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Toward a neuromorphic microphone.

Leslie S Smith1

  • 1Computing Science and Mathematics, University of Stirling Stirling, UK.

Frontiers in Neuroscience
|November 19, 2015
PubMed
Summary
This summary is machine-generated.

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Neuromorphic systems, crucial for sensory processing, currently lack neuromorphic sound transduction. This work advocates for integrating neuromorphic components into the sound transduction process for advanced sensory applications.

Area of Science:

  • Neuroscience
  • Engineering
  • Signal Processing

Background:

  • Neuromorphic systems are integral to sensory processing, neural modeling, and analog signal processing.
  • Sensory processing in neuromorphic systems involves pre-transduction, transduction, and post-transduction stages.
  • Existing neuromorphic systems utilize transducers for light, odor, and touch, but not typically for sound.

Purpose of the Study:

  • To investigate the reasons behind the lack of neuromorphic sound transduction.
  • To review existing research on neuromorphic approaches to sound transduction.
  • To advocate for the development of neuromorphic components in sound transduction.

Main Methods:

  • Literature review of neuromorphic systems and sensory transduction.
Keywords:
acoustic pre-processingauditory systemmicrophoneneuromorphic systemssensory transduction

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  • Analysis of current limitations in neuromorphic sound processing.
  • Conceptual framework for neuromorphic sound transduction.
  • Main Results:

    • Standard microphones are currently used in neuromorphic sound applications, limiting inherent neuromorphic capabilities.
    • Research on neuromorphic sound transduction is nascent, with few dedicated studies.
    • A significant gap exists in applying neuromorphic principles to the initial stage of auditory signal acquisition.

    Conclusions:

    • The integration of neuromorphic principles into sound transduction is essential for advancing auditory sensory systems.
    • Future research should focus on developing dedicated neuromorphic transducers for sound.
    • This shift will enable more sophisticated and biologically plausible auditory processing in neuromorphic hardware.