1
|
He S, Yu X, Wang J, Zhong W, Cheng B, Zhao J. Attaining inhibition of sneak current and versatile logic operations in a singular halide perovskite memristive device by introducing appropriate interface barriers. NANOSCALE 2024; 16:1102-1114. [PMID: 38008998 DOI: 10.1039/d3nr04633h] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/28/2023]
Abstract
Emerging resistive switching devices hold the potential to realize densely packed passive nanocrossbar arrays, suitable for deployment as random access memory devices (ReRAMs) in both embedded and high-capacity storage applications. In this study, we have engineered ReRAMs comprising ITO/(UVO-treated) amorphous ZnO (a-ZnO)/MAPbI3/Ag which effectively mitigate cross-talk currents without additional components. Significantly, we successfully executed a comprehensive set of 12 distinct 2-input sequential logic functions in a single halide perovskite ReRAM unit for the first time. Furthermore, these logic functions are devoid of any dependency on external light sources, entail merely 1 or 2 logic steps, and showcase symmetrical operability. A superior resistive switching behavior was achieved by harmonizing the charge transport within the bulk MAPbI3 and the tunneling barriers at the interfaces. The outcomes indicate progress in mitigating cross-talk and executing multiple logic functions within a single halide perovskite ReRAM unit, offering a new perspective for the advancement of halide perovskite ReRAMs.
Collapse
Affiliation(s)
- Song He
- School of Physics Materials, Nanchang University, Jiangxi 330031, P. R. China.
| | - Xingyu Yu
- School of Physics Materials, Nanchang University, Jiangxi 330031, P. R. China.
| | - Juanjuan Wang
- School of Physics Materials, Nanchang University, Jiangxi 330031, P. R. China.
| | - WenKang Zhong
- School of Physics Materials, Nanchang University, Jiangxi 330031, P. R. China.
| | - Baochang Cheng
- School of Physics Materials, Nanchang University, Jiangxi 330031, P. R. China.
- Nanoscale Science and Technology Laboratory, Institute for Advanced Study, Nanchang University, Jiangxi 330031, P. R. China
| | - Jie Zhao
- School of Physics Materials, Nanchang University, Jiangxi 330031, P. R. China.
| |
Collapse
|
2
|
Park J, Choi J, Chung D, Kim S. Transformed Filaments by Oxygen Plasma Treatment and Improved Resistance State. NANOMATERIALS (BASEL, SWITZERLAND) 2022; 12:2716. [PMID: 35957146 PMCID: PMC9370562 DOI: 10.3390/nano12152716] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 07/31/2022] [Accepted: 08/05/2022] [Indexed: 06/15/2023]
Abstract
The simple structure and operation method of resistive random-access memory (RRAM) has attracted attention as next-generation memory. However, as it is greatly influenced by the movement of oxygen atoms during switching, it is essential to minimize the damage and adjust the defects. Here, we fabricated an ITO/SnOX/TaN device and investigated the performance improvement with the treatment of O2 plasma. Firstly, the change in the forming curve was noticeable, and the defect adjustment was carried out effectively. By comparing the I-V curves, it was confirmed that the resistance increased and the current was successfully suppressed, making it suitable for use as a low-power consumption device. Retention of more than 104 s at room temperature was measured, and an endurance of 200 cycles was performed. The filaments' configuration was revealed through the depth profile of X-ray photoelectron spectroscopy (XPS) and modeled to be visually observed. The work with plasma treatment provides a variety of applications to the neuromorphic system that require a low-current level.
Collapse
|
3
|
Sarkar S, Rahman FY, Banik H, Majumdar S, Bhattacharjee D, Hussain SA. Complementary Resistive Switching Behavior in Tetraindolyl Derivative-Based Memory Devices. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2022; 38:9229-9238. [PMID: 35862877 DOI: 10.1021/acs.langmuir.2c01011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Complementary resistive switching (CRS) devices are more advantageous compared to bipolar resistive switching (BRS) devices for memory applications as they can minimize the sneak path problem observed in the case of BRS having a crossbar array structure. Here, we report the CRS behavior of 1,4-bis(di(1H-indol-3-yl)methyl)benzene (Indole1) molecules. Our earlier study revealed that Au/Indole1/Indium tin oxide (ITO) devices showed BRS under ambient conditions. However, the present investigations revealed that when the device is exposed to 353 K or higher temperatures, dynamic evolution of the Au/Indole1/ITO device from BRS to CRS occurred with a very good memory window (∼103), data retention (5.1 × 103 s), stability (50 days), and device yield (∼ 60%). This work explores the application possibility of indole derivatives toward future ultradense resistive random access memory.
