Synaptic plasticity and non-volatile memory characteristics in TiN-nanocrystal-embedded 3D vertical memristor-based synapses for neuromorphic systems
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초록

Although vertical configurations for high-density storage require challenging process steps, such as etching high aspect ratios and atomic layer deposition (ALD), they are more affordable with a relatively simple lithography process and have been employed in many studies. Herein, the potential of memristors with CMOS-compatible 3D vertical stacked structures of Pt/Ti/HfOx/TiN-NCs/HfOx/TiN is examined for use in neuromorphic systems. The electrical characteristics (including I-V properties, retention, and endurance) were investigated for both planar single cells and vertical resistive random-access memory (VRRAM) cells at each layer, demonstrating their outstanding non-volatile memory capabilities. In addition, various synaptic functions (including potentiation and depression) under different pulse schemes, excitatory postsynaptic current (EPSC), and spike-timing-dependent plasticity (STDP) were investigated. In pattern recognition simulations, an improved recognition rate was achieved by the linearly changing conductance, which was enhanced by the incremental pulse scheme. The achieved results demonstrated the feasibility of employing VRRAM with TiN nanocrystals in neuromorphic systems that resemble the human brain.

키워드

Aspect RatioAtomic Layer DepositionEmbedded SystemsEtchingLithographyNanocrystalsNeuronsNonvolatile StorageRramTitanium NitrideHigh Aspect RatioHigher-density StorageMemristorNeuromorphic SystemsNon-volatile MemoryProcess StepsRandom Access MemorySynaptic PlasticityTin NanocrystalsVertical ConfigurationsMemristorsTERM PLASTICITYHIGH-SPEEDRRAMOXIDEBEHAVIOR
제목
Synaptic plasticity and non-volatile memory characteristics in TiN-nanocrystal-embedded 3D vertical memristor-based synapses for neuromorphic systems
저자
Yang, SeyeongKim, TaegyunKim, SunghunChung, DaewonKim, Tae-HyeonLee, Jung KyuKim, SungjoonIsmail, MuhammadMahata, ChandreswarKim, SungjunCho, Seongjae
DOI
10.1039/d3nr01930f
발행일
2023-08
유형
Article
저널명
Nanoscale
15
32
페이지
13239 ~ 13251