Citation: | Xue Chen, Bingkun Chen, Pengfei Zhao, Vellaisamy A. L. Roy, Suting Han, Ye Zhou. Nanowire-based synaptic devices for neuromorphic computing[J]. Materials Futures, 2023, 2(2): 023501. doi: 10.1088/2752-5724/acc678 |
[1] |
Merolla P A et al 2014 A million spiking-neuron integrated circuit with a scalable communication network and interface Science 345 668–73
|
[2] |
Zidan M A, Strachan J P and Lu W D 2018 The future of electronics based on memristive systems Nat. Electron. 1 22–29
|
[3] |
Liu C, Yan X, Song X, Ding S, Zhang D W and Zhou P 2018 A semi-floating gate memory based on van der Waals heterostructures for quasi-non-volatile applications Nat. Nanotechnol. 13 404–10
|
[4] |
Manipatruni S, Nikonov D E and Young I A 2018 Beyond CMOS computing with spin and polarization Nat. Phys. 14 338–43
|
[5] |
Xia Q and Yang J J 2019 Memristive crossbar arrays for brain-inspired computing Nat. Mater. 18 309–23
|
[6] |
Yang R, Huang H M and Guo X 2019 Memristive synapses and neurons for bioinspired computing Adv. Electron. Mater. 5 1900287
|
[7] |
Sun W, Gao B, Chi M, Xia Q, Yang J J, Qian H and Wu H 2019 Understanding memristive switching via in situ characterization and device modeling Nat. Commun. 10 3453
|
[8] |
Van de Burgt Y, Lubberman E, Fuller E J, Keene S T, Faria G C, Agarwal S, Marinella M J, Alec Talin A and Salleo A 2017 A non-volatile organic electrochemical device as a low-voltage artificial synapse for neuromorphic computing Nat. Mater. 16 414–8
|
[9] |
Schneider M L, Donnelly C A, Russek S E, Baek B, Pufall M R, Hopkins P F, Dresselhaus P D, Benz S P and Rippard W H 2018 Ultralow power artificial synapses using nanotextured magnetic Josephson junctions Sci. Adv. 4 e1701329
|
[10] |
Wang X, Lu W, Wei P, Qin Z, Qiao N, Qin X, Zhang M, Zhu Y, Bu L and Lu G 2022 Artificial tactile recognition enabled by flexible low-voltage organic transistors and low-power synaptic electronics ACS Appl. Mater. Interfaces 14 48948–59
|
[11] |
Wang Z et al 2018 Fully memristive neural networks for pattern classification with unsupervised learning Nat. Electron. 1 137–45
|
[12] |
Tian H, Guo Q, Xie Y, Zhao H, Li C, Cha J J, Xia F and Wang H 2016 Anisotropic black phosphorus synaptic device for neuromorphic applications Adv. Mater. 28 4991–7
|
[13] |
Zhao H et al 2017 Atomically thin femtojoule memristive device Adv. Mater. 29 1703232
|
[14] |
Hadiyawarman, Budiman F, Hernowo D G O, Pandey R R and Tanaka H 2018 Recent progress on fabrication of memristor and transistor-based neuromorphic devices for high signal processing speed with low power consumption Jpn. J. Appl. Phys. 57 03EA06
|
[15] |
Rachmuth G, Shouval Harel Z, Bear Mark F and Poon C S 2011 A biophysically-based neuromorphic model of spike rate- and timing-dependent plasticity Proc. Natl Acad. Sci. 108 E1266–74
|
[16] |
Huang W, Xia X, Zhu C, Steichen P, Quan W, Mao W, Yang J, Chu L and Li X A 2021 Memristive artificial synapses for neuromorphic computing Nano-Micro Lett. 13 85
|
[17] |
