School of Electronic Engineering, Heilongjiang University, Harbin, 150080, China.
Heilongjiang Provincial Key Laboratory of Micro-nano Sensitive Devices and Systems, Heilongjiang University, Harbin, 150080, China.
Small. 2024 Nov;20(46):e2404177. doi: 10.1002/smll.202404177. Epub 2024 Aug 6.
The presence of neurons is crucial in neuromorphic computing systems as they play a vital role in modulating the strength of synapses through the release of either excitatory or inhibitory stimuli. Hence, the development of sensory neurons plays a pivotal role in broadening the scope of brain-inspired neural computing. The present study introduces an artificial sensory neuron, which is constructed using a temperature-sensitive volatile complementary resistance switch memristor based on the functional layer of the chitosan/PNIPAM bilayer. The resistive switching behavior arises from the formation and ionization of oxygen vacancy filaments, whereby the threshold voltage and low resistive resistance of the device exhibit a temperature-dependent increase within the range of 290-410 K. A functional replication of a neuron with leaky integration and firing has been successfully developed, effectively simulating essential biological functions such as firing triggered by threshold, refractory period implementation, and modulation of spiking frequency. The artificial sensory neuron exhibits characteristics similar to those of leaky integrated firing neurons that receive temperature inputs. It has the potential to control the output frequency and amplitude under varying temperature conditions, making it suitable for temperature-sensing applications. This study presents a potential hardware implementation for developing efficient artificial intelligence systems that can support temperature detections.
神经元的存在对于神经形态计算系统至关重要,因为它们通过释放兴奋性或抑制性刺激来调节突触的强度。因此,感觉神经元的发展对于拓宽脑启发式神经计算的范围起着关键作用。本研究介绍了一种人工感觉神经元,它是使用基于壳聚糖/PNIPAM 双层功能层的温度敏感易挥发互补电阻开关忆阻器构建的。电阻开关行为源于氧空位丝的形成和离化,其中器件的阈值电压和低电阻电阻在 290-410 K 范围内表现出温度依赖性增加。成功地开发了具有漏积分和触发功能的神经元的功能复制,有效地模拟了触发阈值、实施不应期和调节脉冲频率等基本生物学功能。人工感觉神经元表现出类似于接收温度输入的漏积分触发神经元的特性。它有可能根据不同的温度条件控制输出频率和幅度,适用于温度传感应用。这项研究提出了一种潜在的硬件实现方法,用于开发支持温度检测的高效人工智能系统。