Collapse
Affiliation(s)
- Surajit Sarkar
- Department of Physics, Thin Film and Nanoscience Laboratory, Suryamaninagar, West Tripura, 799022 Agartala, Tripura, India
| | - Farhana Yasmin Rahman
- Department of Physics, Thin Film and Nanoscience Laboratory, Suryamaninagar, West Tripura, 799022 Agartala, Tripura, India
| | - Hritinava Banik
- Department of Physics, Thin Film and Nanoscience Laboratory, Suryamaninagar, West Tripura, 799022 Agartala, Tripura, India
| | - Swapan Majumdar
- Department of Chemistry, Tripura University, Suryamaninagar, West Tripura, 799022 Agartala, Tripura, India
| | - Debajyoti Bhattacharjee
- Department of Physics, Thin Film and Nanoscience Laboratory, Suryamaninagar, West Tripura, 799022 Agartala, Tripura, India
| | - Syed Arshad Hussain
- Department of Physics, Thin Film and Nanoscience Laboratory, Suryamaninagar, West Tripura, 799022 Agartala, Tripura, India
| |
Collapse
|
4
|
Banerjee W, Kashir A, Kamba S. Hafnium Oxide (HfO 2 ) - A Multifunctional Oxide: A Review on the Prospect and Challenges of Hafnium Oxide in Resistive Switching and Ferroelectric Memories. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2022; 18:e2107575. [PMID: 35510954 DOI: 10.1002/smll.202107575] [Citation(s) in RCA: 24] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/26/2022] [Revised: 03/24/2022] [Indexed: 06/14/2023]
Abstract
Hafnium oxide (HfO2 ) is one of the mature high-k dielectrics that has been standing strong in the memory arena over the last two decades. Its dielectric properties have been researched rigorously for the development of flash memory devices. In this review, the application of HfO2 in two main emerging nonvolatile memory technologies is surveyed, namely resistive random access memory and ferroelectric memory. How the properties of HfO2 equip the former to achieve superlative performance with high-speed reliable switching, excellent endurance, and retention is discussed. The parameters to control HfO2 domains are further discussed, which can unleash the ferroelectric properties in memory applications. Finally, the prospect of HfO2 materials in emerging applications, such as high-density memory and neuromorphic devices are examined, and the various challenges of HfO2 -based resistive random access memory and ferroelectric memory devices are addressed with a future outlook.
Collapse
Affiliation(s)
- Writam Banerjee
- Center for Single Atom-based Semiconductor Device, Department of Material Science and Engineering, Pohang University of Science and Technology (POSTECH), Pohang, 37673, Republic of Korea
| | - Alireza Kashir
- Institute of Physics of the Czech Academy of Sciences, Na Slovance 2, Prague 8, 182 21, Czech Republic
| | - Stanislav Kamba
- Institute of Physics of the Czech Academy of Sciences, Na Slovance 2, Prague 8, 182 21, Czech Republic
| |
Collapse
|
5
|
Wang Y, Kim M, Rehman MA, Chabungbam AS, Kim DE, Lee HS, Kymissis I, Park HH. Bipolar Resistive Switching in Lanthanum Titanium Oxide and an Increased On/Off Ratio Using an Oxygen-Deficient ZnO Interlayer. ACS APPLIED MATERIALS & INTERFACES 2022; 14:17682-17690. [PMID: 35394742 DOI: 10.1021/acsami.2c03451] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
The present study pioneered an oxygen migration-driven metal to insulator transition Mott memory, a new type of nonvolatile memory using lanthanum titanium oxide (LTO). We first show the reset first bipolar property without an initial electroforming process in LTO. We used oxygen-deficient ZnO as an interlayer between LTO and a W electrode to clarify whether oxygen migration activates LTO as the Mott transition. ZnO oxygen deficiency provides oxygen ion migration paths as well as a reservoir, facilitating oxygen migration from LTO to the W electrode. Thus, including the ZnO interlayer improved oxygen migration between LTO and the W electrode, achieving a 10-fold increased on/off current ratio. The current research contributes to a better understanding of valence change Mott memory by exploring the LTO resistive switching mechanism and ZnO interlayer influences on the oxygen migration process.
