Emergence of winner-takes-all connectivity paths in random nanowire networks

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Date
2018-08-13
Authors
Manning, Hugh G.
Niosi, Fabio
da Rocha, Claudia Gomes
Bellew, Allen T.
O’Callaghan, Colin
Biswas, Subhajit
Flowers, Patrick F.
Wiley, Benjamin J.
Holmes, Justin D.
Ferreira, Mauro S.
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Nature Publishing Group
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Abstract
Nanowire networks are promising memristive architectures for neuromorphic applications due to their connectivity and neurosynaptic-like behaviours. Here, we demonstrate a self-similar scaling of the conductance of networks and the junctions that comprise them. We show this behavior is an emergent property of any junction-dominated network. A particular class of junctions naturally leads to the emergence of conductance plateaus and a “winner-takes-all” conducting path that spans the entire network, and which we show corresponds to the lowest-energy connectivity path. The memory stored in the conductance state is distributed across the network but encoded in specific connectivity pathways, similar to that found in biological systems. These results are expected to have important implications for development of neuromorphic devices based on reservoir computing.
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Keywords
Nanowire networks , Neuromorphic applications , Neurosynaptic-like behaviour , Reservoir computing
Citation
Manning, H.G., Niosi, F., da Rocha, C.G., Bellew, A.T., O’Callaghan, C., Biswas, S., Flowers, P.F., Wiley, B.J., Holmes, J.D., Ferreira, M.S. and Boland, J.J., 2018. Emergence of winner-takes-all connectivity paths in random nanowire networks. Nature communications, 9(1), (3219). DOI:10.1038/s41467-018-05517-6
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