Tactile sensory coding and learning with bio-inspired optoelectronic spiking afferent nerves

Hongwei Tan*, Quanzheng Tao, Ishan Pande, Sayani Majumdar, Fu Liu, Yifan Zhou, Per O.Å. Persson, Johanna Rosen, Sebastiaan van Dijken

*Tämän työn vastaava kirjoittaja

Tutkimustuotos: LehtiartikkeliArticleScientificvertaisarvioitu

2 Sitaatiot (Scopus)
45 Lataukset (Pure)

Abstrakti

The integration and cooperation of mechanoreceptors, neurons and synapses in somatosensory systems enable humans to efficiently sense and process tactile information. Inspired by biological somatosensory systems, we report an optoelectronic spiking afferent nerve with neural coding, perceptual learning and memorizing capabilities to mimic tactile sensing and processing. Our system senses pressure by MXene-based sensors, converts pressure information to light pulses by coupling light-emitting diodes to analog-to-digital circuits, then integrates light pulses using a synaptic photomemristor. With neural coding, our spiking nerve is capable of not only detecting simultaneous pressure inputs, but also recognizing Morse code, braille, and object movement. Furthermore, with dimensionality-reduced feature extraction and learning, our system can recognize and memorize handwritten alphabets and words, providing a promising approach towards e-skin, neurorobotics and human-machine interaction technologies.

AlkuperäiskieliEnglanti
Artikkeli1369
JulkaisuNature Communications
Vuosikerta11
Numero1
DOI - pysyväislinkit
TilaJulkaistu - 1 joulukuuta 2020
OKM-julkaisutyyppiA1 Julkaistu artikkeli, soviteltu

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  • Projektit

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    van Dijken, S., Freire Fernandez, F., Farhan, A., Ameziane, M. & Perumbilavil, S.

    01/09/201831/08/2022

    Projekti: Academy of Finland: Other research funding

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    Tan, H.

    01/09/201831/08/2021

    Projekti: Academy of Finland: Other research funding

    COIN: Monimutkaisten oksidien rajapinnat nanoelektroniikan

    Zhou, Y. & Pande, I.

    01/09/201824/09/2020

    Projekti: Academy of Finland: Other research funding

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