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Abstract
Ratio-based encoding has recently been proposed for single-level resistive memory cells, in which the resistance ratio of a pair of resistance-switching devices, rather than the resistance of a single device (i.e. resistance-based encoding), is used for encoding single-bit information, which significantly reduces the bit error probability. Generalizing this concept for multi-level cells, we propose a ratio-based information encoding mechanism and demonstrate its advantages over the resistance-based encoding for designing multi-level memory systems. We derive a closed-form expression for the bit error probability of ratio-based and resistance-based encodings as a function of the number of levels of the memory cell, the variance of the distribution of the resistive states, and the ON/OFF ratio of the resistive device, from which we prove that for a multi-level memory system using resistance-based encoding with bit error probability x, its corresponding bit error probability using ratio-based encoding will be reduced to \documentclass[12pt]{minimal}
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\begin{document}$$x^{\sqrt{2}}$$\end{document}x2 at the worst case. We experimentally validated these findings on multiple resistance-switching devices and show that, compared to the resistance-based encoding on the same resistive devices, our approach achieves up to 3 orders of magnitude lower bit error probability, or alternatively it could reduce the cell’s programming time and programming energy by up 5–10\documentclass[12pt]{minimal}
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\begin{document}$$\times$$\end{document}×, while achieving the same bit error probability.
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Yan X, Qin C, Lu C, Zhao J, Zhao R, Ren D, Zhou Z, Wang H, Wang J, Zhang L, Li X, Pei Y, Wang G, Zhao Q, Wang K, Xiao Z, Li H. Robust Ag/ZrO 2/WS 2/Pt Memristor for Neuromorphic Computing. ACS APPLIED MATERIALS & INTERFACES 2019; 11:48029-48038. [PMID: 31789034 DOI: 10.1021/acsami.9b17160] [Citation(s) in RCA: 40] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
The development of the information age has made resistive random access memory (RRAM) a critical nanoscale memristor device (MD). However, due to the randomness of the area formed by the conductive filaments (CFs), the RRAM MD still suffers from a problem of insufficient reliability. In this study, the memristor of Ag/ZrO2/WS2/Pt structure is proposed for the first time, and a layer of two-dimensional (2D) WS2 nanosheets was inserted into the MD to form 2D material and oxide double-layer MD (2DOMD) to improve the reliability of single-layer devices. The results indicate that the electrochemical metallization memory cell exhibits a highly stable memristive switching and concentrated ON- and OFF-state voltage distribution, high speed (∼10 ns), and robust endurance (>109 cycles). This result is superior to MDs with a single-layer ZrO2 or WS2 film because two layers have different ion transport rates, thereby limiting the rupture/rejuvenation of CFs to the bilayer interface region, which can greatly reduce the randomness of CFs in MDs. Moreover, we used the handwritten recognition dataset (i.e., the Modified National Institute of Standards and Technology (MNIST) database) for neuromorphic simulations. Furthermore, biosynaptic functions and plasticity, including spike-timing-dependent plasticity and paired-pulse facilitation, have been successfully achieved. By incorporating 2D materials and oxides into a double-layer MD, the practical application of RRAM MD can be significantly enhanced to facilitate the development of artificial synapses for brain-enhanced computing systems in the future.
