4.6 Article

Silent Synapse Activation by Plasma-Induced Oxygen Vacancies in TiO2 Nanowire-Based Memristor

Journal

ADVANCED ELECTRONIC MATERIALS
Volume 6, Issue 9, Pages -

Publisher

WILEY
DOI: 10.1002/aelm.202000536

Keywords

ion bombardment; oxygen defects; Schottky barrier; silent synapse activation; trap-assisted tunneling

Funding

  1. Ministry of Science and Technology of China [2018YFE0118300, 2019YFB2205100]
  2. NSFC for Excellent Young Scholars [51422201]
  3. NSFC Program [11974072, 51701037, 51732003, 51872043, 51902048, 61774031, 61574031]
  4. 111 Project [B13013]
  5. Ministry Education [6141A02033414]
  6. China Postdoctoral Science Foundation [2019M661185]
  7. Fundamental Research Funds for the Central Universities [2412019QD015]

Ask authors/readers for more resources

Emulation of biological synapses by electronic devices will form a foundation for realizing brain-inspired computational systems. In addition to mimicking functional synapses, it is also important to demonstrate activation functionality of silent synapses in memristors, to emulate the evolutionary processes of human brain development. Here, a silent synapse without synaptic plasticity is achieved in a single-crystalline TiO(2)nanowire-based memristor. Importantly, the short-term plasticity transforms to long-term plasticity in plasma (O-2, Ar, and Ar-H-2) treated devices, representing activation of a silent synapse to a functional synapse. The memristive mechanism is attributed to the accumulation and diffusion of oxygen vacancies at the Pt/TiO(2)interface, which adjusts the Schottky barrier and conductance. The use of various plasma treatments also enables synaptic function modulation by changing the density of oxygen vacancies. The results provide a feasible method for activating silent synapses and modulating synaptic learning functions in a memristor-based artificial synapse.

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.6
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

Article Multidisciplinary Sciences

Toward a generalized Bienenstock-Cooper-Munro rule for spatiotemporal learning via triplet-STDP in memristive devices

Zhongqiang Wang, Tao Zeng, Yanyun Ren, Ya Lin, Haiyang Xu, Xiaoning Zhao, Yichun Liu, Daniele Ielmini

NATURE COMMUNICATIONS (2020)

Article Materials Science, Multidisciplinary

Photoreduced nanocomposites of graphene oxide/N-doped carbon dots toward all-carbon memristive synapses

Ya Lin, Zhongqiang Wang, Xue Zhang, Tao Zeng, Liang Bai, Zhenhui Kang, Changhua Wang, Xiaoning Zhao, Haiyang Xu, Yichun Liu

NPG ASIA MATERIALS (2020)

Article Physics, Applied

Nitrogen-induced ultralow power switching in flexible ZnO-based memristor for artificial synaptic learning

Ya Lin, Jilin Liu, Jiajuan Shi, Tao Zeng, Xuanyu Shan, Zhongqiang Wang, Xiaoning Zhao, Haiyang Xu, Yichun Liu

Summary: A low-power ZnO-based memristive synapse achieved by N-doping shows promising performance with energy consumption as low as 60 fJ per synaptic event. Essential synaptic learning functions have been demonstrated, and the device can still operate effectively even in bent states.

APPLIED PHYSICS LETTERS (2021)

Article Chemistry, Multidisciplinary

Zeolite-Based Memristive Synapse with Ultralow Sub-10-fJ Energy Consumption for Neuromorphic Computation

Tao Zeng, Xiaoqin Zou, Zhongqiang Wang, Guangli Yu, Zhi Yang, Huazhen Rong, Chi Zhang, Haiyang Xu, Ya Lin, Xiaoning Zhao, Jiangang Ma, Guangshan Zhu, Yichun Liu

Summary: The zeolite-based memristive synapse demonstrates ultra-low energy consumption and controllable memory effects, suitable for simulating neural networks and cognitive functions.

