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Park E, Jang S, Noh G, Jo Y, Lee DK, Kim IS, Song HC, Kim S, Kwak JY. Indium-Gallium-Zinc Oxide-Based Synaptic Charge Trap Flash for Spiking Neural Network-Restricted Boltzmann Machine. NANO LETTERS 2023; 23:9626-9633. [PMID: 37819875 DOI: 10.1021/acs.nanolett.3c03510] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/13/2023]
Abstract
Recently, neuromorphic computing has been proposed to overcome the drawbacks of the current von Neumann computing architecture. Especially, spiking neural network (SNN) has received significant attention due to its ability to mimic the spike-driven behavior of biological neurons and synapses, potentially leading to low-power consumption and other advantages. In this work, we designed the indium-gallium-zinc oxide (IGZO) channel charge-trap flash (CTF) synaptic device based on a HfO2/Al2O3/Si3N4/Al2O3 layer. Our IGZO-based CTF device exhibits synaptic functions with 128 levels of synaptic weight states and spike-timing-dependent plasticity. The SNN-restricted Boltzmann machine was used to simulate the fabricated CTF device to evaluate the efficiency for the SNN system, achieving the high pattern-recognition accuracy of 83.9%. We believe that our results show the suitability of the fabricated IGZO CTF device as a synaptic device for neuromorphic computing.
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Affiliation(s)
- Eunpyo Park
- Center for Neuromorphic Engineering, Korea Institute of Science and Technology (KIST), Seoul 02792, Republic of Korea
- Department of Materials Science & Engineering, Seoul National University, Seoul 08826, Republic of Korea
| | - Suyeon Jang
- Department of Materials Science & Engineering, Seoul National University, Seoul 08826, Republic of Korea
- Research Institute of Advanced Materials (RIAM), Seoul National University, Seoul 08826, Republic of Korea
- Inter-University Semiconductor Research Center (ISRC), Seoul National University, Seoul 08826, Republic of Korea
| | - Gichang Noh
- Center for Neuromorphic Engineering, Korea Institute of Science and Technology (KIST), Seoul 02792, Republic of Korea
| | - Yooyeon Jo
- Center for Neuromorphic Engineering, Korea Institute of Science and Technology (KIST), Seoul 02792, Republic of Korea
| | - Dae Kyu Lee
- Center for Neuromorphic Engineering, Korea Institute of Science and Technology (KIST), Seoul 02792, Republic of Korea
| | - In Soo Kim
- Nanophotonics Research Center, Korea Institute of Science and Technology (KIST), Seoul 02792, Republic of Korea
- KIST-SKKU Carbon-Neutral Research Center, Sungkyunkwan University (SKKU), Suwon 16419, Republic of Korea
| | - Hyun-Cheol Song
- KIST-SKKU Carbon-Neutral Research Center, Sungkyunkwan University (SKKU), Suwon 16419, Republic of Korea
- Electronic Materials Research Center, Korea Institute of Science and Technology (KIST), Seoul 02792, Republic of Korea
| | - Sangbum Kim
- Department of Materials Science & Engineering, Seoul National University, Seoul 08826, Republic of Korea
- Research Institute of Advanced Materials (RIAM), Seoul National University, Seoul 08826, Republic of Korea
- Inter-University Semiconductor Research Center (ISRC), Seoul National University, Seoul 08826, Republic of Korea
| | - Joon Young Kwak
- Center for Neuromorphic Engineering, Korea Institute of Science and Technology (KIST), Seoul 02792, Republic of Korea
- Division of Nanoscience and Technology, Korea University of Science and Technology (UST), Daejeon 34113, Republic of Korea
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Kim SS, Yong SK, Kim W, Kang S, Park HW, Yoon KJ, Sheen DS, Lee S, Hwang CS. Review of Semiconductor Flash Memory Devices for Material and Process Issues. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2023; 35:e2200659. [PMID: 35305277 DOI: 10.1002/adma.202200659] [Citation(s) in RCA: 18] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/21/2022] [Revised: 03/13/2022] [Indexed: 06/14/2023]
Abstract
Vertically integrated NAND (V-NAND) flash memory is the main data storage in modern handheld electronic devices, widening its share even in the data centers where installation and operation costs are critical. While the conventional scaling rule has been applied down to the design rule of ≈15 nm (year 2013), the current method of increasing device density is stacking up layers. Currently, 176-layer-stacked V-NAND flash memory is available on the market. Nonetheless, increasing the layers invokes several challenges, such as film stress management and deep contact hole etching. Also, there should be an upper bound for the attainable stacking layers (400-500) due to the total allowable chip thickness, which will be reached within 6-7 years. This review summarizes the current status and critical challenges of charge-trap-based flash memory devices, with a focus on the material (floating-gate vs charge-trap-layer), array-level circuit architecture (NOR vs NAND), physical integration structure (2D vs 3D), and cell-level programming technique (single vs multiple levels). Current efforts to improve fabrication processes and device performances using new materials are also introduced. The review suggests directions for future storage devices based on the ionic mechanism, which may overcome the inherent problems of flash memory devices.
