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Olfactory search in turbulent environments is a sensorimotor challenge solved with remarkable efficiency by many animals, yet replicating this ability in artificial systems remains difficult because detections are intermittent and wind…

The olfactory system of male moths is exquisitely sensitive to pheromones emitted by females and transported in the environment by atmospheric turbulence. Moths respond to minute amounts of pheromones and their behavior is sensitive to the…

Quantitative Methods · Quantitative Biology 2014-11-14 Antonio Celani , Emmanuel Villermaux , Massimo Vergassola

Locating the source of odor in a turbulent environment - a common behavior for living organisms - is non-trivial because of the random nature of mixing. Here we analyze the statistical physics aspects of the problem and propose an efficient…

Chaotic Dynamics · Physics 2009-11-07 Eugene Balkovsky , Boris I. Shraiman

Finding the distant source of an odor dispersed by a turbulent flow is a vital task for many organisms, either for foraging or for mating purposes. At the level of individual search, animals like moths have developed effective strategies to…

Biological Physics · Physics 2020-07-15 Mihir Durve , Lorenzo Piro , Massimo Cencini , Luca Biferale , Antonio Celani

Navigation of male moths toward females during the mating search offers a unique perspective on the exploration-exploitation (EE) model in decision-making. This study uses the EE model to explain male moth pheromone-driven flight paths. We…

Artificial Intelligence · Computer Science 2023-12-20 Teddy Lazebnik , Yiftach Golov , Roi Gurka , Ally Harari , Alex Liberzon

We consider the problem of olfactory searches in a turbulent environment. We focus on agents that respond solely to odor stimuli, with no access to spatial perception nor prior information about the odor. We ask whether navigation to a…

Biological Physics · Physics 2025-01-29 Marco Rando , Martin James , Alessandro Verri , Lorenzo Rosasco , Agnese Seminara

Autonomous ocean-exploring vehicles have begun to take advantage of onboard sensor measurements of water properties such as salinity and temperature to locate oceanic features in real time. Such targeted sampling strategies enable more…

Fluid Dynamics · Physics 2024-03-19 Peter Gunnarson , John O. Dabiri

Tracking a turbulent plume to locate its source is a complex control problem because it requires multi-sensory integration and must be robust to intermittent odors, changing wind direction, and variable plume statistics. This task is…

Neurons and Cognition · Quantitative Biology 2021-12-21 Satpreet Harcharan Singh , Floris van Breugel , Rajesh P. N. Rao , Bingni Wen Brunton

The development of robust odor navigation strategies for automated environmental monitoring applications requires realistic simulations of odor time series for agents moving across large spatial scales. Traditional approaches that rely on…

Applications · Statistics 2025-05-29 Arunava Nag , Floris van Breugel

Finding an odor source in a turbulent flow requires effectively leveraging the history of olfactory observations into a robust navigation strategy. In this work, we use tabular Q-learning to train an olfactory search agent with a minimal…

Biological Physics · Physics 2026-05-18 Marco Rando , Robin A. Heinonen , Yujia Qi , Agnese Seminara

Natural odor environments present turbulent and dynamic conditions, causing chemical signals to fluctuate in space, time, and intensity. While many species have evolved highly adaptive behavioral responses to such variability, the emerging…

Neural and Evolutionary Computing · Computer Science 2024-12-31 Shavika Rastogi , Nik Dennler , Michael Schmuker , André van Schaik

Animal behavior and neural recordings show that the brain is able to measure both the intensity of an odor and the timing of odor encounters. However, whether intensity or timing of odor detections is more informative for olfactory-driven…

Quantitative Methods · Quantitative Biology 2021-06-17 Nicola Rigolli , Nicodemo Magnoli , Lorenzo Rosasco , Agnese Seminara

Locating and intercepting a moving target from possibly delayed, intermittent sensory signals is a paradigmatic problem in decision-making under uncertainty, and a fundamental challenge for, e.g., animals seeking prey or mates and…

Marine organisms manipulate their surrounding flow through their swimming dynamics, which affects the transport of their own odor cues. We demonstrate by direct numerical simulations how a group of swimmers, moving at intermediate Reynolds…

Fluid Dynamics · Physics 2026-05-04 Martin James , Francesco Viola , Agnese Seminara

Autonomous odor source localization remains a challenging problem for aerial robots due to turbulent airflow, sparse and delayed sensory signals, and strict payload and compute constraints. While prior unmanned aerial vehicle (UAV)-based…

Robotics · Computer Science 2026-04-21 Kordel K. France , Ovidiu Daescu , Latifur Khan , Rohith Peddi

Navigation by scent is a capability in robotic systems that is rising in demand. However, current methods often suffer from ambiguities, particularly when robots misattribute odours to incorrect objects due to limitations in olfactory…

Robotics · Computer Science 2025-09-23 Kordel K. France , Ovidiu Daescu

In turbulent flows, tracking the source of a passive scalar cue requires exploiting the limited information that can be gleaned from rare, stochastic encounters with the cue. When crafting a search policy, the most challenging and important…

Fluid Dynamics · Physics 2025-04-10 Robin A. Heinonen , Luca Biferale , Antonio Celani , Massimo Vergassola

Chemical sensing in real-world environments requires resolving rapidly fluctuating and spatially heterogeneous concentration fields. However, these dynamics are strongly distorted by widely used, low-cost metal-oxide (MOx) gas sensors,…

Signal Processing · Electrical Eng. & Systems 2026-04-22 Nik Dennler , Elle Stark , Saimon Collaku , Lars Larson , André van Schaik , Michael Schmuker , John Crimaldi , Andreas T. Güntner , Aaron True

In many practical scenarios, a flying insect must search for the source of an emitted cue which is advected by the atmospheric wind. On the macroscopic scales of interest, turbulence tends to mix the cue into patches of relatively high…

Fluid Dynamics · Physics 2023-11-07 Robin A. Heinonen , Luca Biferale , Antonio Celani , Massimo Vergassola

In olfactory search an immobile target emits chemical molecules at constant rate. The molecules are transported by the medium which is assumed to be turbulent. Considering a searcher able to detect such chemical signals and whose motion…

Statistical Mechanics · Physics 2014-02-12 Juan Duque-Rodríguez , David Gómez-Ullate , Carlos Mejía-Monasterio
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