Neuromorphic Olfaction

Neuromorphic Olfaction

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ISBN 9781439871713
Cat# K13286
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ISBN 9781439871720
Cat# KE13466
 

Features

  • Presents an interdisciplinary biomimetic approach to olfaction including biology, hardware, software, and sensors
  • Describes the latests advances in mobile olfaction robotics from a biomimetic perspective
  • Discusses computational models of the olfactory receptor layer, olfactory bulb, and olfactory cortex
  • Examines the first full computational model of the vertebrate olfactory system
  • Includes a demonstration of a large-scale sensor array, mimicking the olfactory receptor neuron layer

Summary

Many advances have been made in the last decade in the understanding of the computational principles underlying olfactory system functioning. Neuromorphic Olfaction is a collaboration among European researchers who, through NEUROCHEM (Fp7-Grant Agreement Number 216916)—a challenging and innovative European-funded project—introduce novel computing paradigms and biomimetic artifacts for chemical sensing. The implications of these findings are relevant to a wide audience, including researchers in artifical olfaction, neuroscientists, physiologists, and scientists working with chemical sensors.

Developing neuromorphic olfaction from conceptual points of view to practical applications, this cross-disciplinary book examines:

  • The biological components of vertebrate and invertebrate chemical sensing systems
  • The early coding pathways in the biological olfactory system, showing how nonspecific receptor populations may have significant advantages in encoding odor intensity as well as odor identity
  • The redundancy and the massive convergence of the olfactory receptor neurons to the olfactory bulb
  • A neuromorphic approach to artificial olfaction in robots
  • Reactive and cognitive search strategies for olfactory robots
  • The implementation of a computational model of the mammalian olfactory system

The book’s primary focus is on translating aspects of olfaction into computationally practical algorithms. These algorithms can help us understand the underlying behavior of the chemical senses in biological systems. They can also be translated into practical applications, such as robotic navigation and systems for uniquely detecting chemical species in a complex background.

Table of Contents

Engineering Aspects of Olfaction; Krishna C. Persaud

Study of the Coding Efficiency of Populations of Olfactory

Receptor Neurons and Olfactory Glomeruli; Agustín Gutiérrez-Gálvez and Santiago Marco

Mimicking Biological Olfaction with Very Large Chemical

Arrays; Mara Bernabei, Romeo Beccherelli, Emiliano Zampetti,

Simone Pantalei, and Krishna C. Persaud

The Synthetic Moth: A Neuromorphic Approach toward

Artificial Olfaction in Robots; Vasiliki Vouloutsi, Lucas L. Lopez-Serrano,Zenon Mathews, Alex Escuredo Chimeno, Andrey Ziyatdinov, Alexandre Perera i Lluna, Sergi Bermúdez i Badia, and Paul F. M. J. Verschure

Reactive and Cognitive Search Strategies for Olfactory Robots; Dominique Martinez and Eduardo Martin Moraud

Performance of a Computational Model of the Mammalian

Olfactory System; Simon Benjaminsson, Pawel Herman, and Anders Lansner

Index

Author Bio(s)

Krishna Persaud has been involved in research in chemoreception, crossing disciplines from biological aspects of olfaction to sensor arrays, electronics, signal processing and pattern recognition, and commercial development of artificial olfaction technologies.

Santiago Marco’s research concerns the development of signal/ data processing algorithmic solutions for smart chemical sensing based in sensor arrays or microspectrometers integrated with Microsystem Technologies.

Agustín Gutiérrez-Gálvez’s research interests include biologically inspired processing for gas sensor arrays, computational models of the olfactory system, pattern recognition, and dynamical systems.

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