4.8 Article

A Tantalum Disulfide Charge-Density-Wave Stochastic Artificial Neuron for Emulating Neural Statistical Properties

期刊

NANO LETTERS
卷 21, 期 8, 页码 3465-3472

出版社

AMER CHEMICAL SOC
DOI: 10.1021/acs.nanolett.1c00108

关键词

charge-density-wave; stochastic artificial neurons; brain emulation; 1T-tantalum disulfide (1T-TaS2)

资金

  1. Army Research Office Young Investigator Program [W911NF-18-1-0268]
  2. National Science Foundation [ECCS-1653870, 1904580, 1809770]
  3. Air Force Research Laboratory [FA8750-19-1-0503]
  4. Directorate For Engineering
  5. Div Of Electrical, Commun & Cyber Sys [1809770] Funding Source: National Science Foundation

向作者/读者索取更多资源

The study reports on the stochastic behaviors of a neuronal oscillator based on a 1T-TaS2 thin film, demonstrating its capability to generate spike trains closely resembling those of biological neurons. The stochastic behaviors of the device are attributed to the reconfiguration of CDW domains during each oscillation cycle. This compact two-terminal neuronal oscillator can realize many key features of neuron description.
Artificial neuronal devices that functionally resemble biological neurons are important toward realizing advanced brain emulation and for building bioinspired electronic systems. In this Communication, the stochastic behaviors of a neuronal oscillator based on the charge-density-wave (CDW) phase transition of a 1T-TaS2 thin film are reported, and the capability of this neuronal oscillator to generate spike trains with statistical features closely matching those of biological neurons is demonstrated. The stochastic behaviors of the neuronal device result from the melt-quench-induced reconfiguration of CDW domains during each oscillation cycle. Owing to the stochasticity, numerous key features of the Hodgkin-Huxley description of neurons can be realized in this compact two-terminal neuronal oscillator. A statistical analysis of the spike train generated by the artificial neuron indicates that it resembles the neurons in the superior olivary complex of a mammalian nervous system, in terms of its interspike interval distribution, the time-correlation of spiking behavior, and its response to acoustic stimuli.

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