Symposium EM07 : Materials, Devices and Architectures for Neuromorphic Engineering and Brain-Inspired Computing

2017-11-27   Show All Abstracts

Symposium Organizers

Seyoung Kim, IBM T.J. Watson Research Center
Barbara De Salvo, Leti, CED-TECH
Hyunsang Hwang, Pohang University of Science and Technology
Shimeng Yu, Arizona State University

Symposium Support

Journal of Applied Physics | AIP Publishing
EM07.01: Deep Learning and Its Implication on Materials Research
Session Chairs
Seyoung Kim
Manan Suri
Monday AM, November 27, 2017
Hynes, Level 1, Room 110

8:30 AM - *EM07.01.01
Towards End-to-End Trainable Analog Hardware for Deep Learning

Yoshua Bengio 1
1 , University of Montreal, Montreal, Quebec, Canada

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9:00 AM - EM07.01.02
An Organic Artificial Synapse for Low-Energy Neuromorphic Computing

Yoeri van de Burgt 1 2 , Ewout Lubberman 2 5 , Elliot Fuller 3 , Scott Keene 2 , Gregorio Faria 2 6 , Matthew Marinella 4 , Sapan Agarwal 3 , Alec Talin 3 , Alberto Salleo 2
1 Institute for Complex Molecular Systems, Eindhoven University of Technology, Eindhoven Netherlands, 2 Materials Science and Engineering, Stanford University, Stanford, California, United States, 5 The Zernike Institute for Advanced Materials, University of Groningen, Groningen Netherlands, 3 , Sandia National Laboratories, Livermore, California, United States, 6 , Universidade de São Paulo, São Carlos Brazil, 4 , Sandia National Laboratories, Albuquerque, New Mexico, United States

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9:15 AM - EM07.01.03
Nonvolatile Synaptic and Activation Function Generator for Neuromorphic Accelerators

Saima Siddiqui 1 , Sumit Dutta 1 , Luqiao Liu 1 , C. A. Ross 1 , Marc Baldo 1
1 , Massachusetts Institute of Technology, Cambridge, Massachusetts, United States

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9:30 AM - *EM07.01.04
Devices for Deep Learning

Tayfun Gokmen 1
1 , IBM T. J. Watson Research Center, Yorktown Heights, New York, United States

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10:00 AM -
BREAK

EM07.02: Electronic Synapse Design and Characterization
Session Chairs
Yoshua Bengio
Tayfun Gokmen
Monday AM, November 27, 2017
Hynes, Level 1, Room 110

10:30 AM - *EM07.02.01
Emerging Resistive Memory Technology for Neuromorphic and Machine Learning Inspired Computing

Manan Suri 1
1 Department of Electrical Engineering, Indian Institute of Technology, Delhi, New Delhi India

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11:00 AM - EM07.02.02
Synaptic Transistor with a Reversible and Analog Conductance Modulation Using Pt/HfOx/n-IGZO Memcapacitor

Paul Yang 1 , Hyung Jun Kim 1 , Geon Won Beom 1 , Jong-Sung Park 1 , Chi Jung Kang 1 , Tae-Sik Yoon 1
1 , Myongji University, Yongin Korea (the Republic of)

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11:15 AM - EM07.02.03
Utilization of Organic Transistors to Mimic Signal Transfer in Synapse Between Neurons and Investigate Their Applications in Neuromorphic Computing

Paddy K. L. Chan 1 , Xudong Ji 1
1 Mechanical Engineering, The University of Hong Kong, Hong Kong Hong Kong

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11:30 AM - EM07.02.04
Design of Phase-Change Material with Distortion Effect by Dopants

Minho Choi 1 , Heechae Choi 2 , Sehyun Kwon 1 , Seungchul Kim 3 , Kwang-Ryeol Lee 3 , Jinho Ahn 1 , Yong Tae Kim 3
1 , Hanyang University, Seoul Korea (the Republic of), 2 , Virtual Lab. Inc., Seoul Korea (the Republic of), 3 , Korea Institute of Science and Technology, Seoul Korea (the Republic of)

