Halide perovskite based synaptic devices for neuromorphic systems

被引:20
作者
Beom, Keonwon [1 ]
Fan, Zhaoyang [1 ]
Li, Dawen [2 ]
Newman, Nathan [3 ]
机构
[1] Arizona State Univ, Sch Elect Comp & Energy Engn, Tempe, AZ 85281 USA
[2] Univ Alabama, Dept Elect & Comp Engn, Tuscaloosa, AL 35487 USA
[3] Arizona State Univ, Sch Engn Matter Transport & Energy, Tempe, AZ 85281 USA
关键词
Halide perovskite; Memristors; Memcapacitors; Synaptic phototransistors; Neuromorphic systems; METHYLAMMONIUM LEAD IODIDE; ORGANOMETAL TRIHALIDE PEROVSKITE; ORGANIC-INORGANIC PEROVSKITES; RESISTIVE SWITCHING BEHAVIOR; ION MIGRATION; ELECTRONIC-STRUCTURE; PHASE SEGREGATION; DEFECT TOLERANCE; SURFACE-DEFECTS; MEMORY;
D O I
10.1016/j.mtphys.2022.100667
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Information systems with architectures that mimic biological neural networks are of interest because they can efficiently perform adaptive learning and memory functions and process vast amount of in-formation instantly. Halide perovskites (HPs) have been recently explored to fabricate memristors, memcapacitors, and phototransistors as neuromorphic devices used in these systems, thanks to their unique properties, which have not been seen in conventional semiconductors and metal oxides. In this review, we introduce fundamentals of artificial neural networks (ANNs), emphasize unique properties of HPs in such a context, discuss different HP-based neuromorphic devices suitable for ANNs, highlight examples on their preliminary performance demonstration, and comment on their issues and future perspectives. (c) 2022 Published by Elsevier Ltd.
引用
收藏
页数:25
相关论文
共 191 条
[1]   Synaptic plasticity: taming the beast [J].
Abbott, L. F. ;
Nelson, Sacha B. .
NATURE NEUROSCIENCE, 2000, 3 (11) :1178-1183
[2]   Synaptic computation [J].
Abbott, LF ;
Regehr, WG .
NATURE, 2004, 431 (7010) :796-803
[3]   A Review on Organic-Inorganic Halide Perovskite Photodetectors: Device Engineering and Fundamental Physics [J].
Ahmadi, Mahshid ;
Wu, Ting ;
Hu, Bin .
ADVANCED MATERIALS, 2017, 29 (41)
[4]   Capacitive Dark Currents, Hysteresis, and Electrode Polarization in Lead Halide Perovskite Solar Cells [J].
Almora, Osbel ;
Zarazua, Isaac ;
Mas-Marza, Elena ;
Mora-Sero, Ivan ;
Bisquert, Juan ;
Garcia-Belmonte, Germa .
JOURNAL OF PHYSICAL CHEMISTRY LETTERS, 2015, 6 (09) :1645-1652
[5]   Dielectric Response: Answer to Many Questions in the Methylammonium Lead Halide Solar Cell Absorbers [J].
Anusca, Irina ;
Balciunas, Sergejus ;
Gemeiner, Pascale ;
Svirskas, Sarunas ;
Sanlialp, Mehmet ;
Lackner, Gerhard ;
Fettkenhauer, Christian ;
Belovickis, Jaroslavas ;
Samulionis, Vytautas ;
Ivanov, Maksim ;
Dkhil, Brahim ;
Banys, Juras ;
Shvartsman, Vladimir V. ;
Lupascu, Doru C. .
ADVANCED ENERGY MATERIALS, 2017, 7 (19)
[6]   Defect migration in methylammonium lead iodide and its role in perovskite solar cell operation [J].
Azpiroz, Jon M. ;
Mosconi, Edoardo ;
Bisquert, Juan ;
De Angelis, Filippo .
ENERGY & ENVIRONMENTAL SCIENCE, 2015, 8 (07) :2118-2127
[7]   Low-Power, Adaptive Neuromorphic Systems: Recent Progress and Future Directions [J].
Basu, Arindam ;
Acharya, Jyotibdha ;
Karnik, Tanay ;
Liu, Huichu ;
Li, Hai ;
Seo, Jae-Sun ;
Song, Chang .
IEEE JOURNAL ON EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS, 2018, 8 (01) :6-27
[8]   Single- and double-gate synaptic transistor with TaOx gate insulator and IGZO channel layer [J].
Beom, Keonwon ;
Yang, Paul ;
Park, Daehoon ;
Kim, Hyung Jun ;
Lee, Hyun Ho ;
Kang, Chi Jung ;
Yoon, Tae-Sik .
NANOTECHNOLOGY, 2019, 30 (02)
[9]   Design Principles for the Atomic and Electronic Structure of Halide Perovskite Photovoltaic Materials: Insights from Computation [J].
Berger, Robert F. .
CHEMISTRY-A EUROPEAN JOURNAL, 2018, 24 (35) :8708-+
[10]   Emulating synaptic response in n- and p-channel MoS2 transistors by utilizing charge trapping dynamics [J].
Bhattacharjee, Shubhadeep ;
Wigchering, Rient ;
Manning, Hugh G. ;
Boland, John J. ;
Hurley, Paul K. .
SCIENTIFIC REPORTS, 2020, 10 (01)