Three Musketeers: demonstration of multilevel memory, selector, and synaptic behaviors from an Ag-GeTe based chalcogenide material

被引:52
作者
Yu, Min Ji [1 ]
Son, Kyung Rock [1 ]
Khot, Atul C. [1 ]
Kang, Dae Yun [1 ]
Sung, Ji Hoon [1 ]
Jang, Il Gyu [1 ]
Dange, Yogesh D. [2 ]
Dongale, Tukaram D. [2 ]
Kim, Tae Geun [1 ]
机构
[1] Korea Univ, Sch Elect Engn, Anam Ro, Seoul 02841, South Korea
[2] Shivaji Univ, Sch Nanosci & Biotechnol, Kolhapur 416004, Maharashtra, India
来源
JOURNAL OF MATERIALS RESEARCH AND TECHNOLOGY-JMR&T | 2021年 / 15卷
关键词
Amorphous Ag-GeTe; Multilevel resistive switching; Selector device; Neuromorphic computing; Convolutional neural network edge detection; STATES; OXIDE; MODEL; RRAM;
D O I
10.1016/j.jmrt.2021.09.044
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Functional neuronal computing systems that support information diversification require high-density memory with selector devices to reduce leakage current in cross-point architectures, which drives us to develop a functional switching layer that operates as three distinct devices, namely non-volatile memory, selector, and synaptic devices, using a GeTe-based single material system. In this study, amorphous Ag-GeTe switching layers are engineered by doping with Te species to achieve either resistive switching (RS) or threshold switching properties. The Ag/Ag-GeTe/Ag memory device exhibits multilevel characteris-tics via a tunable compliance current approach. By comparison, Ag/Ag-GeTex/Ag selector device provides excellent selectivity (>10(6)) with a very low OFF-current (similar to 10(-11) A). The RS mechanism for memory and selector devices is interrogated by using conductive atomic force microscopy. Moreover, the Ag/Ag-GeTe/Ag RS device mimics a cohort of basic and complex synaptic plasticity properties, including potentiation-depression and four-spike time-dependent plasticity rules that include asymmetric Hebbian, asymmetric anti-Hebbian, symmetric Hebbian, and symmetric anti-Hebbian learning rules. The capability of the synaptic devices to detect image edges is demonstrated by using a convolution neural network. The present work showcases the multi-functionality of Ag-GeTe materials, which will likely emerge as a prominent candidate for high-density cross-point architecture-based neuromorphic computing systems. (C) 2021 The Author(s). Published by Elsevier B.V.
引用
收藏
页码:1984 / 1995
页数:12
相关论文
共 61 条
[1]   THRESHOLD SWITCHING IN CHALCOGENIDE-GLASS THIN-FILMS [J].
ADLER, D ;
SHUR, MS ;
SILVER, M ;
OVSHINSKY, SR .
JOURNAL OF APPLIED PHYSICS, 1980, 51 (06) :3289-3309
[2]   Investigating the origins of ultra-short relaxation times of silver filaments in forming-free SiO2-based conductive bridge memristors [J].
Bousoulas, Panagiotis ;
Sakellaropoulos, Dionisis ;
Papakonstantinopoulos, Charalampos ;
Kitsios, Stavros ;
Arvanitis, Chris ;
Bagakis, Emmanouil ;
Tsoukalas, Dimitris .
NANOTECHNOLOGY, 2020, 31 (45)
[3]   Neuromorphic computing with multi-memristive synapses [J].
Boybat, Irem ;
Le Gallo, Manuel ;
Nandakumar, S. R. ;
Moraitis, Timoleon ;
Parnell, Thomas ;
Tuma, Tomas ;
Rajendran, Bipin ;
Leblebici, Yusuf ;
Sebastian, Abu ;
Eleftheriou, Evangelos .
NATURE COMMUNICATIONS, 2018, 9
[4]   Neuromorphic computing using non-volatile memory [J].
Burr, Geoffrey W. ;
Shelby, Robert M. ;
Sebastian, Abu ;
Kim, Sangbum ;
Kim, Seyoung ;
Sidler, Severin ;
Virwani, Kumar ;
Ishii, Masatoshi ;
Narayanan, Pritish ;
Fumarola, Alessandro ;
Sanches, Lucas L. ;
Boybat, Irem ;
Le Gallo, Manuel ;
Moon, Kibong ;
Woo, Jiyoo ;
Hwang, Hyunsang ;
Leblebici, Yusuf .
ADVANCES IN PHYSICS-X, 2017, 2 (01) :89-124
[5]   Conductive-bridging random-access memories for emerging neuromorphic computing [J].
Cha, Jun-Hwe ;
Yang, Sang Yoon ;
Oh, Jungyeop ;
Choi, Shinhyun ;
Park, Sangsu ;
Jang, Byung Chul ;
Ahn, Wonbae ;
Choi, Sung-Yool .
NANOSCALE, 2020, 12 (27) :14339-14368
[6]   Pathways to efficient neuromorphic computing with non-volatile memory technologies [J].
Chakraborty, I. ;
Jaiswal, A. ;
Saha, A. K. ;
Gupta, S. K. ;
Roy, K. .
APPLIED PHYSICS REVIEWS, 2020, 7 (02)
[7]   In Situ Observation of Voltage-Induced Multilevel Resistive Switching in Solid Electrolyte Memory [J].
Choi, Sang-Jun ;
Park, Gyeong-Su ;
Kim, Ki-Hong ;
Cho, Soohaeng ;
Yang, Woo-Young ;
Li, Xiang-Shu ;
Moon, Jung-Hwan ;
Lee, Kyung-Jin ;
Kim, Kinam .
ADVANCED MATERIALS, 2011, 23 (29) :3272-+
[8]   Facile synthesis of nickel cobaltite quasi-hexagonal nanosheets for multilevel resistive switching and synaptic learning applications [J].
Dongale, Tukaram D. ;
Khot, Atul C. ;
Takaloo, Ashkan Vakilipour ;
Kim, Tae Geun .
NPG ASIA MATERIALS, 2021, 13 (01)
[9]   Multilevel resistive switching and synaptic plasticity of nanoparticulated cobaltite oxide memristive device [J].
Dongale, Tukaram D. ;
Khot, Atul C. ;
Takaloo, Ashkan, V ;
Son, Kyung Rock ;
Kim, Tae Geun .
JOURNAL OF MATERIALS SCIENCE & TECHNOLOGY, 2021, 78 :81-91
[10]   Self-Selective Multi-Terminal Memtransistor Crossbar Array for In-Memory Computing [J].
Feng, Xuewei ;
Li, Sifan ;
Wong, Swee Liang ;
Tong, Shiwun ;
Chen, Li ;
Zhang, Panpan ;
Wang, Lingfei ;
Fong, Xuanyao ;
Chi, Dongzhi ;
Ang, Kah-Wee .
ACS NANO, 2021, 15 (01) :1764-1774