2018 MRS Spring Meeting

Symposium EP06 : Materials, Devices and Systems for Machine Learning and Neuromorphic Computing

2018-04-03   Show All Abstracts

Symposium Organizers

Bipin Rajendran, New Jersey Institute of Technology
Duygu Kuzum, University of California San Diego
Abu Sebastian, IBM Research-Zurich
Manan Suri, Indian Institute of Technology Delhi
EP06.01: Neuromorphic Devices I
Session Chairs
Fabien Alibart
Duygu Kuzum
Tuesday AM, April 03, 2018
PCC North, 200 Level, Room 221 C

10:30 AM - EP06.01.01
Technologies for Massively Scaled-Out Neuromorphic Systems (MaSoNs)

Subramanian Iyer1,Xuefeng Gu1,SivaChandra Jhangam1,Zhe "Frank" Wan1

University of California, Los Angeles1

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11:00 AM - EP06.01.02
Floating Gate Memory-Based on Ion Insertion Electrodes for Low-Voltage Analog Computing

Elliot Fuller1,Scott Keene2,Zhongrui Wang3,Sapan Agarwal1,Matthew Marinella1,J. Yang3,Alberto Salleo3,A. Talin1

Sandia National Laboratories1,Stanford University2,University of Massachusetts Amherst3

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11:15 AM - EP06.01.03
Observation of Conductance Plateaus in a Molecular Film via Nanometer Control of Phase Boundary

Sreetosh Goswami1,Hariom Jani1,Soumya Sarkar1,Sreebrata Goswami2,Thirumalai Venkatesan1,Jens Martin1

National Univ of Singapore1,Indian Association for the Cultivation of Science2

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11:30 AM - EP06.01.04
ReRAM-Based Synapse Devices and IMT Oscillator Neuron for Neuromorphic System

Hyunsang Hwang1

Pohang University of S&T1

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EP06.02: Resistive Switching Devices
Session Chairs
Udayan Ganguly
Hyunsang Hwang
Tuesday PM, April 03, 2018
PCC North, 200 Level, Room 221 C

1:30 PM - EP06.02.01
Resistive Switching Mechanism in Metallic Perovskite Thin-Film Oxides Displaying Metal-Insulator Transitions

Xavier Obradors1,Juan Carlos González-Rosillo1,Rafael Ortega1,Julia Jareño1,Mariona Coll1,Benedikt Arndt2,Regina Dittman2,Ivan Maggio-Aprile3,Jordi Suñé4,Enrique Miranda4,Anna Palau1,Teresa Puig1

ICMAB - CSIC1,Forschungszentrum Juelich GmbH2,University Geneva3,UAB4

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2:00 PM - EP06.02.02
Evolution of Switching Behaviour in Ag:HfO2 Based Conductive-Bridge RAM Devices

Sanjoy Nandi1,Helen Stewart1,Shuai Li1,Robert Elliman1

Australian National Univ1

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2:15 PM - EP06.02.03
Modeling Resistive Synaptic Devices for Implementation of Unsupervised Learning with Spiking Neural Networks

Yuhan Shi1,Sangheon Oh1,Leon Nguyen1,Duygu Kuzum1

University of California, San Diego1

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2:30 PM -
BREAK


EP06.03: Neuromorphic Devices II
Session Chairs
Xavier Obradors
Abu Sebastian
Tuesday PM, April 03, 2018
PCC North, 200 Level, Room 221 C

3:30 PM - EP06.03.01
Neuromorphic Computing—Toward Dynamical Data Processing

Fabien Alibart

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4:00 PM - EP06.03.02
Epitaxial Silicon-Germanium Artificial Synapses for Neuromorphic Computing Systems

Scott Tan1,Shinhyun Choi1,Zefan Li1,Yunjo Kim1,Chanyeol Choi1,Pai-Yu Chen2,Hanwool Yeon1,Shimeng Yu2,Jeehwan Kim1

Massachusetts Institute of Technology1,Arizona State University2

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4:15 PM - EP06.03.03
Ferroelectric Coupled Oscillator Network for Neuromorphic Computing