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11:45 AM - EM07.02.05
LaMnO3+δ as a Functional Material for Next Generation Memristive Devices

Dolors Pla 1 , Quentin Rafhay 2 , Odette Chaix-Pluchery 1 , Raquel Rodriguez-Lamas 1 , Xavier Mescot 2 , Herve Roussel 1 , Michel Boudard 1 , Carmen Jimenez 1 , Monica Burriel 1 , Klaasjan Maas 1
1 CNRS, LMGP, Univ Grenoble Alpes, Grenoble, Rhone-Alpes, France, 2 CNRS, IMEP-LAHC, Univ. Grenoble Alpes, Grenoble, Rhone-Alpes, France

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EM07.03: Material and Device Characterization for Bioinspired Computing
Session Chairs
Tayfun Gokmen
Rashimi Jha
Monday PM, November 27, 2017
Hynes, Level 1, Room 110

1:30 PM - *EM07.03.01
Strategies to Alter Retention and Switching Characteristics for Oxide-Memristors

Jennifer Rupp 1
1 , Massachusetts Institute of Technology, Cambridge, Massachusetts, United States

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2:00 PM - EM07.03.02
Electronic Structure of Crystalline NbO2 from Molecular Beam Epitaxy

Matthew Wahila 1 , Marshall Tellekamp 2 , Zachary Lebens-Higgins 1 , Wei-Cheng Lee 1 , William Doolittle 2 , Louis Piper 1
1 , Binghamton University, Binghamton, New York, United States, 2 , Georgia Institute of Technology, Atlanta, Georgia, United States

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2:15 PM - EM07.03.03
Characterization of Seebeck Coefficient, Electrical Resistivity and Average Grain Size of Ge2Sb2Te5 Thin Films at High Temperatures

Lhacene Adnane 1 , Faruk Dirisaglik 2 , Kadir Cil 3 , Adam Cywar 1 , Yu Zhu 4 , Chung Lam 4 , Ali Gokirmak 1 , Helena Silva 1
1 , University of Connecticut , Storrs, Connecticut, United States, 2 Department of Electrical and Electronics Engineering, Eskisehir Osmangazi University, Eskisehir Turkey, 3 Department of Electrical and Electronics Engineering, Istanbul University, Istanbul Turkey, 4 , IBM T.J. Watson Research Center, Yorktown Heights, New York, United States

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2:30 PM - *EM07.03.04
Switching Kinetics of Memristors by Nanoscale Characterization and Their Applications in Neuromorphic Computing

Yuchao Yang 1
1 , Peking University, Beijing China

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3:00 PM -
BREAK

EM07.04: Neuromorphic Device and Application I
Session Chairs
Yuchao Yang
Monday PM, November 27, 2017
Hynes, Level 1, Room 110

3:30 PM - *EM07.04.01
Understanding Challenges and Opportunities for Transition Metal Oxide Based Reconfigurable Resistive Devices for Neuromorphic Computing

Rashmi Jha 1
1 Department of Electrical Engineering and Computing Systems, University of Cincinnati, Cincinnati, Ohio, United States

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4:00 PM - EM07.04.02
Reconfigurable Hardware-Intrinsic Security Primitives Based on Integrated Memristive Crossbars

Hussein Nili 1 , Gina Adam 2 , Mirko Prezioso 1 , Jeeson Kim 3 , Omid Kavehei 3 , Dmitri Strukov 1
1 , University of California, Santa Barbara, Santa Barbara, California, United States, 2 , National Institute for R&D in Microtechnologies, Bucharest Romania, 3 , Royal Melbourne Institute of Technology University, Melbourne, Victoria, Australia

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4:15 PM - EM07.04.03
Noise-Driven Signal Transmitter Using Nonlinear Effect of Functional Oxides