Collapse
Affiliation(s)
- Yue Wang
- Department of Materials Science and Engineering, Yonsei University, 50 Yonsei-ro, Seodaemun-gu, Seoul 03722, Republic of Korea
| | - Minjae Kim
- Department of Materials Science and Engineering, Yonsei University, 50 Yonsei-ro, Seodaemun-gu, Seoul 03722, Republic of Korea
| | - Malik Abdul Rehman
- Department of Materials Science and Engineering, Yonsei University, 50 Yonsei-ro, Seodaemun-gu, Seoul 03722, Republic of Korea
| | - Akendra Singh Chabungbam
- Department of Materials Science and Engineering, Yonsei University, 50 Yonsei-ro, Seodaemun-gu, Seoul 03722, Republic of Korea
| | - Dong-Eun Kim
- Department of Materials Science and Engineering, Yonsei University, 50 Yonsei-ro, Seodaemun-gu, Seoul 03722, Republic of Korea
| | - Hong Sub Lee
- Department of Materials Science and Engineering, Kangwon National University, Chuncheon 24341, Republic of Korea
| | - Ioannis Kymissis
- Department of Electrical Engineering, Columbia University, New York, New York 10027, United States
| | - Hyung-Ho Park
- Department of Materials Science and Engineering, Yonsei University, 50 Yonsei-ro, Seodaemun-gu, Seoul 03722, Republic of Korea
| |
Collapse
|
6
|
Choi HH, Kim HJ, Oh J, Kim M, Kim Y, Jho JY, Lee KH, Son JG, Park JH. Facile Achievement of Complementary Resistive Switching in Block Copolymer Micelle-Based Resistive Memories. Macromol Rapid Commun 2022; 43:e2100686. [PMID: 35084074 DOI: 10.1002/marc.202100686] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2021] [Revised: 12/03/2021] [Indexed: 11/11/2022]
Abstract
Interest in resistive random access memory (RRAM) has grown rapidly in recent years for realizing ultrahigh density data storage devices. However, sneak currents in these devices can result in misreading of the data, thus limiting the applicability of RRAM. Complementary resistive switching (CRS) memory consisting of two antiserial RRAMs can considerably reduce sneak currents; however, complicated device architectures and manufacturing processes still remain as challenges. Herein, an effective and simple approach for fabricating CRS memory devices using self-assembled block copolymer micelles is reported. Cu ions are selectively placed in the core of polystyrene-block-poly(2-vinylpyridine) spherical micelles, and a hexagonally packed micelle monolayer is prepared through spin-coating. The micelle monolayer can be a symmetrical resistive switching layer, because the micelles and Cu act as dielectric and active metals in memory devices, respectively. The locally enhanced electric field and Joule heating achieved by the structured Cu atoms inside the micelles promote metal ionization and ion migration in a controlled manner, thus allowing for position selectivity during resistive switching. The micelle-based memory device exhibits stable and reliable CRS behavior, with a nonoverlapping and narrow distribution of threshold voltages. Therefore, this approach is promising for fabricating CRS memory devices for high-performance and ultrahigh-density RRAM applications.