He H K, Yang R, Zhou W, Huang H M, Xiong J, Gan L, Zhai T Y and Guo X 2018 Photonic potentiation and electric habituation in ultrathin memristive synapses based on monolayer MoS2 Small 14 1800079
|
[18] |
Gao S, Liu G, Yang H, Hu C, Chen Q, Gong G, Xue W, Yi X, Shang J and Li R W 2019 An oxide Schottky junction artificial optoelectronic synapse ACS Nano 13 2634–42
|
[19] |
Ni Y, Zhang S, Sun L, Liu L, Wei H, Xu Z, Xu W and Xu W 2021 A low-dimensional hybrid p-i-n heterojunction neuromorphic transistor with ultra-high UV sensitivity and immediate switchable plasticity Appl. Mater. Today 25 101223
|
[20] |
Li X, Yu B, Wang B, Bi R, Li H, Tu K, Chen G, Li Z, Huang R and Li M 2021 Complementary photo-synapses based on light-stimulated porphyrin-coated silicon nanowires field-effect transistors (LPSNFET) Small 17 2101434
|
[21] |
Sun C, Liu X, Jiang Q, Ye X, Zhu X and Li R W 2023 Emerging electrolyte-gated transistors for neuromorphic perception Sci. Technol. Adv. Mater. 24 2162325
|
[22] |
Liang K et al 2022 Fully printed optoelectronic synaptic transistors based on quantum dot-metal oxide semiconductor heterojunctions ACS Nano 16 8651–61
|
[23] |
Meng Y et al 2020 Artificial visual systems enabled by quasi-two-dimensional electron gases in oxide superlattice nanowires Sci. Adv. 6 eabc6389
|
[24] |
Xie P et al 2022 Ferroelectric P(VDF-TrFE) wrapped InGaAs nanowires for ultralow-power artificial synapses Nano Energy 91 106654
|
[25] |
Zhai Y, Xie P, Hu J, Chen X, Feng Z, Lv Z, Ding G, Zhou K, Zhou Y and Han S T 2023 Reconfigurable 2D-ferroelectric platform for neuromorphic computing Appl. Phys. Rev. 10 011408
|
[26] |
Liu K, Zhang T, Dang B, Bao L, Xu L, Cheng C, Yang Z, Huang R and Yang Y 2022 An optoelectronic synapse based on α-In2Se3 with controllable temporal dynamics for multimode and multiscale reservoir computing Nat. Electron. 5 761–73
|
[27] |
Luo T, Liang B, Liu Z, Xie X, Lou Z and Shen G 2015 Single-GaSb-nanowire-based room temperature photodetectors with broad spectral response Sci. Bull. 60 101–8
|
[28] |
Michel J, Liu J and Kimerling L C 2010 High-performance Ge-on-Si photodetectors Nat. Photon. 4 527–34
|
[29] |
Zheng D, Fang H, Long M, Wu F, Wang P, Gong F, Wu X, Ho J C, Liao L and Hu W 2018 High-performance near-infrared photodetectors based on p-type SnX (X = S, Se) nanowires grown via chemical vapor deposition ACS Nano 12 7239–45
|
[30] |
Liu J et al 2021 Mixed-dimensional CsPbBr3@ZnO heterostructures for high-performance p-n diodes and photodetectors Nano Today 36 101055
|
[31] |
Zekentes K, Choi J, Stambouli V, Bano E, Karker O and Rogdakis K 2022 Progress in SiC nanowire field-effect-transistors for integrated circuits and sensing applications Microelectron. Eng. 255 111704
|
[32] |
Lin L, Huo J, Peng P, Zou G, Liu L, Duley W W and Zhou Y N 2020 Contact engineering of single core/shell SiC/SiO2 nanowire memory unit with high current tolerance using focused femtosecond laser irradiation Nanoscale 12 5618–26
|
[33] |
Liu D et al 2022 Schottky-contacted high-performance GaSb nanowires photodetectors enabled by lead-Free all-inorganic perovskites decoration Small 18 2200415
