(Bi 0.2 Sb 0.8 ) 2 Te 3 based dynamic synapses with programmable spatio-temporal dynamics

doi:10.1063/1.5106381

Title: (Bi _0.2 Sb _0.8 ) ₂ Te ₃ based dynamic synapses with programmable spatio-temporal dynamics

Authors:

Wan, Qingzhou ^[1]; Zhang, Peng ^[2];

^[3];

^[1]; Erickson, John R. ^[1]; Wang, Kang L. ^[2];

^[1]

Department of ECE, University of Pittsburgh, Pittsburgh, Pennsylvania 15261, USA
Department of ECE, University of California, Los Angeles, Los Angeles, California 90095, USA
Department of ECE, University of California, Los Angeles, Los Angeles, California 90095, USA, Department of ECE, The Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong SAR, China

Publication Date:: 2019-10-01

Sponsoring Org.:: USDOE

OSTI Identifier:: 1592192

Grant/Contract Number:: SC0012670

Resource Type:: Publisher's Accepted Manuscript

Journal Name:: APL Materials

Additional Journal Information:: Journal Name: APL Materials Journal Volume: 7 Journal Issue: 10; Journal ID: ISSN 2166-532X

Publisher:: American Institute of Physics

Country of Publication:: United States

Language:: English

Citation Formats


                    Wan, Qingzhou, Zhang, Peng, Shao, Qiming, Sharbati, Mohammad T., Erickson, John R., Wang, Kang L., and Xiong, Feng. (Bi 0.2 Sb 0.8 ) 2 Te 3 based dynamic synapses with programmable spatio-temporal dynamics.  United States: N. p., 2019. 
        Web.  doi:10.1063/1.5106381.

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                    Wan, Qingzhou, Zhang, Peng, Shao, Qiming, Sharbati, Mohammad T., Erickson, John R., Wang, Kang L., & Xiong, Feng. (Bi 0.2 Sb 0.8 ) 2 Te 3 based dynamic synapses with programmable spatio-temporal dynamics.  United States.  doi:10.1063/1.5106381.

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                    Wan, Qingzhou, Zhang, Peng, Shao, Qiming, Sharbati, Mohammad T., Erickson, John R., Wang, Kang L., and Xiong, Feng. Tue .  
        "(Bi 0.2 Sb 0.8 ) 2 Te 3 based dynamic synapses with programmable spatio-temporal dynamics".  United States.  doi:10.1063/1.5106381.

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@article{osti_1592192,

  title        = {(Bi 0.2 Sb 0.8 ) 2 Te 3 based dynamic synapses with programmable spatio-temporal dynamics},

  author       = {Wan, Qingzhou and Zhang, Peng and Shao, Qiming and Sharbati, Mohammad T. and Erickson, John R. and Wang, Kang L. and Xiong, Feng},

  abstractNote = {},

  doi          = {10.1063/1.5106381},

  journal      = {APL Materials},

  number       = 10,

  volume       = 7,

  place        = {United States},

  year         = {2019},

  month        = {10}

}

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DOI: 10.1063/1.5106381

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Works referenced in this record:

Electrochemical Control of Copper Intercalation into Nanoscale Bi 2 Se 3
journal, February 2017

Zhang, Jinsong; Sun, Jie; Li, Yanbin
Nano Letters, Vol. 17, Issue 3
DOI: 10.1021/acs.nanolett.6b05062

Resistive Random Access Memory Enabled by Carbon Nanotube Crossbar Electrodes
journal, May 2013

Tsai, Cheng-Lin; Xiong, Feng; Pop, Eric
ACS Nano, Vol. 7, Issue 6
DOI: 10.1021/nn401212p

Acceleration of Deep Neural Network Training with Resistive Cross-Point Devices: Design Considerations
journal, July 2016

Gokmen, Tayfun; Vlasov, Yurii
Frontiers in Neuroscience, Vol. 10
DOI: 10.3389/fnins.2016.00333

Spiking Neural Networks Based on OxRAM Synapses for Real-Time Unsupervised Spike Sorting
journal, November 2016