Zheng Wang1,Sourabh Khandelwal2,Asif Khan1

Georgia Institute of Technology1,Macquarie University2

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4:30 PM - EP06.03.04
Dynamics, Design and Application of a Silicon-on-Insulator Technology Based Neuron

Udayan Ganguly1,Sangya Dutta1,Tanmay Chavan1,Shashwat Shukla1,Aditya Shukla1,Vinay Kunar1,Nihar Ranjan Mohapatra2

IIT Bombay1,IIT Gandhinagar2

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EP06.04: Poster Session
Session Chairs
Tuesday PM, April 03, 2018
PCC North, 300 Level, Exhibit Hall C-E

5:00 PM - EP06.04.01
Single- and Double-Gate Synaptic Transistors with a Reversible and Analog Drain Current Modulation Using a Pt/HfOx/n-IGZO Memcapacitor

Paul Yang1,Hyung Jun Kim1,Daehoon Park1,Geon Won Beom1,Jong-Sung Park1,Chi Jung Kang1,Tae-Sik Yoon1

Myongji University1

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5:00 PM - EP06.04.02
Long- and Short-Term Potentiation and Depression in an Organic Electronic Synapse

Jennifer Gerasimov1,Magnus Berggren1,Roger Gabrielsson1,Simone Fabiano1

Linkoping University1

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5:00 PM - EP06.04.03
Artificial Synapse Based on Polymer-Blended Perovskite

Sung Il Kim1,Yeongjun Lee2,Wentao Xu3,Tae-Woo Lee1,3,4

Seoul National University1,Pohang University of Science and Technology (POSTECH)2,Research Institute of Advanced Materials, Seoul National University3,BK21 PLUS SNU Materials Division for Educating Creative Global Leaders, Seoul National University4

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5:00 PM - EP06.04.04
Drift-Diffusion Simulation of Coupled Ionic-Electronic Devices

Steven McGarry1,Cem Bonfil1,2,Tom Smy1

Carleton University1,Optiwave2

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5:00 PM - EP06.04.05
Keystroke Dynamics Enabled Authentication and Identification Using Triboelectric Nanogenerator Array

Changsheng Wu1,Wenbo Ding1,Ruiyuan Liu1,Zhong Lin Wang1

Georgia Institute of Technology1

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5:00 PM - EP06.04.06
Analog Memcapacitance Characteristics in Al/SiO2/TaOx/n-IGZO Capacitor Structure for Synaptic Transistor

Geon Won Beom1,Paul Yang1,Daehoon Park1,Hyung Jun Kim1,Chi Jung Kang1,Tae-Sik Yoon1

Myongji University1

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5:00 PM - EP06.04.07
Scaling Behaviour and Anatomy of Filamentary Threshold Switching in NbOx

Sanjoy Nandi1,Shuai Li1,Xinjun Liu1,Robert Elliman1

Australian National Univ1

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5:00 PM - EP06.04.08
A Synaptic Transistor Based on Two-Dimensional Molybdenum Oxide

Dashan Shang1,Chuansen Yang1,Nan Liu1,Young Sun1

Institute of Physics, Chinese Academy of Sciences1

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5:00 PM - EP06.04.09
Polymer-Based Non-Volatile Analog Synapses for Low-Power Neuromorphic Computing

Armantas Melianas1,Scott Keene1,Alexander Giovannitti2,Iain McCulloch2,3,Alberto Salleo1

Stanford University1,Imperial College London2,King Abdullah University of Science and Technology (KAUST)3

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2018-04-04   Show All Abstracts

Symposium Organizers

Bipin Rajendran, New Jersey Institute of Technology
Duygu Kuzum, University of California San Diego
Abu Sebastian, IBM Research-Zurich
Manan Suri, Indian Institute of Technology Delhi
EP06.05: In-Memory Computing
Session Chairs
Bipin Rajendran
Abu Sebastian
Wednesday AM, April 04, 2018
PCC North, 200 Level, Room 221 C

8:30 AM - EP06.05.01
Keynote: Neuromorphic Computation for Hardware Acceleration of Deep Neural Networks—Challenges and Perspectives

Geoffrey Burr1,Pritish Narayanan1,Stefano Ambrogio1,Hsinyu Tsai1,Robert M. Shelby1

IBM Almaden Research Ctr1

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9:15 AM - EP06.05.02
Keynote: What is Beyond Deep and Narrow for AI?

