Ha Hoesung, Pyo Juyeong, Lee Yunseok, Kim Sungjun
Division of Electronics and Electrical Engineering, Dongguk University, Seoul 04620, Republic of Korea.
Materials (Basel). 2022 Dec 19;15(24):9087. doi: 10.3390/ma15249087.
In this study, we investigate the synaptic characteristics and the non-volatile memory characteristics of TiN/CeOx/Pt RRAM devices for a neuromorphic system. The thickness and chemical properties of the CeOx are confirmed through TEM, EDS, and XPS analysis. A lot of oxygen vacancies (ions) in CeOx film enhance resistive switching. The stable bipolar resistive switching characteristics, endurance cycling (>100 cycles), and non-volatile properties in the retention test (>10,000 s) are assessed through DC sweep. The filamentary switching model and Schottky emission-based conduction model are presented for TiN/CeOx/Pt RRAM devices in the LRS and HRS. The compliance current (15 mA) and reset stop voltage (−1.3−2.2 V) are used in the set and reset processes, respectively, to implement multi-level cell (MLC) in DC sweep mode. Based on neural activity, a neuromorphic system is performed by electrical stimulation. Accordingly, the pulse responses achieve longer endurance cycling (>10,000 cycles), MLC (potentiation and depression), spike-timing dependent plasticity (STDP), and excitatory postsynaptic current (EPSC) to mimic synapse using TiN/CeOx/Pt RRAM devices.
在本研究中,我们研究了用于神经形态系统的TiN/CeOx/Pt电阻式随机存取存储器(RRAM)器件的突触特性和非易失性存储特性。通过透射电子显微镜(TEM)、能谱仪(EDS)和X射线光电子能谱(XPS)分析确定了CeOx的厚度和化学性质。CeOx薄膜中的大量氧空位(离子)增强了电阻开关特性。通过直流扫描评估了稳定的双极电阻开关特性、耐久性循环(>100次循环)以及保持测试(>10,000秒)中的非易失性特性。针对低电阻状态(LRS)和高电阻状态(HRS)下的TiN/CeOx/Pt RRAM器件,提出了丝状开关模型和基于肖特基发射的传导模型。在设置和重置过程中分别使用合规电流(15 mA)和重置停止电压(-1.3-2.2 V),以在直流扫描模式下实现多级单元(MLC)。基于神经活动,通过电刺激执行神经形态系统。因此,利用TiN/CeOx/Pt RRAM器件,脉冲响应实现了更长的耐久性循环(>10,000次循环)、MLC(增强和抑制)、尖峰时间依赖可塑性(STDP)以及兴奋性突触后电流(EPSC),以模拟突触。