Xie Jiachu, Ju Yuehang, Zhang Zhenwei, Wen Dianzhong, Wang Lu
School of Electronic Engineering, Heilongjiang University, Harbin 150080, China.
Gels. 2025 Jun 1;11(6):423. doi: 10.3390/gels11060423.
In the era of artificial intelligence, the demand for rapid and efficient data processing is growing, and traditional computing architectures are increasingly struggling to meet these needs. Against this backdrop, memristor devices, capable of mimicking the computational functions of brain neural networks, have emerged as key components in neuromorphic systems. Despite this, memristors still face many challenges in biomimetic functionality and circuit integration. In this context, a starch-glycerol-based hydrogel memristor was developed using starch as the dielectric material. The starch-glycerol-water mixture employed in this study has been widely recognized in literature as a physically cross-linked hydrogel system with a three-dimensional network, and both high water content and mechanical flexibility. This memristor demonstrates a high current switching ratio and stable threshold voltage, showing great potential in mimicking the activity of biological neurons. The device possesses the functionality of auditory neurons, not only achieving artificial spiking neuron discharge but also accomplishing the spatiotemporal summation of input information. In addition, we demonstrate the application capabilities of this artificial auditory neuron in gain modulation and in the synchronization detection of sound signals, further highlighting its potential in neuromorphic engineering applications. These results suggest that starch-based hydrogel memristors offer a promising platform for the construction of bio-inspired auditory neuron circuits and flexible neuromorphic systems.
在人工智能时代,对快速高效数据处理的需求不断增长,传统计算架构越来越难以满足这些需求。在此背景下,能够模仿大脑神经网络计算功能的忆阻器器件已成为神经形态系统的关键组件。尽管如此,忆阻器在仿生功能和电路集成方面仍面临许多挑战。在此背景下,以淀粉为介电材料开发了一种基于淀粉 - 甘油的水凝胶忆阻器。本研究中使用的淀粉 - 甘油 - 水混合物在文献中已被广泛认可为一种具有三维网络、高含水量和机械柔韧性的物理交联水凝胶系统。这种忆阻器具有高电流开关比和稳定的阈值电压,在模仿生物神经元活动方面显示出巨大潜力。该器件具有听觉神经元的功能,不仅实现了人工脉冲神经元放电,还完成了输入信息的时空总和。此外,我们展示了这种人工听觉神经元在增益调制和声音信号同步检测中的应用能力,进一步突出了其在神经形态工程应用中的潜力。这些结果表明,基于淀粉的水凝胶忆阻器为构建受生物启发的听觉神经元电路和灵活的神经形态系统提供了一个有前景的平台。