Collapse
Affiliation(s)
- Han-Hyeong Choi
- Soft Hybrid Materials Research Center, Korea Institute of Science and Technology, Seoul, 02792, Republic of Korea.,School of Chemical and Biological Engineering, Seoul National University, Seoul, 08826, Republic of Korea
| | - Hyun Jin Kim
- Soft Hybrid Materials Research Center, Korea Institute of Science and Technology, Seoul, 02792, Republic of Korea.,Department of Chemistry and Chemical Engineering, Inha University, Incheon, 22212, Republic of Korea
| | - Jinwoo Oh
- Soft Hybrid Materials Research Center, Korea Institute of Science and Technology, Seoul, 02792, Republic of Korea
| | - Minsung Kim
- Soft Hybrid Materials Research Center, Korea Institute of Science and Technology, Seoul, 02792, Republic of Korea.,Department of Chemical and Biological Engineering, Korea University, Seoul, 02841, Republic of Korea
| | - Youngjin Kim
- Department of Electronic Engineering, Hanyang University, Seoul, 04763, Republic of Korea
| | - Jae Young Jho
- School of Chemical and Biological Engineering, Seoul National University, Seoul, 08826, Republic of Korea
| | - Keun Hyung Lee
- Department of Chemistry and Chemical Engineering, Inha University, Incheon, 22212, Republic of Korea
| | - Jeong Gon Son
- Soft Hybrid Materials Research Center, Korea Institute of Science and Technology, Seoul, 02792, Republic of Korea
| | - Jong Hyuk Park
- Soft Hybrid Materials Research Center, Korea Institute of Science and Technology, Seoul, 02792, Republic of Korea
| |
Collapse
|
7
|
Guo L, Mu B, Li MZ, Yang B, Chen RS, Ding G, Zhou K, Liu Y, Kuo CC, Han ST, Zhou Y. Stacked Two-Dimensional MXene Composites for an Energy-Efficient Memory and Digital Comparator. ACS APPLIED MATERIALS & INTERFACES 2021; 13:39595-39605. [PMID: 34378376 DOI: 10.1021/acsami.1c11014] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Two-dimensional MXene has enormous potential for application in industry and academia owing to its surface hydrophilicity and excellent electrochemical properties. However, the application of MXene in optoelectronic memory and logical computing is still facing challenges. In this study, an optoelectronic resistive random access memory (RRAM) based on silver nanoparticles (Ag NPs)@MXene-TiO2 nanosheets (AMT) was prepared through a low-cost and facile hydrothermal oxidation process. The fabricated device exhibited a typical bipolar switching behavior and controllable SET voltage. Furthermore, we successfully demonstrated a 4-bit in-memory digital comparator with AMT RRAMs, which can replace five logic gates in a traditional approach. The AMT-based digital comparator may open the door for future integrated functions and applications in optoelectronic data storage and simplify the complex logic operations.
Collapse
Affiliation(s)
- Liangchao Guo
- Institute of Microscale Optoelectronics, Shenzhen University, Shenzhen 518060, P. R. China
| | - Boyuan Mu
- Institute of Microscale Optoelectronics, Shenzhen University, Shenzhen 518060, P. R. China
| | - Ming-Zheng Li
- Institute for Advanced Study, Shenzhen University, Shenzhen 518060, P. R. China
| | - Baidong Yang
- Institute of Microscale Optoelectronics, Shenzhen University, Shenzhen 518060, P. R. China
| | - Ruo-Si Chen
- Institute of Microscale Optoelectronics, Shenzhen University, Shenzhen 518060, P. R. China
| | - Guanglong Ding
- Institute for Advanced Study, Shenzhen University, Shenzhen 518060, P. R. China
| | - Kui Zhou
- Institute for Advanced Study, Shenzhen University, Shenzhen 518060, P. R. China
| | - Yanhua Liu
- Shanghai Institute of Space Power-Sources, Shanghai 200245, P. R. China
| | - Chi-Ching Kuo
- Institute of Organic and Polymeric Materials, Research and Development Center of Smart Textile Technology, National Taipei University of Technology, Taipei 10608, Taiwan
| | - Su-Ting Han
- Institute of Microscale Optoelectronics, Shenzhen University, Shenzhen 518060, P. R. China
| | - Ye Zhou
- Institute for Advanced Study, Shenzhen University, Shenzhen 518060, P. R. China
| |
Collapse
|
8
|
Wu Z, Zhao X, Yang Y, Wang W, Zhang X, Wang R, Cao R, Liu Q, Banerjee W. Transformation of threshold volatile switching to quantum point contact originated nonvolatile switching in graphene interface controlled memory devices. NANOSCALE ADVANCES 2019; 1:3753-3760. [PMID: 36133528 PMCID: PMC9418922 DOI: 10.1039/c9na00409b] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/01/2019] [Accepted: 08/05/2019] [Indexed: 05/13/2023]
Abstract
Resistive switching devices based on binary transition metal oxides have been widely investigated. However, these devices invariably manifest threshold switching characteristics when the active metal electrode is silver, the dielectric layer is hafnium oxide and platinum is used as the bottom electrode, and have a relatively low compliance current (<100 μA). Here we developed a way to transform an Ag-based hafnium oxide selector into quantum-contact originated memory with a low compliance current, in which a graphene interface barrier layer is inserted between the silver electrode and hafnium oxide layer. Devices with structure Ag/HfO x /Pt acts as a bipolar selector with a high selectivity of >108 and sub-threshold swing of ∼1 mV dec-1. After introducing a graphene interface barrier, high stress dependent (forming at +3 V) formation of localized conducting filaments embodies stable nonvolatile memory characteristics with low set/reset voltages (<±1.0 V), low reset power (6 μW) and multi-level potential. Grain boundaries of the graphene interface control the type of switching in the devices. A good barrier can switch the Ag-based volatile selector into Ag-based nonvolatile memory.
