Based on credible advantages, organic materials have received more and more attention in memristor and synapse emulation. In particular, an implementation of the ionic pathway as a dielectric layer is...
Critical to artificial intelligence’s future is
emulating
biological synapses with memristors. Moreover, according to a wide
variety, low cost, simple fabrication, and good flexibility, organic
materials provide a competitive approach in memristor and synapse
emulation, especially in devices where ions carry current. Polyelectrolytes
with different molecular structures were used as functional layers
in this study to enhance the memory and synapse performance of polyelectrolyte
bilayer-based memristors, performed by ions, and polyelectrolyte chain
migration caused a potential drop change at the interface of the ∼15
nm thick polyelectrolyte bilayer and its electrodes. Consequently,
the memory device with strong polyelectrolyte sodium poly(styrene
sulfonic acid) (PSS) and poly(diallyl dimethylammonium chloride) (PDAC),
which were prepared by spin-coating, shows outstanding resistive switching
performance and synapse functionalities than those with weak polyelectrolytes
and/or polyelectrolytes without a ring structure. Particularly, the
indium tin oxide (ITO)/PSS/PDAC/ITO device shows almost linear potentiation
and depression characteristics by applying continuous pulse voltage,
which results in high performance on the artificial neural network
simulation as 90% on the Mixed National Institute of Standards and
Technology data set. The steric hindrance between the two polyelectrolytes
with the five-ring structure can be attributed to the causation of
linear conductance update. Furthermore, it shows short- and long-term
plasticity during potentiation and depression, which is essential
for the development of neuromorphic systems with complex cognitive
capabilities.
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