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Information-theoretic analysis of realistic odor plumes: What cues are useful for determining location?

Many species rely on olfaction to navigate towards food sources or mates. Olfactory navigation is a challenging task since odor environments are typically turbulent. While time-averaged odor concentration varies smoothly with the distance to the source, instaneous concentrations are intermittent and...

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Autores principales: Boie, Sebastian D., Connor, Erin G., McHugh, Margaret, Nagel, Katherine I., Ermentrout, G. Bard, Crimaldi, John P., Victor, Jonathan D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6054425/
https://www.ncbi.nlm.nih.gov/pubmed/29990365
http://dx.doi.org/10.1371/journal.pcbi.1006275
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author Boie, Sebastian D.
Connor, Erin G.
McHugh, Margaret
Nagel, Katherine I.
Ermentrout, G. Bard
Crimaldi, John P.
Victor, Jonathan D.
author_facet Boie, Sebastian D.
Connor, Erin G.
McHugh, Margaret
Nagel, Katherine I.
Ermentrout, G. Bard
Crimaldi, John P.
Victor, Jonathan D.
author_sort Boie, Sebastian D.
collection PubMed
description Many species rely on olfaction to navigate towards food sources or mates. Olfactory navigation is a challenging task since odor environments are typically turbulent. While time-averaged odor concentration varies smoothly with the distance to the source, instaneous concentrations are intermittent and obtaining stable averages takes longer than the typical intervals between animals’ navigation decisions. How to effectively sample from the odor distribution to determine sampling location is the focus in this article. To investigate which sampling strategies are most informative about the location of an odor source, we recorded three naturalistic stimuli with planar lased-induced fluorescence and used an information-theoretic approach to quantify the information that different sampling strategies provide about sampling location. Specifically, we compared multiple sampling strategies based on a fixed number of coding bits for encoding the olfactory stimulus. When the coding bits were all allocated to representing odor concentration at a single sensor, information rapidly saturated. Using the same number of coding bits in two sensors provides more information, as does coding multiple samples at different times. When accumulating multiple samples at a fixed location, the temporal sequence does not yield a large amount of information and can be averaged with minimal loss. Furthermore, we show that histogram-equalization is not the most efficient way to use coding bits when using the olfactory sample to determine location.
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spelling pubmed-60544252018-07-27 Information-theoretic analysis of realistic odor plumes: What cues are useful for determining location? Boie, Sebastian D. Connor, Erin G. McHugh, Margaret Nagel, Katherine I. Ermentrout, G. Bard Crimaldi, John P. Victor, Jonathan D. PLoS Comput Biol Research Article Many species rely on olfaction to navigate towards food sources or mates. Olfactory navigation is a challenging task since odor environments are typically turbulent. While time-averaged odor concentration varies smoothly with the distance to the source, instaneous concentrations are intermittent and obtaining stable averages takes longer than the typical intervals between animals’ navigation decisions. How to effectively sample from the odor distribution to determine sampling location is the focus in this article. To investigate which sampling strategies are most informative about the location of an odor source, we recorded three naturalistic stimuli with planar lased-induced fluorescence and used an information-theoretic approach to quantify the information that different sampling strategies provide about sampling location. Specifically, we compared multiple sampling strategies based on a fixed number of coding bits for encoding the olfactory stimulus. When the coding bits were all allocated to representing odor concentration at a single sensor, information rapidly saturated. Using the same number of coding bits in two sensors provides more information, as does coding multiple samples at different times. When accumulating multiple samples at a fixed location, the temporal sequence does not yield a large amount of information and can be averaged with minimal loss. Furthermore, we show that histogram-equalization is not the most efficient way to use coding bits when using the olfactory sample to determine location. Public Library of Science 2018-07-10 /pmc/articles/PMC6054425/ /pubmed/29990365 http://dx.doi.org/10.1371/journal.pcbi.1006275 Text en © 2018 Boie et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Boie, Sebastian D.
Connor, Erin G.
McHugh, Margaret
Nagel, Katherine I.
Ermentrout, G. Bard
Crimaldi, John P.
Victor, Jonathan D.
Information-theoretic analysis of realistic odor plumes: What cues are useful for determining location?
title Information-theoretic analysis of realistic odor plumes: What cues are useful for determining location?
title_full Information-theoretic analysis of realistic odor plumes: What cues are useful for determining location?
title_fullStr Information-theoretic analysis of realistic odor plumes: What cues are useful for determining location?
title_full_unstemmed Information-theoretic analysis of realistic odor plumes: What cues are useful for determining location?
title_short Information-theoretic analysis of realistic odor plumes: What cues are useful for determining location?
title_sort information-theoretic analysis of realistic odor plumes: what cues are useful for determining location?
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6054425/
https://www.ncbi.nlm.nih.gov/pubmed/29990365
http://dx.doi.org/10.1371/journal.pcbi.1006275
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