|
[34] |
Mukherjee A, Ren D, Vullum P E, Huh J, Fimland B O and Weman H 2021 GaAs/AlGaAs nanowire array solar cell grown on Si with ultrahigh power-per-weight ratio ACS Photonics 8 2355–66
|
[35] |
Gou G, Sun J, Qian C, He Y, Kong L, Fu Y, Dai G, Yang J and Gao Y 2016 Artificial synapses based on biopolymer electrolyte-coupled SnO2 nanowire transistors J. Mater. Chem. C 4 11110–7
|
[36] |
Ting Y H, Chen J Y, Huang C W, Huang T K, Hsieh C Y and Wu W W 2018 Observation of resistive switching behavior in crossbar core-shell Ni/NiO nanowires memristor Small 14 1703153
|
[37] |
Wu X, Cui N, Zhang Q, Xiong X, Zhu T and Xu Q 2022 ZnO single-nanowire schottky barrier resistive switching memory assembly with dielectrophoresis J. Electron. Mater. 51 7190–7
|
[38] |
Chen J G, Cao G M, Liu Q, Meng P, Liu Z and Liu F C 2022 Two-dimensional Nb3Cl8 memristor based on desorption and adsorption of O2 molecules Rare Met. 41 325–32
|
[39] |
Xiong W, Zhu L Q, Ye C, Ren Z Y, Yu F, Xiao H, Xu Z, Zhou Y, Zhou H and Lu H L 2020 Flexible poly(vinyl alcohol)-Graphene oxide hybrid nanocomposite based cognitive memristor with pavlovian-conditioned reflex activities Adv. Electron. Mater. 6 1901402
|
[40] |
Xu Y, Gao S, Li Z, Yang R and Miao X 2022 Adaptive Hodgkin-Huxley neuron for retina-inspired perception Adv. Intell. Syst. 4 2200210
|
[41] |
Li Q, Diaz Alvarez A, Iguchi R, Hochstetter J, Loeffler A, Zhu R, Shingaya Y, Kuncic Z, Uchida K and Nakayama T 2020 Dynamic electrical pathway tuning in neuromorphic nanowire networks Adv. Funct. Mater. 30 2003679
|
[42] |
Hosseini M, Frick N, Guilbaud D, Gao M and LaBean T H 2022 Resistive switching of two-dimensional Ag2S nanowire networks for neuromorphic applications J. Vac. Sci. Technol. B 40 043201
|
[43] |
Qin L, Cheng S, Xie B, Wei X and Jie W 2022 Co-existence of bipolar nonvolatile and volatile resistive switching based on WO3 nanowire for applications in neuromorphic computing and selective memory Appl. Phys. Lett. 121 093502
|
[44] |
Shan X, Wang Z, Lin Y, Zeng T, Zhao X, Xu H and Liu Y 2020 Silent synapse activation by plasma-induced oxygen vacancies in TiO2 nanowire-based memristor Adv. Electron. Mater. 6 2000536
|
[45] |
Wan J, Qiu W, Lai Y, Lin P, Zheng Q, Yu J, Cheng S and Zhang H 2020 Efficient implementation of synaptic learning rules for neuromorphic computing based on plasma-treated ZnO nanowire memristors J. Phys. D: Appl. Phys. 53 055303
|
[46] |
Yeon H et al 2020 Alloying conducting channels for reliable neuromorphic computing Nat. Nanotechnol. 15 574–9
|
[47] |
Wang Y, Wang W, Zhang C, Kan H, Yue W, Pang J, Gao S and Li Y 2022 A digital-analog integrated memristor based on a ZnO NPs/CuO NWs heterostructure for neuromorphic computing ACS Appl. Electron. Mater. 4 3525–34
|
[48] |
He H K, Yang R, Huang H M, Yang F F, Wu Y Z, Shaibo J and Guo X 2020 Multi-gate memristive synapses realized with the lateral heterostructure of 2D WSe2 and WO3 Nanoscale 12 380–7
|
[49] |