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Affiliation(s)
- Seung Soo Kim
- Department of Materials Science and Engineering and Inter-University Semiconductor Research Center, Seoul National University, Seoul, 08826, Republic of Korea
- Samsung Electronics, Hwaseong, Gyeonggi-do, 18448, Republic of Korea
| | - Soo Kyeom Yong
- Department of Materials Science and Engineering and Inter-University Semiconductor Research Center, Seoul National University, Seoul, 08826, Republic of Korea
- Samsung Electronics, Hwaseong, Gyeonggi-do, 18448, Republic of Korea
| | - Whayoung Kim
- Department of Materials Science and Engineering and Inter-University Semiconductor Research Center, Seoul National University, Seoul, 08826, Republic of Korea
- SK Hynix Inc., Icheon, Gyeonggi-do, 17336, Republic of Korea
| | - Sukin Kang
- Department of Materials Science and Engineering and Inter-University Semiconductor Research Center, Seoul National University, Seoul, 08826, Republic of Korea
| | - Hyeon Woo Park
- Department of Materials Science and Engineering and Inter-University Semiconductor Research Center, Seoul National University, Seoul, 08826, Republic of Korea
| | | | - Dong Sun Sheen
- SK Hynix Inc., Icheon, Gyeonggi-do, 17336, Republic of Korea
| | - Seho Lee
- SK Hynix Inc., Icheon, Gyeonggi-do, 17336, Republic of Korea
| | - Cheol Seong Hwang
- Department of Materials Science and Engineering and Inter-University Semiconductor Research Center, Seoul National University, Seoul, 08826, Republic of Korea
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Memory Characteristics of Thin Film Transistor with Catalytic Metal Layer Induced Crystallized Indium-Gallium-Zinc-Oxide (IGZO) Channel. ELECTRONICS 2021. [DOI: 10.3390/electronics11010053] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The memory characteristics of a flash memory device using c-axis aligned crystal indium gallium zinc oxide (CAAC-IGZO) thin film as a channel material were demonstrated. The CAAC-IGZO thin films can replace the current poly-silicon channel, which has reduced mobility because of grain-induced degradation. The CAAC-IGZO thin films were achieved using a tantalum catalyst layer with annealing. A thin film transistor (TFT) with SiO2/Si3N4/Al2O3 and CAAC-IGZO thin films, where Al2O3 was used for the tunneling layer, was evaluated for a flash memory application and compared with a device using an amorphous IGZO (a-IGZO) channel. A source and drain using indium-tin oxide and aluminum were also evaluated for TFT flash memory devices with crystallized and amorphous channel materials. Compared with the a-IGZO device, higher on-current (Ion), improved field effect carrier mobility (μFE), a lower body trap (Nss), a wider memory window (ΔVth), and better retention and endurance characteristics were attained using the CAAC-IGZO device.
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Yang HJ, Seul HJ, Kim MJ, Kim Y, Cho HC, Cho MH, Song YH, Yang H, Jeong JK. High-Performance Thin-Film Transistors with an Atomic-Layer-Deposited Indium Gallium Oxide Channel: A Cation Combinatorial Approach. ACS APPLIED MATERIALS & INTERFACES 2020; 12:52937-52951. [PMID: 33172258 DOI: 10.1021/acsami.0c16325] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
The effect of gallium (Ga) concentration on the structural evolution of atomic-layer-deposited indium gallium oxide (IGO) (In1-xGaxO) films as high-mobility n-channel semiconducting layers was investigated. Different Ga concentrations in 10-13 nm thick In1-xGaxO films allowed versatile phase structures to be amorphous, highly ordered, and randomly oriented crystalline by thermal annealing at either 400 or 700 °C for 1 h. Heavy Ga concentrations above 34 atom % caused a phase transformation from a polycrystalline bixbyite to an amorphous IGO film at 400 °C, while proper Ga concentration produced a highly ordered bixbyite crystal structure at 700 °C. The resulting highly ordered In0.66Ga0.34O film show unexpectedly high carrier mobility (μFE) values of 60.7 ± 1.0 cm2 V-1 s-1, a threshold voltage (VTH) of -0.80 ± 0.05 V, and an ION/OFF ratio of 5.1 × 109 in field-effect transistors (FETs). In contrast, the FETs having polycrystalline In1-xGaxO films with higher In fractions (x = 0.18 and 0.25) showed reasonable μFE values of 40.3 ± 1.6 and 31.5 ± 2.4 cm2 V-1 s-1, VTH of -0.64 ± 0.40 and -0.43 ± 0.06 V, and ION/OFF ratios of 2.5 × 109 and 1.4 × 109, respectively. The resulting superior performance of the In0.66Ga0.34O-film-based FET was attributed to a morphology having fewer grain boundaries, with higher mass densification and lower oxygen vacancy defect density of the bixbyite crystallites. Also, the In0.66Ga0.34O transistor was found to show the most stable behavior against an external gate bias stress.