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Affiliation(s)
- Xiaobing Yan
- National-Local Joint Engineering Laboratory of New Energy Photovoltaic Devices, Machine Vision Engineering Technology Center of Hebei Province, Key Laboratory of Digital Medical Engineering of Hebei Province, College of Electron and Information Engineering , Hebei University , Baoding 071002 , P. R. China
- Department of Materials Science and Engineering , National University of Singapore , Singapore 117576 , Singapore
| | - Cuiya Qin
- National-Local Joint Engineering Laboratory of New Energy Photovoltaic Devices, Machine Vision Engineering Technology Center of Hebei Province, Key Laboratory of Digital Medical Engineering of Hebei Province, College of Electron and Information Engineering , Hebei University , Baoding 071002 , P. R. China
| | - Chao Lu
- Department of Electrical and Computer Engineering , Southern Illinois University Carbondale , Carbondale , Illinois 62901 , United States
| | - Jianhui Zhao
- National-Local Joint Engineering Laboratory of New Energy Photovoltaic Devices, Machine Vision Engineering Technology Center of Hebei Province, Key Laboratory of Digital Medical Engineering of Hebei Province, College of Electron and Information Engineering , Hebei University , Baoding 071002 , P. R. China
| | - Rujie Zhao
- Department of Electrical and Computer Engineering , Southern Illinois University Carbondale , Carbondale , Illinois 62901 , United States
| | - Deliang Ren
- National-Local Joint Engineering Laboratory of New Energy Photovoltaic Devices, Machine Vision Engineering Technology Center of Hebei Province, Key Laboratory of Digital Medical Engineering of Hebei Province, College of Electron and Information Engineering , Hebei University , Baoding 071002 , P. R. China
| | - Zhenyu Zhou
- National-Local Joint Engineering Laboratory of New Energy Photovoltaic Devices, Machine Vision Engineering Technology Center of Hebei Province, Key Laboratory of Digital Medical Engineering of Hebei Province, College of Electron and Information Engineering , Hebei University , Baoding 071002 , P. R. China
| | - Hong Wang
- National-Local Joint Engineering Laboratory of New Energy Photovoltaic Devices, Machine Vision Engineering Technology Center of Hebei Province, Key Laboratory of Digital Medical Engineering of Hebei Province, College of Electron and Information Engineering , Hebei University , Baoding 071002 , P. R. China
| | - Jingjuan Wang
- National-Local Joint Engineering Laboratory of New Energy Photovoltaic Devices, Machine Vision Engineering Technology Center of Hebei Province, Key Laboratory of Digital Medical Engineering of Hebei Province, College of Electron and Information Engineering , Hebei University , Baoding 071002 , P. R. China
| | - Lei Zhang
- National-Local Joint Engineering Laboratory of New Energy Photovoltaic Devices, Machine Vision Engineering Technology Center of Hebei Province, Key Laboratory of Digital Medical Engineering of Hebei Province, College of Electron and Information Engineering , Hebei University , Baoding 071002 , P. R. China
| | - Xiaoyan Li
- National-Local Joint Engineering Laboratory of New Energy Photovoltaic Devices, Machine Vision Engineering Technology Center of Hebei Province, Key Laboratory of Digital Medical Engineering of Hebei Province, College of Electron and Information Engineering , Hebei University , Baoding 071002 , P. R. China
| | - Yifei Pei
- National-Local Joint Engineering Laboratory of New Energy Photovoltaic Devices, Machine Vision Engineering Technology Center of Hebei Province, Key Laboratory of Digital Medical Engineering of Hebei Province, College of Electron and Information Engineering , Hebei University , Baoding 071002 , P. R. China
| | - Gong Wang
- National-Local Joint Engineering Laboratory of New Energy Photovoltaic Devices, Machine Vision Engineering Technology Center of Hebei Province, Key Laboratory of Digital Medical Engineering of Hebei Province, College of Electron and Information Engineering , Hebei University , Baoding 071002 , P. R. China
| | - Qianlong Zhao
- National-Local Joint Engineering Laboratory of New Energy Photovoltaic Devices, Machine Vision Engineering Technology Center of Hebei Province, Key Laboratory of Digital Medical Engineering of Hebei Province, College of Electron and Information Engineering , Hebei University , Baoding 071002 , P. R. China
| | - Kaiyang Wang
- National-Local Joint Engineering Laboratory of New Energy Photovoltaic Devices, Machine Vision Engineering Technology Center of Hebei Province, Key Laboratory of Digital Medical Engineering of Hebei Province, College of Electron and Information Engineering , Hebei University , Baoding 071002 , P. R. China
| | - Zuoao Xiao
- National-Local Joint Engineering Laboratory of New Energy Photovoltaic Devices, Machine Vision Engineering Technology Center of Hebei Province, Key Laboratory of Digital Medical Engineering of Hebei Province, College of Electron and Information Engineering , Hebei University , Baoding 071002 , P. R. China
| | - Hui Li
- National-Local Joint Engineering Laboratory of New Energy Photovoltaic Devices, Machine Vision Engineering Technology Center of Hebei Province, Key Laboratory of Digital Medical Engineering of Hebei Province, College of Electron and Information Engineering , Hebei University , Baoding 071002 , P. R. China
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Vishwanath SK, Woo H, Jeon S. Effect of dysprosium and lutetium metal buffer layers on the resistive switching characteristics of Cu-Sn alloy-based conductive-bridge random access memory. NANOTECHNOLOGY 2018; 29:385207. [PMID: 29911987 DOI: 10.1088/1361-6528/aacd35] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
The conductive-bridge random access memory (CBRAM) has become one of the most suitable candidates for non-volatile memory in next-generation information and communication technology. The resistive switching (RS) mechanism of CBRAM depends on the formation/annihilation of the conductive filament (CF) between the active metal electrode and the inert electrode. However, excessive ion injection from the active electrode into the solid electrolyte reduces the uniformity and reliability of the RS devices. To solve this problem, we investigated the RS characteristics of a CuSn alloy active electrode with different compositions of Cux-Sn1-x (0.13 < X < 0.55). The RS characteristics were further improved by inserting a dysprosium (Dy) or lutetium (Lu) buffer layer at the interface of Cux-Sn1-x/Al2O3. Electrical analysis of the optimal Cu0.4-Sn0.73/Lu-based CBRAM exhibited stable RS behavior with low operation voltage (SET: 0.7 V and RESET: -0.3 V), a high on state/off state resistive ratio (106), AC cyclic endurance (>104), and stable retention (85 °C/10 years). To achieve these performance parameters, CFs were locally formed inside the electrolyte using a modified CuSn active electrode, and the amount of Cu-ion injection was reduced by inserting the Dy or Lu buffer layer between the CuSn active electrode and the electrolyte. In particular, conductive-atomic force microscopy results at the Dy or Lu/Al2O3 interface directly showed and defined the diameter of the CF.