Collapse
Affiliation(s)
- Zuheng Wu
- Key Laboratory of Microelectronics Devices & Integrated Technology, Institute of Microelectronics, Chinese Academy of Sciences No. 3, BeiTuCheng West Road, ChaoYang District Beijing 100029 P. R. China
- University of Chinese Academy of Sciences No. 19(A) Yuquan Road, Shijingshan District Beijing P.R.China 100049
- Jiangsu National Synergetic Innovation Center for Advanced Materials (SICAM) Nanjing 210009 P. R. China
| | - Xiaolong Zhao
- Key Laboratory of Microelectronics Devices & Integrated Technology, Institute of Microelectronics, Chinese Academy of Sciences No. 3, BeiTuCheng West Road, ChaoYang District Beijing 100029 P. R. China
| | - Yang Yang
- Key Laboratory of Microelectronics Devices & Integrated Technology, Institute of Microelectronics, Chinese Academy of Sciences No. 3, BeiTuCheng West Road, ChaoYang District Beijing 100029 P. R. China
- University of Chinese Academy of Sciences No. 19(A) Yuquan Road, Shijingshan District Beijing P.R.China 100049
| | - Wei Wang
- Key Laboratory of Microelectronics Devices & Integrated Technology, Institute of Microelectronics, Chinese Academy of Sciences No. 3, BeiTuCheng West Road, ChaoYang District Beijing 100029 P. R. China
| | - Xumeng Zhang
- Key Laboratory of Microelectronics Devices & Integrated Technology, Institute of Microelectronics, Chinese Academy of Sciences No. 3, BeiTuCheng West Road, ChaoYang District Beijing 100029 P. R. China
- University of Chinese Academy of Sciences No. 19(A) Yuquan Road, Shijingshan District Beijing P.R.China 100049
- Jiangsu National Synergetic Innovation Center for Advanced Materials (SICAM) Nanjing 210009 P. R. China
| | - Rui Wang
- Key Laboratory of Microelectronics Devices & Integrated Technology, Institute of Microelectronics, Chinese Academy of Sciences No. 3, BeiTuCheng West Road, ChaoYang District Beijing 100029 P. R. China
- University of Chinese Academy of Sciences No. 19(A) Yuquan Road, Shijingshan District Beijing P.R.China 100049
- Jiangsu National Synergetic Innovation Center for Advanced Materials (SICAM) Nanjing 210009 P. R. China
| | - Rongrong Cao
- Key Laboratory of Microelectronics Devices & Integrated Technology, Institute of Microelectronics, Chinese Academy of Sciences No. 3, BeiTuCheng West Road, ChaoYang District Beijing 100029 P. R. China
- University of Chinese Academy of Sciences No. 19(A) Yuquan Road, Shijingshan District Beijing P.R.China 100049
- Jiangsu National Synergetic Innovation Center for Advanced Materials (SICAM) Nanjing 210009 P. R. China
| | - Qi Liu
- Key Laboratory of Microelectronics Devices & Integrated Technology, Institute of Microelectronics, Chinese Academy of Sciences No. 3, BeiTuCheng West Road, ChaoYang District Beijing 100029 P. R. China
- Jiangsu National Synergetic Innovation Center for Advanced Materials (SICAM) Nanjing 210009 P. R. China
| | - Writam Banerjee
- Key Laboratory of Microelectronics Devices & Integrated Technology, Institute of Microelectronics, Chinese Academy of Sciences No. 3, BeiTuCheng West Road, ChaoYang District Beijing 100029 P. R. China
- Jiangsu National Synergetic Innovation Center for Advanced Materials (SICAM) Nanjing 210009 P. R. China
- Department of Material Science and Engineering, Pohang University of Science and Technology (POSTECH) Pohang 790-784 Republic of Korea
| |
Collapse
|
9
|
Abbas Y, Ambade RB, Ambade SB, Han TH, Choi C. Tailored nanoplateau and nanochannel structures using solution-processed rutile TiO 2 thin films for complementary and bipolar switching characteristics. NANOSCALE 2019; 11:13815-13823. [PMID: 31294735 DOI: 10.1039/c9nr03465j] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
