Reservoir Computing-Based Real-Time Prediction for Quantized Conductance of Au Atomic Junctions

被引:0
作者
Shimada, Yuki [1 ]
Shimada, Moe [1 ]
Miki, Tsukasa [1 ]
Shirakashi, Jun-ichi [1 ]
机构
[1] Tokyo Univ Agr & Technol, Dept Elect & Elect Engn, Tokyo, Japan
来源
2022 IEEE NANOTECHNOLOGY MATERIALS AND DEVICES CONFERENCE, NMDC | 2022年
关键词
atomic junctions; reservoir computing; feedback-controlled electromigration method; real-time prediction; ECHO STATE NETWORK; METAL NANOWIRES; FABRICATION; RESISTANCE; ENERGY;
D O I
10.1109/NMDC46933.2022.10052236
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Feedback-controlled electromigration method has been known to fabricate the atomic junction by controlling the quantized conductance on the Au nanowires. We demonstrated a real-time prediction of the quantized conductance on the Au nanowires dynamically inferred by reservoir computing on a real-time operating system. As a result, the root mean squared error in ballistic regime of the proposed system is 0.414. We believe that our system makes a valuable contribution to the fabrication of nanoscale devices in that it introduces the real-time prediction under running processes.
引用
收藏
页码:25 / 28
页数:4
相关论文
共 38 条
[1]   A novel combined model based on echo state network for multi-step ahead wind speed forecasting: A case study of NREL [J].
Chen, Yanhua ;
He, Zhaoshuang ;
Shang, Zhihao ;
Li, Caihong ;
Li, Lian ;
Xu, Mingliang .
ENERGY CONVERSION AND MANAGEMENT, 2019, 179 :13-29
[2]   Variational Mode Decomposition [J].
Dragomiretskiy, Konstantin ;
Zosso, Dominique .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2014, 62 (03) :531-544
[3]   Analysis of failure mechanisms in electrically stressed Au nanowires [J].
Durkan, C ;
Schneider, MA ;
Welland, ME .
JOURNAL OF APPLIED PHYSICS, 1999, 86 (03) :1280-1286
[4]   Temperature control of electromigration to form gold nanogap junctions [J].
Esen, G ;
Fuhrer, MS .
APPLIED PHYSICS LETTERS, 2005, 87 (26) :1-3
[5]  
Fujii A., 2004, e-Journal of Surface Science and Nanotechnology, V2, DOI 10.1380/ejssnt.2004.125
[6]   Next generation reservoir computing [J].
Gauthier, Daniel J. ;
Bollt, Erik ;
Griffith, Aaron ;
Barbosa, Wendson A. S. .
NATURE COMMUNICATIONS, 2021, 12 (01)
[7]   Controlled fabrication of 1-2 nm nanogaps by electromigration in gold and gold-palladium nanowires [J].
Hadeed, F. O. ;
Durkan, C. .
APPLIED PHYSICS LETTERS, 2007, 91 (12)
[8]   Conductance of gold nanojunctions thinned by electromigration [J].
Hoffmann, R. ;
Weissenberger, D. ;
Hawecker, J. ;
Stoeffler, D. .
APPLIED PHYSICS LETTERS, 2008, 93 (04)
[9]   The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis [J].
Huang, NE ;
Shen, Z ;
Long, SR ;
Wu, MLC ;
Shih, HH ;
Zheng, QN ;
Yen, NC ;
Tung, CC ;
Liu, HH .
PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 1998, 454 (1971) :903-995
[10]   Influence of Feedback Parameters on Resistance Control of Metal Nanowires by Stepwise Feedback-Controlled Electromigration [J].
Itami, So-ichiro ;
Tomoda, Yusuke ;
Yasutake, Ryu-taro ;
Shirakashi, Jun-ichi .
JOURNAL OF NANOSCIENCE AND NANOTECHNOLOGY, 2010, 10 (11) :7464-7468