-Jacobs description and first passage dynamics for diffusion in a channel under stochastic resetting
- Optimization of random search processes in the presence of an external bias
- Continuous time random walks and Lévy walks with stochastic resetting
- Transient anomalous diffusion in run-and-tumble dynamics
- First passage time processes and subordinated SLE
- Comparison of pure and combined search strategies for single and multiple targets
- Non-Gaussian displacement distributions in models of heterogeneous active particle dynamics
- Optimal navigation strategy of active Brownian particles in target-search problems
- Target search of active agents crossing high energy barriers
- Resetting mediated navigation of active Brownian searcher in a homogeneous topography
- Search Optimization, Funnel Topography, and Dynamical Criticality on the String Landscape
- Lévy-like behavior in deterministic models of intelligent agents exploring heterogeneous environments
- Noisy Pursuit and Pattern Formation of Self-Steering Active Particles
- Search efficiency in the Adam-Delbrück reduction-of-dimensionality scenario versus direct diffusive search
- The random walk of intermittently self-propelled particles
- Optimality of spatially inhomogeneous search strategies
- The spectral dimension controls the decay of the quantum first detection probability
- Target search on a dynamic DNA molecule
- Diffusion with two resetting points
- Quantum random walks without walking
- Aging two-state process with Lévy walk and Brownian motion
- Return probabilities and hitting times of random walks on sparse Erdos-Renyi graphs
- Optimal random search for a single hidden target
- Strong anomalous diffusion in two-state process with Lévy walk and Brownian motion
- Critical number of walkers for diffusive search processes with resetting
- Does Greed Help a Forager Survive?
- Non-linear diffusion with stochastic resetting
- Hunting active Brownian particles: Learning optimal behavior
- First hitting times between a run-and-tumble particle and a stochastically-gated target
- Random walks on networks: cumulative distribution of cover time
- Fast rare events in exit times distributions of jump processes
- Relating absorbing and hard wall boundary conditions for a one-dimensional run-and-tumble particle
- Learning how to find targets in the micro-world: The case of intermittent active Brownian particles
- Searching for clusters of targets under stochastic resetting
- Random Search with Memory in Patchy Media: Exploration-Exploitation Tradeoff
- Optimal potentials for diffusive search strategies
- Residual mean first-passage time for jump processes: theory and applications to Lévy flights and fractional Brownian motion
- Investigating Bimodal Clustering in Human Mobility
- Branching processes with resetting as a model for cell division
- Exact enumeration approach to first-passage time distribution of non-Markov random walks
- First detection of threshold crossing events under intermittent sensing
- Starvation Dynamics of a Greedy Forager
- Foraging patterns in online searches
- Numerical analysis of homogeneous and inhomogeneous intermittent search strategies
- Survival in two-species reaction-superdiffusion system: Renormalization group treatment and numerical simulations
- Self-organization, scaling and collapse in a coupled automaton model of foragers and vegetation resources with seed dispersal
- Anomalous behavior of trapping in extended dendrimers with a perfect trap
- Solid State Implementation of Quantum Random Walks on General Graphs
- Optimal resetting strategies for search processes in heterogeneous environments
- Impact of food distribution on lifetime of a forager with or without sense of smell
- Super-Gaussian, super-diffusive transport of multi-mode active matter
- First passage time for subdiffusion: The nonextensive entropy approach versus the fractional model
- Search efficiency of biased migration towards stationary or moving targets in heterogeneously structured environments
- Theory for Optimal Estimation and Control under Resource Limitations and Its Applications to Biological Information Processing and Decision-Making
- Target Searches of Interacting Brownian Particles
- First-passage times in conical varying-width channels biased by a transverse gravitational force: Comparison of analytical and numerical results
- Non-stationary Markovian Replication Process causing Diverse Diffusions
- Intermittent pathways towards a dynamical target
- Adaptive active Brownian particles searching for targets of unknown positions
- Siegmund duality for physicists: a bridge between spatial and first-passage properties of continuous and discrete time stochastic processes
- Response to targeted perturbations for random walks on networks
- Optimal Searcher Distribution for Parallel Random Target Searches
- Mean first-passage time of an anisotropic diffusive searcher
- Persistent search in confined domains: a velocity-jump process model
- Transition-path sampling for Run-and-Tumble particles
- Resource Limitations induce Phase Transitions in Biological Information Processing
- Analytically solvable processes on networks
- Finding passwords by random walks: How long does it take?
- Facets on the convex hull of -dimensional Brownian and Lévy motion
- Drunken robber, tipsy cop: First passage times, mobile traps, and Hopf bifurcations
- Neural field model of memory-guided search
- The Pendulum Arrangement: Maximizing the Escape Time of Heterogeneous Random Walks
- Geometry-induced fluctuations of olfactory searches in bounded domains
- Run-and-Tumble Particles Learning Chemotaxis
- Proxitaxis: an adaptive search strategy based on proximity and stochastic resetting
- Gaussian Process and Levy Walk under Stochastic Non-instantaneous Resetting and Stochastic Rest
- Optimal search strategies on complex networks
- Collective learning from individual experiences and information transfer during group foraging
- Theoretical Analysis of Resource-Induced Phase Transitions in Estimation Strategies