Huynh Van N, Lee J H, Whang D and Kang D J 2015 Ultralow-power non-volatile memory cells based on P(VDF-TrFE) ferroelectric-gate CMOS silicon nanowire channel field-effect transistors Nanoscale 7 11660–6
|
[50] |
Lee M, Park W, Son H, Seo J, Kwon O, Oh S, Hahm M G, Kim U J and Cho B 2021 Brain-inspired ferroelectric Si nanowire synaptic device APL Mater. 9 031103
|
[51] |
Li X et al 2020 Multi-terminal ionic-gated low-power silicon nanowire synaptic transistors with dendritic functions for neuromorphic systems Nanoscale 12 16348–58
|
[52] |
Qin S, Wang F, Liu Y, Wan Q, Wang X, Xu Y, Shi Y, Wang X and Zhang R 2017 A light-stimulated synaptic device based on graphene hybrid phototransistor 2D Mater. 4 035022
|
[53] |
Dai S, Zhao Y, Wang Y, Zhang J, Fang L, Jin S, Shao Y and Huang J 2019 Recent advances in transistor-based artificial synapses Adv. Funct. Mater. 29 1903700
|
[54] |
Shen Y et al 2017 Deep learning with coherent nanophotonic circuits Nat. Photon. 11 441–6
|
[55] |
Xie D, Wei L, Xie M, Jiang L, Yang J, He J and Jiang J 2021 Photoelectric visual adaptation based on 0D-CsPbBr3-Quantum-Dots/2D-MoS2 mixed-dimensional heterojunction transistor Adv. Funct. Mater. 31 2010655
|
[56] |
Ren Z Y, Kong Y H, Ai L, Xiao H, Wang W S, Shi Z W and Zhu L Q 2022 Proton gated oxide neuromorphic transistors with bionic vision enhancement and information decoding J. Mater. Chem. C 10 7241–50
|
[57] |
Hu G, An H, Xi J, Lu J, Hua Q and Peng Z 2021 A ZnO micro/nanowire-based photonic synapse with piezo-phototronic modulation Nano Energy 89 106282
|
[58] |
Shen C, Gao X, Chen C, Ren S, Xu J L, Xia Y D and Wang S D 2021 ZnO nanowire optoelectronic synapse for neuromorphic computing Nanotechnology 33 065205
|
[59] |
Chen Y, Qiu W, Wang X, Liu W, Wang J, Dai G, Yuan Y, Gao Y and Sun J 2019 Solar-blind SnO2 nanowire photo-synapses for associative learning and coincidence detection Nano Energy 62 393–400
|
[60] |
Li B, Wei W, Yan X, Zhang X, Liu P, Luo Y, Zheng J, Lu Q, Lin Q and Ren X 2018 Mimicking synaptic functionality with an InAs nanowire phototransistor Nanotechnology 29 464004
|
[61] |
Zha C, Yan X, Yuan X, Zhang Y and Zhang X 2021 An artificial optoelectronic synapse based on an InAs nanowire phototransistor with negative photoresponse Opt. Quantum Electron. 53 587
|
[62] |
Zhu X et al 2020 Enhancing performance of a GaAs/AlGaAs/GaAs nanowire photodetector based on the two-dimensional electron-hole tube structure Nano Lett. 20 2654–9
|
[63] |
Lao J et al 2022 Ultralow-power machine vision with self-powered sensor reservoir Adv. Sci. 9 2106092
|
[64] |
Wang Y et al 2021 Reconfigurable photovoltaic effect for optoelectronic artificial synapse based on ferroelectric p-n junction Nano Res. 14 4328–35
|
[65] |
Yu S 2018 Neuro-inspired computing with emerging nonvolatile memorys Proc. IEEE 106 260–85
|
[66] |
Chen P, Peng X and Yu S 2018 NeuroSim: a circuit-level Macro model for benchmarking neuro-inspired architectures in online learning IEEE Trans. Comput.-Aided Des. Integr. Circuits Syst. 37 3067–80
|
[67] |
