Oxide-based bionic hetero-dendritic neuron with capabilities of Bienenstock-Cooper-Munro learning activities

被引:1
作者
Di, Jia Kang [1 ]
Huang, You Jie [1 ]
Wang, Wei Sheng [1 ,2 ]
Huang, Xin [1 ]
Xiao, Hui [2 ]
Zhu, Li Qiang [1 ]
机构
[1] Ningbo Univ, Sch Phys Sci & Technol, Ningbo 315211, Zhejiang, Peoples R China
[2] Chinese Acad Sci, Ningbo Inst Mat Technol & Engn, Ningbo 315201, Peoples R China
基金
中国国家自然科学基金;
关键词
SYNAPTIC PLASTICITY; METAPLASTICITY; FACILITATION;
D O I
10.1039/d4tc04421e
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The close replication of synaptic function is critically important for achieving cognitive computing based on neuromorphic devices. Among the advanced neural learning rules, Bienenstock-Cooper-Munro (BCM) learning rules have been attracting great attention in neuromorphic electronics. Owing to their rich ion dynamic processes, ionic/electronic hybrid devices show great potential in hardware-based neuromorphic systems. Herein, a sodium alginate/graphene oxide hybrid-based electrolyte-gated indium tin oxide (ITO) hetero-dendritic neuron with multi-gate configuration was fabricated. Owing to its unique interfacial protonic hybrid effect, this device exhibited basic synaptic functions. With its proton-related temporal facilitation, this device demonstrated high-pass filter activities, showing potential in image sharpening. It also exhibited an ultra-low power consumption of similar to 93.4 aJ for a single synaptic response. Paired-pulse facilitation behavior was mimicked on such a low power consumption. Subsequently, symmetrical Hebbian spike-timing-dependent plasticity and BCM learning rules with regulatory frequency threshold were simulated. Interestingly, a heterosynaptic model was constructed by integrating coplanar gates. Due to the protonic lateral coupling effects, the BCM learning rules could be modulated via the heterosynaptic mechanism. These results indicate the great potential of the present oxide hetero-dendritic neuron in neuromorphic electronics and brain-inspired cognitive platforms.
引用
收藏
页码:1658 / 1667
页数:10
相关论文
共 56 条
[1]   Heterosynaptic metaplasticity in the hippocampus in vivo:: A BCM-like modifiable threshold for LTP [J].
Abraham, WC ;
Mason-Parker, SE ;
Bear, MF ;
Webb, S ;
Tate, WP .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2001, 98 (19) :10924-10929
[2]   Metaplasticity: tuning synapses and networks for plasticity [J].
Abraham, Wickliffe C. .
NATURE REVIEWS NEUROSCIENCE, 2008, 9 (05) :387-399
[3]   VOLTAGE-DEPENDENT PHOSPHORYLATION MAY RECRUIT CA2+ CURRENT FACILITATION IN CHROMAFFIN CELLS [J].
ARTALEJO, CR ;
ROSSIE, S ;
PERLMAN, RL ;
FOX, AP .
NATURE, 1992, 358 (6381) :63-66
[4]   Is heterosynaptic modulation essential for stabilizing Hebbian plasticity and memory? [J].
Bailey, CH ;
Giustetto, M ;
Huang, YY ;
Hawkins, RD ;
Kandel, ER .
NATURE REVIEWS NEUROSCIENCE, 2000, 1 (01) :11-20
[5]   Synaptic modifications in cultured hippocampal neurons: Dependence on spike timing, synaptic strength, and postsynaptic cell type [J].
Bi, GQ ;
Poo, MM .
JOURNAL OF NEUROSCIENCE, 1998, 18 (24) :10464-10472
[6]   Presynaptic NR2A-containing NMDA receptors implement a high-pass filter synaptic plasticity rule [J].
Bidoret, Celine ;
Ayon, Annick ;
Barbour, Boris ;
Casado, Mariano .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2009, 106 (33) :14126-14131
[7]   THEORY FOR THE DEVELOPMENT OF NEURON SELECTIVITY - ORIENTATION SPECIFICITY AND BINOCULAR INTERACTION IN VISUAL-CORTEX [J].
BIENENSTOCK, EL ;
COOPER, LN ;
MUNRO, PW .
JOURNAL OF NEUROSCIENCE, 1982, 2 (01) :32-48
[8]   Kainate receptors mediate a slow postsynaptic current in hippocampal CA3 neurons [J].
Castillo, PE ;
Malenka, RC ;
Nicoll, RA .
NATURE, 1997, 388 (6638) :182-186
[9]   Proton Competitive Activities in Flexible Hydrogel Gated Oxide Neuromorphic Transistor for Mimicking Bienenstock- Cooper-Munro Learning Rule [J].
Chen, Xinli ;
Gong, Beichen ;
Li, Yan ;
Wang, Weisheng ;
Huang, Xin ;
Huang, Youjie ;
Xiao, Hui ;
Zhu, Liqiang .
IEEE TRANSACTIONS ON ELECTRON DEVICES, 2024, 71 (07) :4355-4361
[10]   Heterosynaptic Plasticity: Multiple Mechanisms and Multiple Roles [J].
Chistiakova, Marina ;
Bannon, Nicholas M. ;
Bazhenov, Maxim ;
Volgushev, Maxim .
NEUROSCIENTIST, 2014, 20 (05) :483-498