Werner, Thilo; Vianello, Elisa; Bichler, Olivier
Frontiers in Neuroscience, Vol. 10
DOI: 10.3389/fnins.2016.00474

Li Intercalation in MoS ₂ : In Situ Observation of Its Dynamics and Tuning Optical and Electrical Properties
journal, September 2015

Xiong, Feng; Wang, Haotian; Liu, Xiaoge
Nano Letters, Vol. 15, Issue 10
DOI: 10.1021/acs.nanolett.5b02619

HfZrO x -Based Ferroelectric Synapse Device With 32 Levels of Conductance States for Neuromorphic Applications
journal, June 2017

Oh, Seungyeol; Kim, Taeho; Kwak, Myunghoon
IEEE Electron Device Letters, Vol. 38, Issue 6
DOI: 10.1109/led.2017.2698083

A review of recent research on nonequilibrium solid solution behavior in LiXFePO4
journal, October 2018

Li, Yiyang
Solid State Ionics, Vol. 323
DOI: 10.1016/j.ssi.2018.05.026

Li-Ion Synaptic Transistor for Low Power Analog Computing
journal, November 2016

Fuller, Elliot J.; Gabaly, Farid El; Léonard, François
Advanced Materials, Vol. 29, Issue 4
DOI: 10.1002/adma.201604310

Few-Layer Nanoplates of Bi ₂ Se ₃ and Bi ₂ Te ₃ with Highly Tunable Chemical Potential
journal, June 2010

Kong, Desheng; Dang, Wenhui; Cha, Judy J.
Nano Letters, Vol. 10, Issue 6
DOI: 10.1021/nl101260j

Short-Term Synaptic Plasticity
journal, March 2002

Zucker, Robert S.; Regehr, Wade G.
Annual Review of Physiology, Vol. 64, Issue 1
DOI: 10.1146/annurev.physiol.64.092501.114547

A million spiking-neuron integrated circuit with a scalable communication network and interface
journal, August 2014

Merolla, P. A.; Arthur, J. V.; Alvarez-Icaza, R.
Science, Vol. 345, Issue 6197
DOI: 10.1126/science.1254642

Low-Power Switching of Phase-Change Materials with Carbon Nanotube Electrodes
journal, March 2011

Xiong, F.; Liao, A. D.; Estrada, D.
Science, Vol. 332, Issue 6029, p. 568-570
DOI: 10.1126/science.1201938

Photonic Synapses Based on Inorganic Perovskite Quantum Dots for Neuromorphic Computing
journal, July 2018

Wang, Yan; Lv, Ziyu; Chen, Jinrui
Advanced Materials, Vol. 30, Issue 38
DOI: 10.1002/adma.201802883

Training and operation of an integrated neuromorphic network based on metal-oxide memristors
journal, May 2015

Prezioso, M.; Merrikh-Bayat, F.; Hoskins, B. D.
Nature, Vol. 521, Issue 7550
DOI: 10.1038/nature14441

Neuromorphic computing using non-volatile memory
journal, October 2016

Burr, Geoffrey W.; Shelby, Robert M.; Sebastian, Abu
Advances in Physics: X, Vol. 2, Issue 1
DOI: 10.1080/23746149.2016.1259585

Ionic modulation and ionic coupling effects in MoS2 devices for neuromorphic computing
journal, December 2018

Zhu, Xiaojian; Li, Da; Liang, Xiaogan
Nature Materials, Vol. 18, Issue 2
DOI: 10.1038/s41563-018-0248-5

Two-Dimensional Layered Chalcogenides: From Rational Synthesis to Property Control via Orbital Occupation and Electron Filling
journal, December 2014

Yuan, Hongtao; Wang, Haotian; Cui, Yi
Accounts of Chemical Research, Vol. 48, Issue 1
DOI: 10.1021/ar5003297

Emerging Artificial Synaptic Devices for Neuromorphic Computing
journal, February 2019

Wan, Qingzhou; Sharbati, Mohammad T.; Erickson, John R.
Advanced Materials Technologies, Vol. 4, Issue 4
DOI: 10.1002/admt.201900037

Recent progress in analog memory-based accelerators for deep learning
journal, June 2018