Teruo Kanki 1 , Hidekazu Tanaka 1
1 , Osaka University, Osaka Japan

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4:30 PM - EM07.04.04
Utilizing Programming Variability in Phase Change Memory Cells for Security

Nafisa Noor 1 , Sadid Muneer 1 , Lhacene Adnane 1 , Raihan Sayeed Khan 1 , Anna Gorbenko 1 , Faruk Dirisaglik 3 , Adam Cywar 4 , Chung Lam 2 , Yu Zhu 2 , Ali Gokirmak 1 , Helena Silva 1
1 Electrical and Computer Engineering, University of Connecticut, Storrs, Connecticut, United States, 3 , Eskisehir Osmangazi University, Eskisehir Turkey, 4 , Analog Devices, Norwood, Massachusetts, United States, 2 , IBM T.J. Watson Research Center, Yorktown Heights, New York, United States

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4:45 PM - EM07.04.05
Investigation on Diffusing Dynamic of Ag in Chalcogenide Glass Material for Selector Application

Li Song 1 , Xinglong Ji 1 , Rong Zhao 1 , Shuai Zhong 1
1 , Singapore University of Technology and Design, Singapore Singapore

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EM07.05: Poster Session I
Session Chairs
Seyoung Kim
Yun Seog Lee
Monday PM, November 27, 2017
Hynes, Level 1, Hall B

8:00 PM - EM07.05.02
Analog Synaptic Motion with Strong Potentiation, Depression and Short-Term to Long-Term Memory Transition in a Pt/CeO2/Pt Cross-Bar Array Structures

Hyung Jun Kim 1 , Paul Yang 1 , Daehoon Park 1 , Jong-Sung Park 1 , Chi Jung Kang 1 , Tae-Sik Yoon 1
1 , Myongji University, Yongin Korea (the Republic of)

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8:00 PM - EM07.05.03
Reversible and Analog Memcapacitance in ITO/HfOx/n-Si MOS Structure for Artificial Synaptic Devices

Daehoon Park 1 , Paul Yang 1 , Hyung Jun Kim 1 , Jong-Sung Park 1 , Chi Jung Kang 1 , Tae-Sik Yoon 1
1 , Myongji University, Yongin Korea (the Republic of)

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8:00 PM - EM07.05.04
Use of FIB Treatment on Multi-Layer Ultrathin 3x(WN/Al2O3) Stacks for Improved Consistency in Resistive Switching Devices

Zheng Jie Tan 1 , Nicholas Fang 1
1 , Massachusetts Institute of Technology, Cambridge, Massachusetts, United States

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8:00 PM - EM07.05.05
Organic Thin-Film Transistors (OTFTs) - of Sensors and Artificial Neurons

Vanessa Tischler 1 , Daniel Tate 1 , Ehsan Danesh 1 , Sheida Faraji 1 , Jayawan Wijekoon 1 , Leszek Majewski 1 , Piotr Dudek 1 , Michael Turner 1
1 , University of Manchester, Manchester United Kingdom

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8:00 PM - EM07.05.06
Studies on Parasitic Current Leakage between Nearest Neighbor Electrodes of Cross-Point Arrayed Memristor Composed of BaTiO3 Bipolar-Type Resistive Switching Film

So Maejima 1 , Kaoru Yamashita 1 , Minoru Noda 1
1 , Kyoto Inst of Technology, Kyoto Japan

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8:00 PM - EM07.05.07
A Macroscopic and Stochastic Simulation of Resistance Memory Switching

Kyunghwan Min 1 , Yongwoo Kwon 1
1 , Hongik University, Seoul Korea (the Republic of)

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8:00 PM - EM07.05.08
A Model Study of Contacts Characteristics between Methylammonium Lead Iodide (CH3NH3PbI3) and Metal Electrode

Hayeon Shim 1 , Yongwoo Kwon 1
1 , Hongik University, Seoul Korea (the Republic of)

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8:00 PM - EM07.05.09
Fabrication of Protonic Ceramic Thin Film and Its Application for Controlling the Electrical Conductivity of ZnO

