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Neuromorphic Liquid Marbles with Aqueous Carbon Nanotube Cores

[Image: see text] Neuromorphic computing devices attempt to emulate features of biological nervous systems through mimicking the properties of synapses toward implementing the emergent properties of their counterparts, such as learning. Inspired by recent advances in the utilization of liquid marble...

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Autores principales: Mayne, Richard, Draper, Thomas C., Phillips, Neil, Whiting, James G. H., Weerasekera, Roshan, Fullarton, Claire, de Lacy Costello, Ben P. J., Adamatzky, Andrew
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2019
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7007261/
https://www.ncbi.nlm.nih.gov/pubmed/31525934
http://dx.doi.org/10.1021/acs.langmuir.9b02552
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author Mayne, Richard
Draper, Thomas C.
Phillips, Neil
Whiting, James G. H.
Weerasekera, Roshan
Fullarton, Claire
de Lacy Costello, Ben P. J.
Adamatzky, Andrew
author_facet Mayne, Richard
Draper, Thomas C.
Phillips, Neil
Whiting, James G. H.
Weerasekera, Roshan
Fullarton, Claire
de Lacy Costello, Ben P. J.
Adamatzky, Andrew
author_sort Mayne, Richard
collection PubMed
description [Image: see text] Neuromorphic computing devices attempt to emulate features of biological nervous systems through mimicking the properties of synapses toward implementing the emergent properties of their counterparts, such as learning. Inspired by recent advances in the utilization of liquid marbles (LMs, microliter quantities of fluid coated in hydrophobic powder) for the creation of unconventional computing devices, we describe the development of LMs with neuromorphic properties through the use of copper coatings and 1.0 mg mL(–1) carbon nanotube (CNT)-containing fluid cores. Experimentation was performed through sandwiching the LMs between two cup-style electrodes and stimulating them with repeated dc pulses at 3.0 V. Our results demonstrate that “entrainment” of CNT-filled copper LMs via periodic pulses can cause their electrical resistance to rapidly switch between high to low resistance profiles upon inverting the polarity of stimulation: the reduction in resistance between high and low profiles was approximately 88% after two rounds of entrainment. This effect was found to be reversible through reversion to the original stimulus polarity and was strengthened by repeated experimentation, as evidenced by a mean reduction in time to switching onset of 43%. These effects were not replicated in nanotube solutions not bound inside LMs. Our electrical characterization also reveals that nanotube-filled LMs exhibit pinched loop hysteresis IV profiles consistent with the description of memristors. We conclude by discussing the applications of this technology to the development of unconventional computing devices and the study of emergent characteristics in biological neural tissue.
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spelling pubmed-70072612020-02-10 Neuromorphic Liquid Marbles with Aqueous Carbon Nanotube Cores Mayne, Richard Draper, Thomas C. Phillips, Neil Whiting, James G. H. Weerasekera, Roshan Fullarton, Claire de Lacy Costello, Ben P. J. Adamatzky, Andrew Langmuir [Image: see text] Neuromorphic computing devices attempt to emulate features of biological nervous systems through mimicking the properties of synapses toward implementing the emergent properties of their counterparts, such as learning. Inspired by recent advances in the utilization of liquid marbles (LMs, microliter quantities of fluid coated in hydrophobic powder) for the creation of unconventional computing devices, we describe the development of LMs with neuromorphic properties through the use of copper coatings and 1.0 mg mL(–1) carbon nanotube (CNT)-containing fluid cores. Experimentation was performed through sandwiching the LMs between two cup-style electrodes and stimulating them with repeated dc pulses at 3.0 V. Our results demonstrate that “entrainment” of CNT-filled copper LMs via periodic pulses can cause their electrical resistance to rapidly switch between high to low resistance profiles upon inverting the polarity of stimulation: the reduction in resistance between high and low profiles was approximately 88% after two rounds of entrainment. This effect was found to be reversible through reversion to the original stimulus polarity and was strengthened by repeated experimentation, as evidenced by a mean reduction in time to switching onset of 43%. These effects were not replicated in nanotube solutions not bound inside LMs. Our electrical characterization also reveals that nanotube-filled LMs exhibit pinched loop hysteresis IV profiles consistent with the description of memristors. We conclude by discussing the applications of this technology to the development of unconventional computing devices and the study of emergent characteristics in biological neural tissue. American Chemical Society 2019-09-17 2019-10-08 /pmc/articles/PMC7007261/ /pubmed/31525934 http://dx.doi.org/10.1021/acs.langmuir.9b02552 Text en Copyright © 2019 American Chemical Society This is an open access article published under a Creative Commons Attribution (CC-BY) License (http://pubs.acs.org/page/policy/authorchoice_ccby_termsofuse.html) , which permits unrestricted use, distribution and reproduction in any medium, provided the author and source are cited.
spellingShingle Mayne, Richard
Draper, Thomas C.
Phillips, Neil
Whiting, James G. H.
Weerasekera, Roshan
Fullarton, Claire
de Lacy Costello, Ben P. J.
Adamatzky, Andrew
Neuromorphic Liquid Marbles with Aqueous Carbon Nanotube Cores
title Neuromorphic Liquid Marbles with Aqueous Carbon Nanotube Cores
title_full Neuromorphic Liquid Marbles with Aqueous Carbon Nanotube Cores
title_fullStr Neuromorphic Liquid Marbles with Aqueous Carbon Nanotube Cores
title_full_unstemmed Neuromorphic Liquid Marbles with Aqueous Carbon Nanotube Cores
title_short Neuromorphic Liquid Marbles with Aqueous Carbon Nanotube Cores
title_sort neuromorphic liquid marbles with aqueous carbon nanotube cores
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7007261/
https://www.ncbi.nlm.nih.gov/pubmed/31525934
http://dx.doi.org/10.1021/acs.langmuir.9b02552
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