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Affiliation(s)
- Sujaya Kumar Vishwanath
- Korea Advanced Institute of Science and Technology (KAIST), School of Electrical Engineering, Daejeon, 34141, Republic of Korea
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Li Y, Long S, Liu Q, Lv H, Liu M. Resistive Switching Performance Improvement via Modulating Nanoscale Conductive Filament, Involving the Application of Two-Dimensional Layered Materials. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2017; 13:1604306. [PMID: 28417548 DOI: 10.1002/smll.201604306] [Citation(s) in RCA: 55] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/30/2016] [Revised: 01/29/2017] [Indexed: 06/07/2023]
Abstract
Reversible chemical and structural changes induced by ionic motion and reaction in response to electrical stimuli leads to resistive switching effects in metal-insulator-metal structures. Filamentary switching based on the formation and rupture of nanoscale conductive filament has been applied in non-volatile memory and volatile selector devices with low power consumption and fast switching speeds. Before the mass production of resistive switching devices, great efforts are still required to enable stable and reliable switching performances. The conductive filament, a bridge of microscopic metal-insulator-metal structure and macroscopic resistance states, plays an irreplaceable part in resistive switching behavior, as unreliable performance often originates from unstable filament behavior. In this Review, departing from the filamentary switching mechanism and the existing issues, recent advances of the switching performance improvement through the conductive filament modulation are discussed, in the sequence of material modulation, device structure design and switching operation scheme optimization. In particular, two-dimensional (2D) nanomaterials with excellent properties including and beyond graphene, are discussed with emphasis on performance improvement by their active roles as the switching layer, insertion layer, thin electrode, patterned electrode, and edge electrode, etc.
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Affiliation(s)
- Yu Li
- Key Laboratory of Microelectronics Devices & Integrated Technology, Institute of Microelectronics of Chinese Academy of Sciences, Beijing, 100029, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
- Jiangsu National Synergetic Innovation Center for Advanced Materials (SICAM), Nanjing, 210023, China
| | - Shibing Long
- Key Laboratory of Microelectronics Devices & Integrated Technology, Institute of Microelectronics of Chinese Academy of Sciences, Beijing, 100029, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
- Jiangsu National Synergetic Innovation Center for Advanced Materials (SICAM), Nanjing, 210023, China
| | - Qi Liu
- Key Laboratory of Microelectronics Devices & Integrated Technology, Institute of Microelectronics of Chinese Academy of Sciences, Beijing, 100029, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
- Jiangsu National Synergetic Innovation Center for Advanced Materials (SICAM), Nanjing, 210023, China
| | - Hangbing Lv
- Key Laboratory of Microelectronics Devices & Integrated Technology, Institute of Microelectronics of Chinese Academy of Sciences, Beijing, 100029, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
- Jiangsu National Synergetic Innovation Center for Advanced Materials (SICAM), Nanjing, 210023, China
| | - Ming Liu
- Key Laboratory of Microelectronics Devices & Integrated Technology, Institute of Microelectronics of Chinese Academy of Sciences, Beijing, 100029, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
- Jiangsu National Synergetic Innovation Center for Advanced Materials (SICAM), Nanjing, 210023, China
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Dongale TD, Khot KV, Mohite SV, Desai ND, Shinde SS, Patil VL, Vanalkar SA, Moholkar AV, Rajpure KY, Bhosale PN, Patil PS, Gaikwad PK, Kamat RK. Effect of write voltage and frequency on the reliability aspects of memristor-based RRAM. INTERNATIONAL NANO LETTERS 2017. [DOI: 10.1007/s40089-017-0217-z] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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Shang J, Xue W, Ji Z, Liu G, Niu X, Yi X, Pan L, Zhan Q, Xu XH, Li RW. Highly flexible resistive switching memory based on amorphous-nanocrystalline hafnium oxide films. NANOSCALE 2017; 9:7037-7046. [PMID: 28252131 DOI: 10.1039/c6nr08687j] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
Flexible and transparent resistive switching memories are highly desired for the construction of portable and even wearable electronics. Upon optimization of the microstructure wherein an amorphous-nanocrystalline hafnium oxide thin film is fabricated, an all-oxide based transparent RRAM device with stable resistive switching behavior that can withstand a mechanical tensile stress of up to 2.12% is obtained. It is demonstrated that the superior electrical, thermal and mechanical performance of the ITO/HfOx/ITO device can be ascribed to the formation of pseudo-straight metallic hafnium conductive filaments in the switching layer, and is only limited by the choice of electrode materials. When the ITO bottom electrode is replaced with platinum metal, the mechanical failure threshold of the device can be further extended.