Shin Ho 1 , Jong-Sung Park 1
1 , Myong Ji University, Yong In Korea (the Republic of)

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2017-11-28   Show All Abstracts

Symposium Organizers

Seyoung Kim, IBM T.J. Watson Research Center
Barbara De Salvo, Leti, CED-TECH
Hyunsang Hwang, Pohang University of Science and Technology
Shimeng Yu, Arizona State University

Symposium Support

Journal of Applied Physics | AIP Publishing
EM07.06: Neuromorphic Device I—Neuron and Synapse
Session Chairs
Seyoung Kim
Rainer Waser
Tuesday AM, November 28, 2017
Hynes, Level 1, Room 110

8:30 AM - *EM07.06.01
Diffusive Memristors as Artificial Synapses and Neurons for Neural Networks

Zhongrui Wang 1 , Saumil Joshi 1 , Can Li 1 , Yunning Li 1 , Mingyi Rao 1 , Rivu Midya 1 , Shiva Asapu 1 , Wenhao Song 1 , Qiangfei Xia 1 , J. Yang 1
1 Department of Electrical Engineering, University of Massachusetts Amherst, Amherst, Massachusetts, United States

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9:00 AM - EM07.06.02
Towards a Leaky Integrate and Fire Mott Artificial Neuron Made on Chip

Coline Adda 2 3 , Pablo Stoliar 3 , Julien Tranchant 1 , Benoit Corraze 1 , Marie-Paule Besland 1 , Marcelo Rozenberg 4 , Ralph Gay 3 , Luis Hueso 3 , Etienne Janod 1 , Laurent Cario 1
2 , Institut des Matériaux Jean Rouxel, Nantes France, 3 , CIC nanoGUNE, San Sebastian Spain, 1 , Institut des Matériaux Jean Rouxel, Nantes France, 4 , LPS, CNRS-UMR 8502, Orsay France

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9:15 AM - EM07.06.03
Application of VO2 Metal-Insulator Transition to Capacitor-Less Neuron Circuits

Takeaki Yajima 1 , Tomonori Nishimura 1 , Akira Toriumi 1
1 , University of Tokyo, Tokyo Japan

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9:30 AM - *EM07.06.04
Brain-Inspired Computing with Resistive Memories

Giacomo Pedretti 1 , Valerio Milo 1 , Mario Laudato 1 , Roberto Carboni 1 , Stefano Bianchi 1 , Elia Ambrosi 1 , Alessandro Bricalli 1 , Wei Wang 1 , Zhong Sun 1 , Daniele Ielmini 1
1 Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milano Italy

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10:00 AM -
BREAK

EM07.07: Memristive Switching and Its Characterization for Brain-Inspired Computing
Session Chairs
Daniele Ielmini
J. Yang
Tuesday AM, November 28, 2017
Hynes, Level 1, Room 110

10:30 AM - *EM07.07.01
Fundamental Ingredients of Redox-Based Memristive Switching in Metal Oxides

Rainer Waser 1 , Felix Gunkel 2 , Regina Dittmann 1 , Vikas Rana 1 , Dirk Wouters 2 , Ilia Valov 1 , Stephan Menzel 1
1 , Forschungszentrum Juelich, Juelich Germany, 2 , RWTH Aachen University, Aachen Germany

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11:00 AM - EM07.07.02
Evaluation of Gradual Set and Reset Phenomena in Nanometer-sized HfO2/TiO2 Bilayer Resistive Switching Structures for Synaptic Device Application

Alexander Hardtdegen 1 , Moritz von Witzleben 2 , Ulrich Boettger 2 , Stephan Menzel 1 , Dirk Wouters 2 , Susanne Hoffmann-Eifert 1
1 Peter Grünberg Institute, Forschungszentrum Jülich GmbH, Jülich Germany, 2 Institut für Werkstoffe der Elektrotechnik II, RWTH Aachen University, Aachen Germany