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Affiliation(s)
- Hyun Ji Yang
- Department of Electronic Engineering, Hanyang University, Seoul 133-791, South Korea
| | - Hyeon Joo Seul
- Department of Electronic Engineering, Hanyang University, Seoul 133-791, South Korea
| | - Min Jae Kim
- Department of Electronic Engineering, Hanyang University, Seoul 133-791, South Korea
| | - Yerin Kim
- Department of Chemical Engineering, Inha University, Incheon 22212, South Korea
| | - Hyun Cheol Cho
- Department of Electronic Engineering, Hanyang University, Seoul 133-791, South Korea
| | - Min Hoe Cho
- Department of Electronic Engineering, Hanyang University, Seoul 133-791, South Korea
| | - Yun Heub Song
- Department of Electronic Engineering, Hanyang University, Seoul 133-791, South Korea
| | - Hoichang Yang
- Department of Chemical Engineering, Inha University, Incheon 22212, South Korea
| | - Jae Kyeong Jeong
- Department of Electronic Engineering, Hanyang University, Seoul 133-791, South Korea
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On N, Kim BK, Kim Y, Kim EH, Lim JH, Hosono H, Kim J, Yang H, Jeong JK. Boosting carrier mobility and stability in indium-zinc-tin oxide thin-film transistors through controlled crystallization. Sci Rep 2020; 10:18868. [PMID: 33139811 PMCID: PMC7606507 DOI: 10.1038/s41598-020-76046-w] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2020] [Accepted: 10/22/2020] [Indexed: 11/11/2022] Open
Abstract
We investigated the effect of film thickness (geometrical confinement) on the structural evolution of sputtered indium-zinc-tin oxide (IZTO) films as high mobility n-channel semiconducting layers during post-treatment at different annealing temperatures ranging from 350 to 700 °C. Different thicknesses result in IZTO films containing versatile phases, such as amorphous, low-, and high-crystalline structures even after annealing at 700 °C. A 19-nm-thick IZTO film clearly showed a phase transformation from initially amorphous to polycrystalline bixbyite structures, while the ultra-thin film (5 nm) still maintained an amorphous phase. Transistors including amorphous and low crystalline IZTO films fabricated at 350 and 700 °C show reasonable carrier mobility (µFE) and on/off current ratio (ION/OFF) values of 22.4-35.9 cm2 V-1 s-1 and 1.0-4.0 × 108, respectively. However, their device instabilities against positive/negative gate bias stresses (PBS/NBS) are unacceptable, originating from unsaturated bonding and disordered sites in the metal oxide films. In contrast, the 19-nm-thick annealed IZTO films included highly-crystalline, 2D spherulitic crystallites and fewer grain boundaries. These films show the highest µFE value of 39.2 cm2 V-1 s-1 in the transistor as well as an excellent ION/OFF value of 9.7 × 108. Simultaneously, the PBS/NBS stability of the resulting transistor is significantly improved under the same stress condition. This promising superior performance is attributed to the crystallization-induced lattice ordering, as determined by highly-crystalline structures and the associated formation of discrete donor levels (~ 0.31 eV) below the conduction band edge.
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Affiliation(s)
- Nuri On
- Department of Electronic Engineering, Hanyang University, Seoul, 133-791, Republic of Korea
| | - Bo Kyoung Kim
- Department of Electronic Engineering, Hanyang University, Seoul, 133-791, Republic of Korea
| | - Yerin Kim
- Department of Chemical Engineering, Inha University, Incheon, 22212, South Korea
| | - Eun Hyun Kim
- R&D Center, Samsung Display, Yongin, 17113, South Korea
| | - Jun Hyung Lim
- R&D Center, Samsung Display, Yongin, 17113, South Korea
| | - Hideo Hosono
- Materials Research Center for Element Strategy, Tokyo Institute of Technology, Yokohama, 226-8503, Japan
| | - Junghwan Kim
- Materials Research Center for Element Strategy, Tokyo Institute of Technology, Yokohama, 226-8503, Japan.
| | - Hoichang Yang
- Department of Chemical Engineering, Inha University, Incheon, 22212, South Korea.
| | - Jae Kyeong Jeong
- Department of Electronic Engineering, Hanyang University, Seoul, 133-791, Republic of Korea.
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