Multimodal Tuning of Synaptic Plasticity Using Persistent Luminescent Memitters

被引:48
作者
Bian, Hongyu [1 ]
Qin, Xian [1 ]
Wu, Yiming [1 ]
Yi, Zhigao [1 ]
Liu, Sirui [1 ]
Wang, Yu [2 ,3 ]
Brites, Carlos D. S. [4 ]
Carlos, Luis D. [4 ]
Liu, Xiaogang [1 ,2 ,3 ,5 ]
机构
[1] Natl Univ Singapore, Dept Chem, Singapore 117543, Singapore
[2] Shenzhen Univ, SZU NUS Collaborat Ctr, Shenzhen 518060, Peoples R China
[3] Shenzhen Univ, Int Collaborat Lab 2D Mat Optoelect Sci & Technol, Minist Educ, Inst Microscale Optoelect, Shenzhen 518060, Peoples R China
[4] Univ Aveiro, Dept Phys, CICECO Aveiro Inst Mat, Phantom G, P-3810193 Aveiro, Portugal
[5] Natl Univ Singapore Suzhou Res Inst, Ctr Funct Mat, Suzhou 215123, Peoples R China
基金
新加坡国家研究基金会; 中国国家自然科学基金;
关键词
image memorization; persistent luminescence; photonic memory; synaptic plasticity; MEMORY; METAPLASTICITY; NETWORKS; STORAGE; DEVICE;
D O I
10.1002/adma.202101895
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Mimicking memory processes, including encoding, storing, and retrieving information, is critical for neuromorphic computing and artificial intelligence. Synaptic behavior simulations through electronic, magnetic, or photonic devices based on metal oxides, 2D materials, molecular complex and phase change materials, represent important strategies for performing computational tasks with enhanced power efficiency. Here, a special class of memristive materials based on persistent luminescent memitters (termed as a portmanteau of "memory" and "emitter") with optical characteristics closely resembling those of biological synapses is reported. The memory process and synaptic plasticity can be successfully emulated using such memitters under precisely controlled excitation frequency, wavelength, pulse number, and power density. The experimental and theoretical data suggest that electron-coupled trap nucleation and propagation through clustering in persistent luminescent memitters can explain experience-dependent plasticity. The use of persistent luminescent memitters for multichannel image memorization that allows direct visualization of subtle changes in luminescence intensity and realization of short-term and long-term memory is also demonstrated. These findings may promote the discovery of new functional materials as artificial synapses and enhance the understanding of memory mechanisms.
引用
收藏
页数:7
相关论文
共 51 条
[1]   Synaptic computation [J].
Abbott, LF ;
Regehr, WG .
NATURE, 2004, 431 (7010) :796-803
[2]   Metaplasticity: The plasticity of synaptic plasticity [J].
Abraham, WC ;
Bear, MF .
TRENDS IN NEUROSCIENCES, 1996, 19 (04) :126-130
[3]   Metaplasticity: tuning synapses and networks for plasticity [J].
Abraham, Wickliffe C. .
NATURE REVIEWS NEUROSCIENCE, 2008, 9 (05) :387-399
[4]  
Bessonov AA, 2015, NAT MATER, V14, P199, DOI [10.1038/nmat4135, 10.1038/NMAT4135]
[5]  
Carneiro Neto A. N., 2021, NATURE, V590, P396
[6]   On-chip photonic synapse [J].
Cheng, Zengguang ;
Rios, Carlos ;
Pernice, Wolfram H. P. ;
Wright, C. David ;
Bhaskaran, Harish .
SCIENCE ADVANCES, 2017, 3 (09)
[7]   Emerging Memristive Artificial Synapses and Neurons for Energy-Efficient Neuromorphic Computing [J].
Choi, Sanghyeon ;
Yang, Jehyeon ;
Wang, Gunuk .
ADVANCED MATERIALS, 2020, 32 (51)
[8]   Memory: A Contribution to Experimental Psychology [J].
Ebbinghaus, Hermann .
ANNALS OF NEUROSCIENCES, 2013, 20 (04) :155-156
[9]   All-optical spiking neurosynaptic networks with self-learning capabilities [J].
Feldmann, J. ;
Youngblood, N. ;
Wright, C. D. ;
Bhaskaran, H. ;
Pernice, W. H. P. .
NATURE, 2019, 569 (7755) :208-+
[10]   Light Affects Mood and Learning through Distinct Retina-Brain Pathways [J].
Fernandez, Diego Carlos ;
Fogerson, P. Michelle ;
Ospri, Lorenzo Lazzerini ;
Thomsen, Michael B. ;
Layne, Robert M. ;
Severin, Daniel ;
Zhan, Jesse ;
Singer, Joshua H. ;
Kirkwood, Alfredo ;
Zhao, Haiqing ;
Berson, David M. ;
Hattar, Samer .
CELL, 2018, 175 (01) :71-+