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11:15 AM - EM07.07.03
Learning Dynamics of Spiking Neuromorphic Networks Employing HfO2-Based RRAMs

Stefano Brivio 1 , Daniele Conti 2 , Jacopo Frascaroli 1 , Erika Covi 1 , Manu Nair 3 , Carlo Ricciardi 2 , Giacomo Indiveri 3 , Sabina Spiga 1
1 , Laboratorio MDM, IMM - CNR, Agrate Brianza Italy, 2 Department of Applied Science and Technology (DISAT), Politecnico di Torino, Torino Italy, 3 Institute of Neuroinformatics, University of Zürich and ETH Zürich, Zürich Switzerland

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11:30 AM - EM07.07.04
Simulations of Reset Operation of Phase Change Memory Devices Based on Semiconductor Physics including the Generation-Transport-Recombination (GTR) of Minority Carriers

Sadid Muneer 1 , Helena Silva 1 , Ali Gokirmak 1
1 Department of Electrical and Computer Engineering, University of Connecticut, Storrs, Connecticut, United States

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EM07.08: Neuromorphic System and Algorithm
Session Chairs
Seyoung Kim
Shriram Ramanathan
Tuesday PM, November 28, 2017
Hynes, Level 1, Room 110

1:30 PM - *EM07.08.01
Resistive Memories for Spike-Based Neuromorphic Circuits

Elisa Vianello 1
1 , CEA Leti, Grenoble France

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2:00 PM - EM07.08.02
Device Array Specifications for Training Convolutional Neural Networks

Murat Onen 1 , Tayfun Gokmen 1 , Wilfried Haensch 1
1 , IBM T.J. Watson Research Center, Yorktown Heights, New York, United States

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2:15 PM - EM07.08.03
Nitride Based Memristor Mimicking Synaptic Plasticity

Fei Zeng 1 , Qin Wan 1
1 , Tsinghua University, Beijing China

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2:30 PM - *EM07.08.04
Machine Learning Powered by Nonvolatile Memory—Greedy Edge-Wise Training of Crossbar Array

Doo Seok Jeong 1
1 , KIST, Seoul Korea (the Republic of)

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3:00 PM -
BREAK

EM07.09: Neuromorphic Device II—Resistive Memory-Based Synapse
Session Chairs
Doo Seok Jeong
Elisa Vianello
Tuesday PM, November 28, 2017
Hynes, Level 1, Room 110

3:30 PM - *EM07.09.01
Organismic Materials and Intelligence

Shriram Ramanathan 1
1 , Purdue University, West Lafayette, Indiana, United States

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4:00 PM - EM07.09.02
The Resistive Switching Characteristics of Nanocrystalline HfO2 Films Grown by Fast Atomic Layer Deposition with La(NO3)36H2O Solution Oxidant.

Yong Chan Jung 1 , Sejong Seong 1 , Taehoon Lee 1 , Seon Yong Kim 1 , In-Sung Park 1 , Jinho Ahn 1
1 , Hanyang University, Seoul Korea (the Republic of)

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4:15 PM - EM07.09.03
Finite Element Modeling of Phase Change Memory Devices—Electro-Thermal Effects and Crystallization-Amorphization Dynamics

Zachary Woods 1 , Jake Scoggin 1 , Adam Cywar 1 , Helena Silva 1 , Ali Gokirmak 1
1 Electrical and Computer Engineering, University of Connecticut, Storrs, Connecticut, United States

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4:30 PM - EM07.09.04
Resistive Switching Memory Based on Silver-Doped Chitosan Thin Films

Charlotte Strobel 1 , Tanja Sandner 1 , Steffen Strehle 1
1 , Ulm University, Ulm Germany

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4:45 PM - EM07.09.05
Ionic Conductive Chalcogenide Films for Nanoscale Memories

Tomas Wagner 1 , Bo Zhang 1 , Silviya Valkova 1 , Radim Vala 1 , Max Fraenkl 1 , Pavel Rozsíval 1 , Milos Krbal 1
1 , University of Pardubice, Pardubice Czechia

