P3OT-Based Organic Polymer Memristors for Artificial Synaptic Behavior and Neuromorphic Computing Applications

被引:0
作者
Zhang, Hongguang [1 ]
Li, Linkai [1 ]
Guo, Aiqian [1 ]
Li, Jianda [2 ,3 ]
Li, Yong-Tao [1 ]
Li, Wen [4 ]
Yi, Mingdong [4 ]
Xie, Liang [5 ]
机构
[1] Nanjing Univ Posts & Telecommun, Sch Sci, Nanjing 210023, Peoples R China
[2] Nanjing Univ Posts & Telecommun, Coll Elect & Opt Engn, Nanjing 210023, Peoples R China
[3] Nanjing Univ Posts & Telecommun, Coll Microelect, Nanjing 210023, Peoples R China
[4] Nanjing Univ Posts & Telecommun, Inst Adv Mat IAM, State Key Lab Organ Elect & Informat Displays, Jiangsu Key Lab Biosensors, Nanjing 210023, Peoples R China
[5] North China Univ Technol, Dept Phys, Beijing 100144, Peoples R China
基金
中国国家自然科学基金;
关键词
memristor; P3OT; solution processing; artificial synapse; artificial neural network; P3OT;
D O I
10.1021/acsaelm.4c02278
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Organic synaptic memristors have recently attracted considerable interest due to the ease of fabrication enabled by solution processing and their potential roles in neuromorphic electronics. In this research, an organic polymer memristor based on poly(3-octylthiophene-2,5-diyl) (P3OT) was designed, and a systematic characterization of its electrical properties was experimentally demonstrated. The device successfully emulated multiple synaptic behaviors, including paired-pulse facilitation (PPF), paired-pulse depression (PPD), post-tetanic potentiation (PTP), spike-timing-dependent plasticity (STDP), and short-term plasticity (STP) to long-term plasticity (LTP) transition, as well as experience learning. Detailed analysis of the I-V characteristics indicated that resistance switching resulted from a combination of tunneling, space charge-limited conduction (SCLC), and Schottky emission mechanisms. The electrical performance of the device remained stable even after being stored in an air environment for more than 90 days. Furthermore, an artificial neural network (ANN) implemented using this device achieved a recognition accuracy of 91% on the MNIST data set. This study offers valuable theoretical insights and experimental references for advancing the use of organic polymer memristors in simulating synaptic functions and implementing artificial neural networks.
引用
收藏
页码:2001 / 2011
页数:11
相关论文
共 56 条
[11]   Negative mobility dependence in polythiophenes P3OT and P3HT evidenced by the charge extraction by linearly increasing voltage method [J].
Kazukauskas, V. ;
Pranaitis, M. ;
Cyras, V. ;
Sicot, L. ;
Kajzar, F. .
EUROPEAN PHYSICAL JOURNAL-APPLIED PHYSICS, 2007, 37 (03) :247-251
[12]   Neurotransmitter-Induced Excitatory and Inhibitory Functions in Artificial Synapses [J].
Kim, Dongshin ;
Lee, Jang-Sik .
ADVANCED FUNCTIONAL MATERIALS, 2022, 32 (21)
[13]   Space-charge-limited currents in La2O3 thin films deposited by E-beam evaporation after low temperature dry-nitrogen annealing [J].
Kim, YS ;
Ohmi, SI ;
Tsutsui, K ;
Iwa, H .
JAPANESE JOURNAL OF APPLIED PHYSICS PART 1-REGULAR PAPERS BRIEF COMMUNICATIONS & REVIEW PAPERS, 2005, 44 (6A) :4032-4042
[14]   Thermally stable resistive switching of a polyvinyl alcohol- based atomic switch [J].
Krishnan, Karthik ;
Aono, Masakazu ;
Tsuruoka, Tohru .
JOURNAL OF MATERIALS CHEMISTRY C, 2018, 6 (24) :6460-6464
[15]   Synaptic electronics: materials, devices and applications [J].
Kuzum, Duygu ;
Yu, Shimeng ;
Wong, H-S Philip .
NANOTECHNOLOGY, 2013, 24 (38)
[16]   Generating Grid Multi-Scroll Attractors in Memristive Neural Networks [J].
Lai, Qiang ;
Wan, Zhiqiang ;
Kuate, Paul Didier Kamdem .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2023, 70 (03) :1324-1336
[17]   ELECTRON-EMISSION - FROM THE FOWLER-NORDHEIM RELATION TO THE CHILD-LANGMUIR LAW [J].
LAU, YY ;
LIU, YF ;
PARKER, RK .
PHYSICS OF PLASMAS, 1994, 1 (06) :2082-2085
[18]   DIRECT EVIDENCE OF PHOTOINDUCED ELECTRON-TRANSFER IN CONDUCTING-POLYMER-C60 COMPOSITES BY INFRARED PHOTOEXCITATION SPECTROSCOPY [J].
LEE, KH ;
JANSSEN, RAJ ;
SARICIFTCI, NS ;
HEEGER, AJ .
PHYSICAL REVIEW B, 1994, 49 (08) :5781-5784
[19]   Mediating Short-Term Plasticity in an Artificial Memristive Synapse by the Orientation of Silica Mesopores [J].
Li, Bin ;
Liu, Yaqing ;
Wan, Changjin ;
Liu, Zhiyuan ;
Wang, Ming ;
Qi, Dianpeng ;
Yu, Jiancan ;
Cai, Pingqiang ;
Xiao, Meng ;
Zeng, Yi ;
Chen, Xiaodong .
ADVANCED MATERIALS, 2018, 30 (16)
[20]   Polymeric Memristor Based Artificial Synapses with Ultra-Wide Operating Temperature [J].
Li, Jiayu ;
Qian, Yangzhou ;
Li, Wen ;
Yu, Songcheng ;
Ke, Yunxin ;
Qian, Haowen ;
Lin, Yen-Hung ;
Hou, Cheng-Hung ;
Shyue, Jing-Jong ;
Zhou, Jia ;
Chen, Ye ;
Xu, Jiangping ;
Zhu, Jintao ;
Yi, Mingdong ;
Huang, Wei .
ADVANCED MATERIALS, 2023, 35 (23)