We synthesized two different nanostructures of rutile TiO2 (r-TiO2) thin films on a fluorine-doped tin oxide (FTO) substrate at the lowest temperature reported until now and fabricated resistive random access memory (RRAM) devices with these r-TiO2 thin films having the stacking sequence of Ag/r-TiO2/FTO. Complementary resistive switching (CRS) and bipolar resistive switching (BRS) were observed in different thicknesses of r-TiO2 based devices. Benefiting from the in situ growth of the solution processed thin films and modulating the reaction growth rates, we successfully attained two different morphologies of r-TiO2 with a nanoplateau at a controlled deposition rate and pre-defined nanochannels at a higher deposition rate. The RRAM devices with nano-plateaus of r-TiO2 showed excellent CRS as well as unprecedented simultaneous observations of BRS. These CRS and BRS characteristics were reversible and reproducible. On the other hand, the tailored pre-defined nanochannels in r-TiO2 led to forming-free BRS with a pulse endurance higher than 107 without any degradation in the high and low resistance states. We propose a plausible switching mechanism of these unprecedented events using various physical and electrical characterization studies of low-temperature processed r-TiO2 RRAM devices. This work suggests the importance of solution-processed thin film engineering for RRAM switching with reliable and reproducible characteristics.
Collapse
Affiliation(s)
- Yawar Abbas
- Department of Physics, Khalifa University, Abu Dhabi 127788, United Arab Emirates
| | - Rohan B Ambade
- Department of Organic and Nano Engineering, Hanyang University, Seoul 04763, Republic of Korea. and The Research Institute of Industrial Science, Hanyang University, Seoul 04763, Republic of Korea
| | - Swapnil B Ambade
- Department of Organic and Nano Engineering, Hanyang University, Seoul 04763, Republic of Korea. and The Research Institute of Industrial Science, Hanyang University, Seoul 04763, Republic of Korea
| | - Tae Hee Han
- Department of Organic and Nano Engineering, Hanyang University, Seoul 04763, Republic of Korea. and The Research Institute of Industrial Science, Hanyang University, Seoul 04763, Republic of Korea
| | - Changhwan Choi
- Division of Materials Science and Engineering, Hanyang University, Seoul 04763, Republic of Korea.
| |
Collapse
|
10
|
Wu Q, Wang H, Luo Q, Banerjee W, Cao J, Zhang X, Wu F, Liu Q, Li L, Liu M. Full imitation of synaptic metaplasticity based on memristor devices. NANOSCALE 2018; 10:5875-5881. [PMID: 29508884 DOI: 10.1039/c8nr00222c] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Neuromorphic engineering is a promising technology for developing new computing systems owing to the low-power operation and the massive parallelism similarity to the human brain. Optimal function of neuronal networks requires interplay between rapid forms of Hebbian plasticity and homeostatic mechanisms that adjust the threshold for plasticity, termed metaplasticity. Metaplasticity has important implications in synapses and is barely addressed in neuromorphic devices. An understanding of metaplasticity might yield new insights into how the modification of synapses is regulated and how information is stored by synapses in the brain. Here, we propose a method to imitate the metaplasticity inhibition of long-term potentiation (MILTP) for the first time based on memristors. In addition, the metaplasticity facilitation of long-term potentiation (MFLTP) and the metaplasticity facilitation of long-term depression (MFLTD) are also achieved. Moreover, the mechanisms of metaplasticity in memristors are discussed. Additionally, the proposed method to mimic the metaplasticity is verified by three different memristor devices including oxide-based resistive memory (OxRAM), interface switching random access memory, and conductive bridging random access memory (CBRAM). This is a further step toward developing fully bio-realistic artificial synapses using memristors. The findings in this study will deepen our understanding of metaplasticity, as well as provide new insight into bio-realistic neuromorphic engineering.
Collapse
Affiliation(s)
- Quantan Wu
- Key Laboratory of Microelectronic Devices & Integrated Technology, Institute of Microelectronics of Chinese Academy of Sciences, Beijing, 100029, China.
| | | | | | | | | | | | | | | | | | | |
Collapse
|