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EM07.10: Poster Session II
Session Chairs
Seyoung Kim
Yun Seog Lee
Tuesday PM, November 28, 2017
Hynes, Level 1, Hall B

8:00 PM - EM07.10.01
Finite Element Modeling of Phase Change Memory Devices—Impact of Thermal Boundary Resistances

Jake Scoggin 1 , Zachary Woods 1 , Adam Cywar 1 , Helena Silva 1 , Ali Gokirmak 1
1 , University of Connecticut, Storrs, Connecticut, United States

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8:00 PM - EM07.10.02
Modeling SiO2 Doped Ge2Sb2Te5 Phase-Change Memory Devices

Hunter Malboeuf 1 , Zachary Woods 1 , Jake Scoggin 1 , Helena Silva 1 , Ali Gokirmak 1
1 Electrical and Computer Engineering, University of Connecticut, Willington, Connecticut, United States

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8:00 PM - EM07.10.03
Design of Phase-Change Material Based on Lattice Distortion for Memory and Neuromorphic Device

Minho Choi 1 , Heechae Choi 2 , Sehyun Kwon 1 , Seungchul Kim 3 , Kwang-Ryeol Lee 3 , Jinho Ahn 1 , Yong Tae Kim 3
1 , Hanyang University, Seoul Korea (the Republic of), 2 , Virtual Lab. Inc., Seoul Korea (the Republic of), 3 , Korea Institute of Science and Technology, Seoul Korea (the Republic of)

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8:00 PM - EM07.10.05
Fabrication and Evaluation of a Self-Repairable Resistive Device for a Synaptic Device

Takahiko Ban 1 , Yukiharu Uraoka 2 , Shin-ichi Yamamoto 1
1 , Ryukoku University, Otsu Japan, 2 , Nara Institute of Science and Technology, Ikoma Japan

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8:00 PM - EM07.10.06
Hybrid Neuromemristive System towards Human Brain-Scale Computation

Erika Covi 1 , Richard George 2 , Stefano Brivio 1 , Jacopo Frascaroli 1 , Hesham Mostafa 2 , Christian Mayr 3 , Giacomo Indiveri 2 , Sabina Spiga 1
1 , Laboratorio MDM, CNR-IMM, Agrate Brianza (MB) Italy, 2 Institute of Neuroinformatics (INI), University of Zürich and ETH Zürich, Zurich Switzerland, 3 Institute of Circuits and Systems, Technical University of Dresden, Dresden Germany

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8:00 PM - EM07.10.07
Computational Design of a Synapse Device Based on Phase-Change Material

Minkyu Shin 1 , Yongwoo Kwon 1
1 , Hong-ik University, Seoul Korea (the Republic of)

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2017-11-29   Show All Abstracts

Symposium Organizers

Seyoung Kim, IBM T.J. Watson Research Center
Barbara De Salvo, Leti, CED-TECH
Hyunsang Hwang, Pohang University of Science and Technology
Shimeng Yu, Arizona State University

Symposium Support

Journal of Applied Physics | AIP Publishing
EM07.11: Devices for Neuromorphic Computation
Session Chairs
Julie Grollier
Yun Seog Lee
Wednesday AM, November 29, 2017
Hynes, Level 1, Room 110

8:30 AM - *EM07.11.01
Toward an Analog Neural Accelerator with 10 fJ per Operation using Resistive Synaptic Devices

Matthew Marinella 2 , Sapan Agarwal 1 , Robin Jacobs-Gedrim 1 , John Niroula 1 , Ron Goeke 1 , Alex Hsia 1 , Elliot Fuller 2 , Alec Talin 2 , Conrad James 1
2 , Sandia National Laboratories, Livermore, California, United States, 1 , Sandia National Laboratories, Albuquerque, New Mexico, United States

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9:00 AM - EM07.11.02
A Universal Platform for Fabricating Organic Electrochemical Devices and their Applications in Neuromorphic Computing