SMALL (2021)

Article Chemistry, Multidisciplinary

Covalent-Linking-Enabled Superior Compatibility of ZIF-8 Hybrid Membrane for Efficient Propylene Separation

Ziyang Wang, Wenjian Wang, Tao Zeng, Dan Ma, Panpan Zhang, Siqi Zhao, Li Yang, Xiaoqin Zou, Guangshan Zhu

Summary: A covalent-linking strategy was used to enhance the interface compatibility of a ZIF-8-based membrane for propylene separation. The resulting ZIF-8-CN@tPIM-1 membrane showed significantly improved propylene permeation property and selectivity, with high C3H6 permeability.

ADVANCED MATERIALS (2022)

Article Chemistry, Multidisciplinary

Plasmonic Optoelectronic Memristor Enabling Fully Light-Modulated Synaptic Plasticity for Neuromorphic Vision

Xuanyu Shan, Chenyi Zhao, Xinnong Wang, Zhongqiang Wang, Shencheng Fu, Ya Lin, Tao Zeng, Xiaoning Zhao, Haiyang Xu, Xintong Zhang, Yichun Liu

Summary: The study developed a plasmonic optoelectronic memristor capable of combining sensing and processing functions, demonstrating synaptic plasticity and image recognition under visible and ultraviolet light stimulations. The device offers fully light-modulated capability, potentially advancing efficient neuromorphic vision.

ADVANCED SCIENCE (2022)

Article Physics, Applied

Pavlovian conditioning achieved via one-transistor/one-resistor memristive synapse

Yankun Cheng, Ya Lin, Tao Zeng, Xuanyu Shan, Zhongqiang Wang, Xiaoning Zhao, Daniele Ielmini, Haiyang Xu, Yichun Liu

Summary: This work demonstrates the implementation of Pavlovian conditioning through memristive synapse at the hardware level, paving the way for neuromorphic computing. By using the one-transistor/one-resistor architecture, the acquisition and extinction of Pavlovian conditioning were successfully demonstrated. The temporal relation between the conditioned and unconditioned stimuli was also established. This study provides a new approach to memristive neuromorphic computing.

APPLIED PHYSICS LETTERS (2022)

Article Nanoscience & Nanotechnology

Photocatalysis-Induced Nanopores toward Highly Reliable Organic Electrochemical Metallization Memory

Tao Zeng, Riya Su, Ye Tao, Ya Lin, Xuanyu Shan, Yankun Cheng, Zhongqiang Wang, Xiaoning Zhao, Haiyang Xu, Yichun Liu

Summary: This study proposes a photocatalytic method to develop a nanoporous PVC/TiO2 nanocomposite for improving the resistive switching reliability of organic ECM memory. The method effectively simplifies the morphology of metal conductive filaments, resulting in excellent uniformity, good retention, and low cycling degradation. Additionally, alphabetic data storage and image pattern recognition are successfully achieved using multilevel resistive switching behavior and an artificial neural network (ANN) with a 200 x 200 memristive array.

ADVANCED ELECTRONIC MATERIALS (2022)

Article Chemistry, Multidisciplinary

Multimodal-Synergistic-Modulation Neuromorphic Imaging Systems for Simulating Dry Eye Imaging

Xu Han, Xiaoli Zhao, Tao Zeng, Yahan Yang, Hongyan Yu, Cong Zhang, Bin Wang, Xiaoqian Liu, Tao Zhang, Jing Sun, Xinyuan Li, Tuo Zhao, Mingxin Zhang, Yanping Ni, Yanhong Tong, Qingxin Tang, Yichun Liu

Summary: This paper presents a multimodal-synergistic-modulation neuromorphic imaging system based on ultraflexible synaptic transistors, which successfully simulates dry eye imaging behavior and important functions of the human visual system. It simplifies the complexity of traditional neuromorphic visual systems and plays a positive role in biomedical eye care.