Wu H, Cui Y, Xu J, Yan Z, Xie Z, Hu Y and Zhu S 2022 Multifunctional half-floating-gate field-effect transistor based on MoS2-BN-Graphene van der Waals heterostructures Nano Lett. 22 2328–33
|
[68] |
Zhang B W, Fang D, Fang X, Zhao H B, Wang D K, Li J H, Wang X H and Wang D B 2022 InAs/InAsSb type-II superlattice with near room-temperature long-wave emission through interface engineering Rare Met. 41 982–91
|
[69] |
Liu M et al 2023 Interfacial characteristics and optical properties of InAs/InAsSb Type II superlattices for the mid-infrared operation Phys. Status Solidi 17 2200412
|
[70] |
Zhang Q, Jin T, Ye X, Geng D, Chen W and Hu W 2021 Organic field effect transistor-based photonic synapses: materials, devices, and applications Adv. Funct. Mater. 31 2106151
|
[71] |
Xie D, Wei L, Wei Z, He J and Jiang J 2022 Water-induced dual ultrahigh mobilities over 400 cm2 V −1 s −1 in 2D MoS2 transistors for ultralow-voltage operation and photoelectric synapse perception J. Mater. Chem. C 10 5249–56
|
[72] |
Wang W S, Ren Z Y, Shi Z W, Xiao H, Zeng Y H and Zhu L Q 2022 Flexible nanocellulose gated pseudo-diode for neuromorphic electronic applications IEEE Electron Device Lett. 43 737–40
|
[73] |
Liu X, Sun C, Guo Z, Zhang Y, Zhang Z, Shang J, Zhong Z, Zhu X, Yu X and Li R-W 2022 A flexible dual-gate hetero-synaptic transistor for spatiotemporal information processing Nanoscale Adv. 4 2412–9
|
[74] |
Xie Z, Zhu X, Wang W, Guo Z, Zhang Y, Liu H, Sun C, Tang M, Gao S and Li R W 2022 Temporal pattern coding in ionic memristor-based spiking neurons for adaptive tactile perception Adv. Electron. Mater. 8 2200334
|
[75] |
Ansari M H, Kannan U M and Cho S 2021 Core-shell dual-gate nanowire charge-trap memory for synaptic operations for neuromorphic applications Nanomaterials 11 1773
|
[76] |
Zhang Z, Zhao X, Zhang X, Hou X, Ma X, Tang S, Zhang Y, Xu G, Liu Q and Long S 2022 In-sensor reservoir computing system for latent fingerprint recognition with deep ultraviolet photo-synapses and memristor array Nat. Commun. 13 6590
|
[77] |
Milano G, Pedretti G, Montano K, Ricci S, Hashemkhani S, Boarino L, Ielmini D and Ricciardi C 2022 In materia reservoir computing with a fully memristive architecture based on self-organizing nanowire networks Nat. Mater. 21 195–202
|
[78] |
Bao H et al 2022 Toward memristive in-memory computing: principles and applications Front. Optoelectron. 15 23
|
[79] |
Poddar S et al 2022 Image processing with a multi-level ultra-fast three dimensionally integrated perovskite nanowire array Nanoscale Horiz. 7 759–69
|
[80] |
Wang P, Li G, Liu J, Hou Z, Meng C, Guo S, Liu C and Fan S 2021 Tailorable capacitive tactile sensor based on stretchable and dissolvable porous silver nanowire/polyvinyl alcohol nanocomposite hydrogel for wearable human motion detection Adv. Mater. Interfaces 8 2100998
|
[81] |
Takiguchi M, Sasaki S, Tateno K, Chen E, Nozaki K, Sergent S, Kuramochi E, Zhang G, Shinya A and Notomi M 2020 Hybrid nanowire photodetector integrated in a silicon photonic crystal ACS Photonics 7 3467–73
|
[82] |
Tersoff J 2015 Stable self-catalyzed growth of III-V nanowires Nano Lett. 15 6609–13
|