The Characteristics of Binary Spike-Time-Dependent Plasticity in   HfO2-Based RRAM and Applications for Pattern Recognition

doi:10.1186/s11671-017-2023-y

CORC > 北京大学 > 信息科学技术学院

	The Characteristics of Binary Spike-Time-Dependent Plasticity in HfO2-Based RRAM and Applications for Pattern Recognition
	Zhou, Zheng ; Liu, Chen ; Shen, Wensheng ; Dong, Zhen ; Chen, Zhe ; Huang, Peng ; Liu, Lifeng ; Liu, Xiaoyan ; Kang, Jinfeng
刊名	NANOSCALE RESEARCH LETTERS
	2017
关键词	RRAM ALD STDP Unsupervised online learning Pattern recognition RANDOM-ACCESS MEMORY NEUROMORPHIC COMPUTATION SYNAPSE DEVICE NETWORKS SYSTEMS
DOI	10.1186/s11671-017-2023-y
英文摘要	A binary spike-time-dependent plasticity (STDP) protocol based on one resistive-switching random access memory (RRAM) device was proposed and experimentally demonstrated in the fabricated RRAM array. Based on the STDP protocol, a novel unsupervised online pattern recognition system including RRAM synapses and CMOS neurons is developed. Our simulations show that the system can efficiently compete the handwritten digits recognition task, which indicates the feasibility of using the RRAM-based binary STDP protocol in neuromorphic computing systems to obtain good performance.; NSFC [61334007, 61421005, 61604005]; Beijing Municipal Science and Technology Plan Projects; SCI(E); ARTICLE; 12
语种	英语
内容类型	期刊论文
源URL	[http://ir.pku.edu.cn/handle/20.500.11897/474084]
专题	信息科学技术学院
推荐引用方式 GB/T 7714	Zhou, Zheng,Liu, Chen,Shen, Wensheng,et al. The Characteristics of Binary Spike-Time-Dependent Plasticity in HfO2-Based RRAM and Applications for Pattern Recognition[J]. NANOSCALE RESEARCH LETTERS,2017.
APA	Zhou, Zheng.,Liu, Chen.,Shen, Wensheng.,Dong, Zhen.,Chen, Zhe.,...&Kang, Jinfeng.(2017).The Characteristics of Binary Spike-Time-Dependent Plasticity in HfO2-Based RRAM and Applications for Pattern Recognition.NANOSCALE RESEARCH LETTERS.
MLA	Zhou, Zheng,et al."The Characteristics of Binary Spike-Time-Dependent Plasticity in HfO2-Based RRAM and Applications for Pattern Recognition".NANOSCALE RESEARCH LETTERS (2017).