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Affiliation(s)
- Jie Shang
- Key Laboratory of Magnetic Molecules and Magnetic Information Materials of Ministry of Education, School of Chemistry and Materials Science, Shanxi Normal University, Linfen, Shanxi 041004, China.
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Zhang M, Long S, Li Y, Liu Q, Lv H, Miranda E, Suñé J, Liu M. Analysis on the Filament Structure Evolution in Reset Transition of Cu/HfO2/Pt RRAM Device. NANOSCALE RESEARCH LETTERS 2016; 11:269. [PMID: 27389343 PMCID: PMC4936978 DOI: 10.1186/s11671-016-1484-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/31/2016] [Accepted: 05/13/2016] [Indexed: 06/06/2023]
Abstract
The resistive switching (RS) process of resistive random access memory (RRAM) is dynamically correlated with the evolution process of conductive path or conductive filament (CF) during its breakdown (rupture) and recovery (reformation). In this study, a statistical evaluation method is developed to analyze the filament structure evolution process in the reset operation of Cu/HfO2/Pt RRAM device. This method is based on a specific functional relationship between the Weibull slopes of reset parameters' distributions and the CF resistance (R on). The CF of the Cu/HfO2/Pt device is demonstrated to be ruptured abruptly, and the CF structure of the device has completely degraded in the reset point. Since no intermediate states are generated in the abrupt reset process, it is quite favorable for the reliable and stable one-bit operation in RRAM device. Finally, on the basis of the cell-based analytical thermal dissolution model, a Monte Carlo (MC) simulation is implemented to further verify the experimental results. This work provides inspiration for RRAM reliability and performance design to put RRAM into practical application.
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Affiliation(s)
- Meiyun Zhang
- Key Laboratory of Microelectronics Devices and Integrated Technology, Institute of Microelectronics of Chinese Academy of Sciences, Beijing, 100029, China
- Jiangsu National Synergetic Innovation Center for Advanced Materials (SICAM), Nanjing, 210023, China
| | - Shibing Long
- Key Laboratory of Microelectronics Devices and Integrated Technology, Institute of Microelectronics of Chinese Academy of Sciences, Beijing, 100029, China.
- Jiangsu National Synergetic Innovation Center for Advanced Materials (SICAM), Nanjing, 210023, China.
| | - Yang Li
- Key Laboratory of Microelectronics Devices and Integrated Technology, Institute of Microelectronics of Chinese Academy of Sciences, Beijing, 100029, China
- Jiangsu National Synergetic Innovation Center for Advanced Materials (SICAM), Nanjing, 210023, China
| | - Qi Liu
- Key Laboratory of Microelectronics Devices and Integrated Technology, Institute of Microelectronics of Chinese Academy of Sciences, Beijing, 100029, China
- Jiangsu National Synergetic Innovation Center for Advanced Materials (SICAM), Nanjing, 210023, China
| | - Hangbing Lv
- Key Laboratory of Microelectronics Devices and Integrated Technology, Institute of Microelectronics of Chinese Academy of Sciences, Beijing, 100029, China
- Jiangsu National Synergetic Innovation Center for Advanced Materials (SICAM), Nanjing, 210023, China
| | - Enrique Miranda
- Departament d'Enginyeria Electrònica, Universitat Autònoma de Barcelona, Bellaterra, 08193, Spain
| | - Jordi Suñé
- Departament d'Enginyeria Electrònica, Universitat Autònoma de Barcelona, Bellaterra, 08193, Spain
| | - Ming Liu
- Key Laboratory of Microelectronics Devices and Integrated Technology, Institute of Microelectronics of Chinese Academy of Sciences, Beijing, 100029, China
- Jiangsu National Synergetic Innovation Center for Advanced Materials (SICAM), Nanjing, 210023, China
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Huang X, Wu H, Sekar DC, Dai L, Kellam M, Bronner G, Deng N, Qian H. HfO2/Al2O3 multilayer for RRAM arrays: a technique to improve tail-bit retention. NANOTECHNOLOGY 2016; 27:395201. [PMID: 27537613 DOI: 10.1088/0957-4484/27/39/395201] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
In this work, the HfO2/Al2O3 multilayer structure is applied for RRAM arrays. Compared to HfO2 RRAM, the data retention failure of tail bits is suppressed significantly, especially for the high resistance state (HRS). The retention of tail bits is studied in detail by temperature simulation and crystallization analysis. We attribute the improvement of tail-bit retention to the decreased oxygen ion diffusivity caused by the Al2O3 layer. Furthermore, the HfO2/Al2O3 multilayer structure exhibits higher crystallization temperature, thus leading to fewer grain boundaries around the filament during the operations. With fewer grain boundaries, oxygen ion diffusion is suppressed, leading to fewer tail bits and better retention.