SMALL (2023)

Article Engineering, Electrical & Electronic

Super-Flexible, Transparent Synaptic Transistors Based on Pullulan for Neuromorphic Electronics

Xu Han, Junru Zhang, Tao Zeng, Xiaoli Zhao, Juntong Li, Hongying Sun, Yi Cao, Yanhong Tong, Qingxin Tang, Yichun Liu

Summary: In this study, an organic synaptic transistor (OST) based on natural pullulan was developed with super-flexibility and high transmittance (about 83.3%). It can achieve conformal and non-destructive attachment to arbitrary-shaped objects without affecting viewing, and successfully simulate various synaptic behaviors even under extreme bending, demonstrating outstanding mechanical stability.

IEEE ELECTRON DEVICE LETTERS (2023)

Article Chemistry, Multidisciplinary

Doppler Frequency-Shift Information Processing in WOx-Based Memristive Synapse for Auditory Motion Perception

Tao Zeng, Zhongqiang Wang, Ya Lin, YanKun Cheng, Xuanyu Shan, Ye Tao, Xiaoning Zhao, Haiyang Xu, Yichun Liu

Summary: This study demonstrates the functions of azimuth detection and velocity detection in a WOx-based memristive synapse, which mimics auditory motion perception in neuromorphic auditory systems. The WOx memristor with both volatile and semi-nonvolatile modes enables high-pass filtering and spike train processing with relative timing and frequency shift. Particularly, the emulation of Doppler frequency-shift information processing for velocity detection in the WOx memristor-based auditory system is achieved through triplet spike-timing-dependent-plasticity. These findings open new possibilities for the mimicry of auditory motion perception and the application of auditory sensory systems in future neuromorphic sensing.

ADVANCED SCIENCE (2023)

Article Chemistry, Multidisciplinary

Switching the memory behaviour from binary to ternary by triggering S62- relaxation in polysulfide-bearing zinc-organic complex molecular memories

Pan-Ke Zhou, Xiao-Li Lin, Mun Yin Chee, Wen Siang Lew, Tao Zeng, Hao-Hong Li, Xiong Chen, Zhi-Rong Chen, Hui-Dong Zheng

Summary: The use of crystalline metal-organic complexes with definite structures as multilevel memories is significant for designing the next generation of memories. In this study, different Zn-polysulfide complexes were fabricated as memory devices, showing either bipolar binary memory performances or non-volatile ternary memory performances. The deep structure-property correlation in this work provides a new strategy for implementing multilevel memory by triggering polysulfide relaxation based on the conjugated degree regulation of organic ligands.

MATERIALS HORIZONS (2023)

Article Physics, Condensed Matter

Voltage-dependent plasticity and image Boolean operations realized in a WOx-based memristive synapse

Jiajuan Shi, Ya Lin, Tao Zeng, Zhongqiang Wang, Xiaoning Zhao, Haiyang Xu, Yichun Liu

Summary: The study introduces a WOx-based memristive device capable of mimicking voltage-dependent synaptic plasticity, demonstrating short-term and long-term plasticity. The experiment shows long-term enhancement of conductance induced by high intensity stimulation, representing permanent memory behavior, as well as Boolean operations in the synaptic array.

JOURNAL OF SEMICONDUCTORS (2021)

Article Chemistry, Multidisciplinary

Flexible and transparent memristive synapse based on polyvinylpyrrolidone/N-doped carbon quantum dot nanocomposites for neuromorphic computing†

Tao Zeng, Zhi Yang, Jiabing Liang, Ya Lin, Yankun Cheng, Xiaochi Hu, Xiaoning Zhao, Zhongqiang Wang, Haiyang Xu, Yichun Liu

Summary: This study presents a flexible and transparent memristive synapse based on PVP/NCQD nanocomposites, which successfully emulate diverse synaptic functions and demonstrate excellent mechanical strain adaptability.

NANOSCALE ADVANCES (2021)

No Data Available