Duc Duong 1 , Gregorio Faria 2 , Pongkarn Chakthranont 3 , Yaakov Tuchman 1 , Thomas F. Jaramillo 3 , Alberto Salleo 1
1 Materials Science and Engineering, Stanford University, Stanford, California, United States, 2 Instituto de Física de São Carlos, Universidade de São Paulo, São Carlos Brazil, 3 Department of Chemical Engineering, Stanford University, Stanford, California, United States

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9:15 AM - EM07.11.03
Neuromorphic Device Architectures Using Electrolyte Gating

Paschalis Gkoupidenis 1 2 , Dimitrios Koutsouras 1 2 , George Malliaras 2
1 , Max Planck Institute for Polymer Research, Mainz Germany, 2 Department of Bioelectronics, Ecole Nationale Supérieure des Mines, CMP, Gardanne France

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9:30 AM - *EM07.11.04
A Cross-Layer Design Study of Hardware Neural Network Enabled by Analog RRAM-Based Electronic Synapse

Chih-Cheng Chang 1 , Pin-Chun Chen 1 , Yu-Lin Shen 1 , Chih-Chun Su 1 , Teyuh Chou 1 , I-Ting Wang 1 , Che-Chia Chang 1 , Boris Hudec 1 , Tuo-Hung Hou 1
1 Department of Electronics Engineering and Institute of Electronics, National Chiao Tung University, Hsinchu Taiwan

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10:00 AM -
BREAK

EM07.12: Neuromorphic Device III—New Concept and Novel Materials
Session Chairs
Tuo-Hung Hou
Matthew Marinella
Wednesday AM, November 29, 2017
Hynes, Level 1, Room 110

10:30 AM - *EM07.12.01
Learning Pattern Classification with Coupled Spin-Torque Nano-Oscillators

Miguel Romera 1 , Philippe Talatchian 1 , Flavio Abraujo 1 , Sumito Tsunegi 2 , Hitoshi Kubota 2 , Kay Yakushiji 2 , Akio Fukushima 2 , Shinji Yuasa 2 , Paolo Bortolotti 1 , Vincent Cros 1 , Damir Vodenicarevic 3 , Nicolas Locatelli 3 , Damien Querlioz 3 , Julie Grollier 1
1 Unité Mixte de Physique CNRS/Thales, Palaiseau, Université Paris-Sud, Orsay France, 2 , Spintronics Research Center, AIST, Tsukuba Japan, 3 Centre de Nanosciences et de Nanotechnologies, CRNS, Université Paris-Sud, Orsay France

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11:00 AM - EM07.12.02
Spin-Torque Nano-Oscillator Driven by Spin Pumping for Phase-Based Neuromorphic Computing

Shaloo Rakheja 1 , Nickvash Kani 2
1 , New York University, Brooklyn, New York, United States, 2 Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, Georgia, United States

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11:15 AM - EM07.12.03
Development of Dense and Highly Homogenous Quantum Dot—Microlaser Arrays for Optical Reservoir Computing

Tobias Heuser 1 , Jan Große 1 , Arsenty Kaganskiy 1 , Daniel Brunner 2 , Stephan Reitzenstein 1
1 , TU Berlin, Berlin Germany, 2 , FEMTO-ST, Besancon France

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11:30 AM - EM07.12.04
Large Tunneling Electroresistance and Memristive Responses in Organic Ferroelectric P(VDF-TrFE)-Based Tunnel Junctions

Sayani Majumdar 1 , Qihang Qin 2 , Sebastiaan van Dijken 1
1 , Aalto University, Espoo Finland, 2 , VTT Technical Research Center, Espoo Finland

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11:45 AM - EM07.12.05
Peptide-Doped Lipid Membranes as Synaptic-Mimics

Joseph Najem 2 3 1 , Graham Taylor 2 3 , Stephen Sarles 3 , Charles Collier 2
2 , Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States, 3 , University of Tennessee, Knoxville, Knoxville, Tennessee, United States, 1 , Oak Ridge National Laboratory/University of Tennessee, Oak Ridge, Tennessee, United States