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Affiliation(s)
- Xueyao Huang
- Institute of Microelectronics, Tsinghua University, Beijing 100084, People's Republic of China
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Sun Y, Lu J, Ai C, Wen D. Nonvolatile memory devices based on poly(vinyl alcohol) + graphene oxide hybrid composites. Phys Chem Chem Phys 2016; 18:11341-7. [DOI: 10.1039/c6cp00007j] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
The performance of the ITO/PVA + GO/Al device was effectively enhanced by the introduction of GO into the PVA matrix.
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Affiliation(s)
- Yanmei Sun
- Communication and Electronics Engineering Institute
- Qiqihar University
- Qiqihar
- China
- HLJ Province Key Laboratories of Senior-education for Electronic Engineering
| | - Junguo Lu
- Communication and Electronics Engineering Institute
- Qiqihar University
- Qiqihar
- China
- HLJ Province Key Laboratories of Senior-education for Electronic Engineering
| | - Chunpeng Ai
- HLJ Province Key Laboratories of Senior-education for Electronic Engineering
- Heilongjiang University
- Harbin
- China
| | - Dianzhong Wen
- HLJ Province Key Laboratories of Senior-education for Electronic Engineering
- Heilongjiang University
- Harbin
- China
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Li L, Sun Y, Ai C, Lu J, Wen D, Bai X. Focused Role of an Organic Small-Molecule PBD on Performance of the Bistable Resistive Switching. NANOSCALE RESEARCH LETTERS 2015; 10:442. [PMID: 26573933 PMCID: PMC4646886 DOI: 10.1186/s11671-015-1148-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/18/2015] [Accepted: 11/10/2015] [Indexed: 06/05/2023]
Abstract
An undoped organic small-molecule 2-(4-tert-butylphenyl)-5-(4-biphenylyl)-1,3,4-oxadiazole (PBD) and a kind of nanocomposite blending poly(methyl methacrylate) (PMMA) into PBD are employed to implement bistable resistive switching. For the bistable resistive switching indium tin oxide (ITO)/PBD/Al, its ON/OFF current ratio can touch 6. What is more, the ON/OFF current ratio, approaching to 10(4), is available due to the storage layer PBD:PMMA with the chemical composition 1:1 in the bistable resistive switching ITO/PBD:PMMA/Al. The capacity, data retention of more than 1 year and endurance performance (>10(4) cycles) of ITO/PBD:PMMA(1:1)/Al, exhibits better stability and reliability of the samples, which underpins the technique and application of organic nonvolatile memory.
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Affiliation(s)
- Lei Li
- HLJ Province Key Laboratories of Senior-education for Electronic Engineering, Heilongjiang University, Harbin, 150080, China.
| | - Yanmei Sun
- HLJ Province Key Laboratories of Senior-education for Electronic Engineering, Heilongjiang University, Harbin, 150080, China.
| | - Chunpeng Ai
- HLJ Province Key Laboratories of Senior-education for Electronic Engineering, Heilongjiang University, Harbin, 150080, China.
| | - Junguo Lu
- HLJ Province Key Laboratories of Senior-education for Electronic Engineering, Heilongjiang University, Harbin, 150080, China.
| | - Dianzhong Wen
- HLJ Province Key Laboratories of Senior-education for Electronic Engineering, Heilongjiang University, Harbin, 150080, China.
| | - Xuduo Bai
- School of Chemistry and Materials Science, Heilongjiang University, Harbin, 150080, China.
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