2D materials-based 3D integration for neuromorphic hardware

被引:11
作者
Kim, Seung Ju [1 ,2 ]
Lee, Hyeon-Ji [1 ]
Lee, Chul-Ho [3 ,4 ]
Jang, Ho Won [1 ,5 ]
机构
[1] Seoul Natl Univ, Res Inst Adv Mat, Dept Mat Sci & Engn, Seoul, South Korea
[2] Univ Southern Calif, Ming Hsieh Dept Elect & Comp Engn, Los Angeles, CA USA
[3] Seoul Natl Univ, Dept Elect & Comp Engn, Seoul, South Korea
[4] Seoul Natl Univ, Interuniv Semicond Res Ctr, Seoul, South Korea
[5] Seoul Natl Univ, Adv Inst Convergence Technol, Suwon, South Korea
基金
新加坡国家研究基金会;
关键词
DEPOSITION; MONOLAYER; GROWTH; SENSOR; ARRAY;
D O I
10.1038/s41699-024-00509-1
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
Neuromorphic hardware enables energy-efficient computing, which is essential for a sustainable system. Recently, significant progress has been reported in neuromorphic hardware based on two-dimensional materials. However, traditional planar-integrated architectures still suffer from high energy consumption. This review systematically explores recent advances in the three-dimensional integration of two-dimensional material-based neuromorphic hardware to address these challenges. The materials, process, device physics, array, and integration levels are discussed, highlighting challenges and perspectives.
引用
收藏
页数:11
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共 75 条
[1]   Two-Terminal Lithium-Mediated Artificial Synapses with Enhanced Weight Modulation for Feasible Hardware Neural Networks [J].
Baek, Ji Hyun ;
Kwak, Kyung Ju ;
Kim, Seung Ju ;
Kim, Jaehyun ;
Kim, Jae Young ;
Im, In Hyuk ;
Lee, Sunyoung ;
Kang, Kisuk ;
Jang, Ho Won .
NANO-MICRO LETTERS, 2023, 15 (01)
[2]   Thermal Management in 3-D Integrated Circuits with Graphene Heat Spreaders [J].
Barua, A. ;
Hossain, Md S. ;
Masood, K. I. ;
Subrina, S. .
INTERNATIONAL CONFERENCE ON SOLID STATE DEVICES AND MATERIALS SCIENCE, 2012, 25 :311-316
[3]   SINGLE SODIUM-CHANNELS FROM THE SQUID GIANT-AXON [J].
BEZANILLA, F .
BIOPHYSICAL JOURNAL, 1987, 52 (06) :1087-1090
[4]   CMOS Scaling Trends and Beyond [J].
Bohr, Mark T. ;
Young, Ian A. .
IEEE MICRO, 2017, 37 (06) :20-29
[5]   Wafer-scale integration of two-dimensional materials in high-density memristive crossbar arrays for artificial neural networks [J].
Chen, Shaochuan ;
Mahmoodi, Mohammad Reza ;
Shi, Yuanyuan ;
Mahata, Chandreswar ;
Yuan, Bin ;
Liang, Xianhu ;
Wen, Chao ;
Hui, Fei ;
Akinwande, Deji ;
Strukov, Dmitri B. ;
Lanza, Mario .
NATURE ELECTRONICS, 2020, 3 (10) :638-645
[6]   MEMRISTOR - MISSING CIRCUIT ELEMENT [J].
CHUA, LO .
IEEE TRANSACTIONS ON CIRCUIT THEORY, 1971, CT18 (05) :507-+
[7]   Gold-Mediated Exfoliation of Ultralarge Optoelectronically-Perfect Monolayers [J].
Desai, Sujay B. ;
Madhvapathy, Surabhi R. ;
Amani, Matin ;
Kiriya, Daisuke ;
Hettick, Mark ;
Tosun, Mahmut ;
Zhou, Yuzhi ;
Dubey, Madan ;
Ager, Joel W., III ;
Chrzan, Daryl ;
Javey, Ali .
ADVANCED MATERIALS, 2016, 28 (21) :4053-4058
[8]   Porous crystalline materials for memories and neuromorphic computing systems [J].
Ding, Guanglong ;
Zhao, JiYu ;
Zhou, Kui ;
Zheng, Qi ;
Han, Su-Ting ;
Peng, Xiaojun ;
Zhou, Ye .
CHEMICAL SOCIETY REVIEWS, 2023, 52 (20) :7071-7136
[9]   Dynamic Ferroelectric Transistor-Based Reservoir Computing for Spatiotemporal Information Processing [J].
Duong, Ngoc Thanh ;
Chien, Yu-Chieh ;
Xiang, Heng ;
Li, Sifan ;
Zheng, Haofei ;
Shi, Yufei ;
Ang, Kah-Wee .
ADVANCED INTELLIGENT SYSTEMS, 2023, 5 (06)
[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