posted on 2024-07-05, 08:43authored byYuwei Qin, Mengfan Wu, Niannian Yu, Ziqi Chen, Junhui Yuan, Jiafu Wang
Multifunctional
neuromorphic devices to tackle complex tasks are
highly desirable for the development of artificial neural networks.
Threshold switching (TS) memory, which exhibits volatile abrupt resistance
change under external electric fields, is capable of emulating multiple
biological behaviors because of its rich temporal dynamics. Here,
a TS device based on two-dimensional (2D) SnSe is demonstrated. Owing
to the diffusive dynamics of Ag ions in SnSe, intrinsic stochasticity
of the TS behavior is observed, which can be exploited to construct
a compact stochastic Leaky-Integrate and Fire (LIF) model with improved
performance in spiking neuron network (SNN). Moreover, an artificial
nociceptor is constructed based on the 2D TS device, successfully
emulating typical nociceptive features of “threshold”,
“relaxation”, “no adaptation”, “hyperalgesia”
and “allodynia”. The realization of bioinspired devices
with combined sensory and information processing abilities paves the
way for developing neuromorphic electronics for SNN and humanoid robots.