OTHER
Theoretical analysis of three bio-inspired plume tracking algorithms
Thomas Lochmatter, Alcherio Martinoli
- Year
- 2009
- Citations
- 41
Abstract
We derive the theoretical performance of three bio-inspired odor source localization algorithms (casting, surge-spiral and surge-cast) in laminar wind flow. Based on the geometry of the trajectories and the wind direction sensor error, we calculate the distribution of the distance overhead and the mean success rate using Bayes inference. Our approach is related to particle filtering and produces smooth output distributions. The results are compared to existing real-robot and simulation results, and a good match is observed.
Keywords
Tracking (education)AlgorithmComputer scienceOverhead (engineering)Laminar flowBayes' theoremParticle filterKalman filterArtificial intelligenceBayesian probability
Related papers
OTHER
📊 26,957 cites
Statistical Learning Theory
Yuhai Wu, Vladimir Vapnik
1999
PERCEPTION
📊 22,245 cites
Artificial intelligence: a modern approach
1995
OTHER
Open access📊 20,501 cites
Fractional Differential Equations
Igor Podlubný
2025
OTHER
📊 18,993 cites
Applied Nonlinear Control
Jean-Jacques Slotine, Weiping Li
1991