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EM07.13: Neuromorphic Device and Application II
Session Chairs
Jeehwan Kim
Seyoung Kim
Wednesday PM, November 29, 2017
Hynes, Level 1, Room 110

1:30 PM - *EM07.13.01
Large-Area-Electronics Systems Enabled by Machine-Learning Algorithms

Naveen Verma 1 , Yasmin Afsar 1 , Yoni Mehlman 1 , Tiffany Moy 1 , Can Wu 1 , Sigurd Wagner 1 , James Sturm 1
1 , Princeton University, Princeton, New Jersey, United States

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2:00 PM - EM07.13.02
Multi-Contact Phase Change Logic Devices

Raihan Sayeed Khan 1 , Nadim Kan'an 1 , Jake Scoggin 1 , Zachary Woods 1 , Lhacene Adnane 1 , Anna Gorbenko 1 , Ali Gokirmak 1 , Helena Silva 1
1 , University of Connecticut, Storrs, Connecticut, United States

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2:15 PM - EM07.13.03
Data-Driven Analysis of Magnetism in Transition-Metal Thin Films on MgO(001)

Kohji Nakamura 1 5 , Kohei Nozaki 1 5 , koji Hukushima 2 5 , Hiori Kino 5 , Masato Okada 3 5 , Toru Akiyama 1 , Tomonori Ito 1 , Tamio Oguchi 4 5
1 , Mie University, Tsu Japan, 5 , National Institute for Materials Science, Tsukuba Japan, 2 , The University of Tokyo, Komaba Japan, 3 , The University of Tokyo, Kashiwa Japan, 4 , Osaka University, Ibaraki Japan

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2:30 PM -
BREAK

EM07.14: Neuromorphic Device IV—New Concept and Novel Materials
Session Chairs
Tuo-Hung Hou
Naveen Verma
Wednesday PM, November 29, 2017
Hynes, Level 1, Room 110

3:30 PM - *EM07.14.01
Uniform Epitaxial Si Memory by One-Dimensional Filament Confinement for Large-Scale Synaptic Arrays

Shinhyun Choi 1 , Scott Tan 1 , Yunjo Kim 1 , Jeehwan Kim 1
1 , Massachusetts Institute of Technology, Cambridge, Massachusetts, United States

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4:00 PM - EM07.14.02
Multi-Terminal Memtransistors from Polycrystalline Monolayer MoS2

Vinod Sangwan 1 , Hong-Sub Lee 1 , Hadallia Bergeron 1 , Itamar Balla 1 , Kan-Sheng Chen 1 , Megan Beck 1 , Mark Hersam 1
1 , Northwestern University, Evanston, Illinois, United States

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4:15 PM - EM07.14.03
A Nano-Electromechanical Memristor

Mario Hofmann 1 , Ya-Ping Hsieh 2 , Ding-Rui Chen 3
1 , National Taiwan University, Taipei Taiwan, 2 , Academia Sinica, Taipei Taiwan, 3 , National Chung Chen University, Chiayi Taiwan

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4:30 PM - EM07.14.04
Inkjet Printed HfO2-Based ReRAMs—First Demonstration, Performance and a First Insight in Mechanisms

Giovanni Vescio 1 , Gemma Martín 1 , Albert Crespo-Yepes 2 , Sergi Claramunt 2 , Daniel Alonso 2 , Julian López-Vidrier 3 , Sònia Estradé 1 , Marc Porti 2 , Rosana Rodriguez 2 , Francesca Peiró 1 , Albert Cornet 1 , Albert Cirera 1 , Montserrat Nafría 2
1 Engineering, Electronics, University of Barcelona, Barcelona Spain, 2 Electronic Engineering, Universitat Autònoma de Barcelona, Barcelona Spain, 3 , Albert-Ludwigs-University Freiburg, Freiburg Germany

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