Tsai, Hsinyu; Ambrogio, Stefano; Narayanan, Pritish
Journal of Physics D: Applied Physics, Vol. 51, Issue 28
DOI: 10.1088/1361-6463/aac8a5

Structural and quantum-state phase transitions in van der Waals layered materials
journal, July 2017

Yang, Heejun; Kim, Sung Wng; Chhowalla, Manish
Nature Physics, Vol. 13, Issue 10
DOI: 10.1038/nphys4188

Nanoscale electronic synapses using phase change devices
journal, May 2013

Jackson, Bryan L.; Padilla, Alvaro; Schrott, Alex G.
ACM Journal on Emerging Technologies in Computing Systems, Vol. 9, Issue 2
DOI: 10.1145/2463585.2463588

Memristors with diffusive dynamics as synaptic emulators for neuromorphic computing
journal, September 2016

Wang, Zhongrui; Joshi, Saumil; Savel’ev, Sergey E.
Nature Materials, Vol. 16, Issue 1
DOI: 10.1038/nmat4756

Redox-Based Resistive Switching Memories - Nanoionic Mechanisms, Prospects, and Challenges
journal, July 2009

Waser, Rainer; Dittmann, Regina; Staikov, Georgi
Advanced Materials, Vol. 21, Issue 25-26, p. 2632-2663
DOI: 10.1002/adma.200900375

Effect of LiClO ₄ on the Structure and Mobility of PEO-Based Solid Polymer Electrolytes
journal, March 2009

Fullerton-Shirey, Susan K.; Maranas, Janna K.
Macromolecules, Vol. 42, Issue 6
DOI: 10.1021/ma802502u

Ambipolar field effect in the ternary topological insulator (BixSb1–x)2Te3 by composition tuning
journal, October 2011

Kong, Desheng; Chen, Yulin; Cha, Judy J.
Nature Nanotechnology, Vol. 6, Issue 11
DOI: 10.1038/nnano.2011.172

Nanoelectronic Programmable Synapses Based on Phase Change Materials for Brain-Inspired Computing
journal, June 2011

Kuzum, Duygu; Jeyasingh, Rakesh G. D.; Lee, Byoungil
Nano Letters, Vol. 12, Issue 5
DOI: 10.1021/nl201040y

Spin-torque building blocks
journal, December 2013

Locatelli, N.; Cros, V.; Grollier, J.
Nature Materials, Vol. 13, Issue 1
DOI: 10.1038/nmat3823

A non-volatile organic electrochemical device as a low-voltage artificial synapse for neuromorphic computing
journal, February 2017

van de Burgt, Yoeri; Lubberman, Ewout; Fuller, Elliot J.
Nature Materials, Vol. 16, Issue 4
DOI: 10.1038/nmat4856

Anisotropic Black Phosphorus Synaptic Device for Neuromorphic Applications
journal, April 2016

Tian, He; Guo, Qiushi; Xie, Yujun
Advanced Materials, Vol. 28, Issue 25
DOI: 10.1002/adma.201600166

NeuroSim: A Circuit-Level Macro Model for Benchmarking Neuro-Inspired Architectures in Online Learning
journal, December 2018

Chen, Pai-Yu; Peng, Xiaochen; Yu, Shimeng
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, Vol. 37, Issue 12
DOI: 10.1109/tcad.2018.2789723

Epitaxial growth of high quality WO ₃ thin films
journal, September 2015

Leng, X.; Pereiro, J.; Strle, J.
APL Materials, Vol. 3, Issue 9
DOI: 10.1063/1.4930214

Nanoscale Memristor Device as Synapse in Neuromorphic Systems
journal, April 2010

Jo, Sung Hyun; Chang, Ting; Ebong, Idongesit
Nano Letters, Vol. 10, Issue 4, p. 1297-1301
DOI: 10.1021/nl904092h

Growth, characterization, and transport properties of ternary (Bi _{1− x} Sb _x ) ₂ Te ₃ topological insulator layers
journal, October 2016

Weyrich, C.; Drögeler, M.; Kampmeier, J.
Journal of Physics: Condensed Matter, Vol. 28, Issue 49
DOI: 10.1088/0953-8984/28/49/495501

Chemical Intercalation of Topological Insulator Grid Nanostructures for High-Performance Transparent Electrodes
journal, October 2017

Guo, Yunfan; Zhou, Jinyuan; Liu, Yujing
Advanced Materials, Vol. 29, Issue 44
DOI: 10.1002/adma.201703424

A Multi-Bit Neuromorphic Weight Cell Using Ferroelectric FETs, suitable for SoC Integration
journal, January 2018

Obradovic, Borna; Rakshit, Titash; Hatcher, Ryan
IEEE Journal of the Electron Devices Society, Vol. 6
DOI: 10.1109/jeds.2018.2817628

Brain-Inspired Photonic Neuromorphic Devices using Photodynamic Amorphous Oxide Semiconductors and their Persistent Photoconductivity
journal, May 2017

Lee, Minkyung; Lee, Woobin; Choi, Seungbeom
Advanced Materials, Vol. 29, Issue 28
DOI: 10.1002/adma.201700951

Gradient-based learning applied to document recognition
journal, January 1998

Lecun, Y.; Bottou, L.; Bengio, Y.
Proceedings of the IEEE, Vol. 86, Issue 11
DOI: 10.1109/5.726791

Band structure engineering in (Bi1−xSbx)2Te3 ternary topological insulators
journal, September 2011

Zhang, Jinsong; Chang, Cui-Zu; Zhang, Zuocheng
Nature Communications, Vol. 2, Issue 1
DOI: 10.1038/ncomms1588

Low-Power, Electrochemically Tunable Graphene Synapses for Neuromorphic Computing
journal, July 2018

Sharbati, Mohammad Taghi; Du, Yanhao; Torres, Jorge
Advanced Materials, Vol. 30, Issue 36
DOI: 10.1002/adma.201802353

Open-circuit voltage study on LiFePO4 olivine cathode
journal, October 2010

Matsui, Hiroki; Nakamura, Tatsuya; Kobayashi, Yo
Journal of Power Sources, Vol. 195, Issue 19
DOI: 10.1016/j.jpowsour.2010.04.072

Competing Weak Localization and Weak Antilocalization in Ultrathin Topological Insulators
journal, December 2012

Lang, Murong; He, Liang; Kou, Xufeng
Nano Letters, Vol. 13, Issue 1
DOI: 10.1021/nl303424n

Ion Gated Synaptic Transistors Based on 2D van der Waals Crystals with Tunable Diffusive Dynamics
journal, April 2018

Zhu, Jiadi; Yang, Yuchao; Jia, Rundong
Advanced Materials, Vol. 30, Issue 21
DOI: 10.1002/adma.201800195

Equivalent-accuracy accelerated neural-network training using analogue memory
journal, June 2018

Ambrogio, Stefano; Narayanan, Pritish; Tsai, Hsinyu
Nature, Vol. 558, Issue 7708
DOI: 10.1038/s41586-018-0180-5

Approaching the limits of transparency and conductivity in graphitic materials through lithium intercalation
journal, July 2014

Bao, Wenzhong; Wan, Jiayu; Han, Xiaogang
Nature Communications, Vol. 5, Issue 1
DOI: 10.1038/ncomms5224

Artificial Synapses Emulated by an Electrolyte-Gated Tungsten-Oxide Transistor
journal, July 2018

Yang, Jing-Ting; Ge, Chen; Du, Jian-Yu
Advanced Materials, Vol. 30, Issue 34
DOI: 10.1002/adma.201801548

All-Solid-State Synaptic Transistor with Ultralow Conductance for Neuromorphic Computing
journal, September 2018

Yang, Chuan-Sen; Shang, Da-Shan; Liu, Nan
Advanced Functional Materials, Vol. 28, Issue 42
DOI: 10.1002/adfm.201804170

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Approaching the limits of transparency and conductivity in graphitic materials through lithium intercalation
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Artificial Synapses Emulated by an Electrolyte-Gated Tungsten-Oxide Transistor
journal, July 2018

All-Solid-State Synaptic Transistor with Ultralow Conductance for Neuromorphic Computing
journal, September 2018