Dileep George1

Vicarious AI1

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10:00 AM -
BREAK


10:30 AM - EP06.05.03
Neural-Like Computing with Populations of Superparamagnetic Basis Functions

Alice Mizrahi1,Tifenn Hirtzlin2,Akio Fukushima3,Hitoshi Kubota3,Shinji Yuasa3,Mark Stiles1,Julie Grollier4,Damien Querlioz2

National Institute of Standards and Technology1,C2N2,National Institute of Advanced Industrial Science and Technology3,CNRS/Thales4

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11:00 AM - EP06.05.04
Flexible Ionic-Electronic Hybrid Oxide Synaptic TFTs with Programmable Dynamic Plasticity for Brain-Inspired Neuromorphic Computing

Rohit John1,Jieun Ko1,Wei Lin Leong1,Nripan Mathews1,2

Nanyang Technological University1,Energy Research Institute @ NTU (ERI@N)2

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11:15 AM - EP06.05.05
Increasing Information Storage Capacity in Computing Devices Formed from Self-Oscillating Gels

Yan Fang1,Victor Yashin1,Samuel Dickerson1,Anna Balazs1

University of Pittsburgh1

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11:30 AM - EP06.05.06
Memristor-Based Analog Computations—Devices, Systems and Experimental Demonstrations

Suhas Kumar1,John Paul Strachan1

Hewlett Packard Labs1

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EP06.06: Materials and Devices for Large-Scale Data Analytics
Session Chairs
Geoffrey Burr
Manan Suri
Wednesday PM, April 04, 2018
PCC North, 200 Level, Room 221 C

1:45 PM - EP06.06.01
Processing Big-Data with Metal-Oxide Memristors

Alex Serb1,Themis Prodromakis1,2

University of Southampton1,Tsinghua University2

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2:15 PM - EP06.06.03
Scalable Neuromorphic Computing Platform Based on Indium Phosphide Synaptic Device on Silicon

Jun Tao1,Debarghya Sarkar1,Rehan Kapadia1

University of Southern California1

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2:30 PM -
BREAK


EP06.07: Computing Architectures Enabled by New Materials and Devices
Session Chairs
Suhas Kumar
Alex Serb
Wednesday PM, April 04, 2018
PCC North, 200 Level, Room 221 C

3:30 PM - EP06.07.01
Neuromorphic Architectures for Smart Sensing Applications—Lessons from the Insect Brain

Angel Yanguas-Gil1,Jeffrey Elam1

Argonne National Laboratory1

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4:00 PM - EP06.07.02
Rewiring in Deep Neural Networks with Noisy Parameter Updates

Robert Legenstein1

Graz University of Technology1

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4:30 PM - EP06.07.03
Organic Ferroelectric Memristors for Neuromorphic Computing

Sayani Majumdar1

Aalto University1

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4:45 PM - EP06.07.04
Neuromorphic Computing by Organic Transistor Circuits

Paddy K. L. Chan1,Xudong Ji1,Kwok Ki Chik1

University of Hong Kong1

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2018-04-05   Show All Abstracts

Symposium Organizers

Bipin Rajendran, New Jersey Institute of Technology
Duygu Kuzum, University of California San Diego
Abu Sebastian, IBM Research-Zurich
Manan Suri, Indian Institute of Technology Delhi
EP06.08: Design and Modeling for Neuromorphic Computing
Session Chairs
Duygu Kuzum
Manan Suri
Thursday AM, April 05, 2018
PCC North, 200 Level, Room 221 C

9:00 AM - EP06.08.01
Keynote: Transforming Nanodevices into NanoSystems—The N3XT 1,000X

Subhasish Mitra1

Stanford University1

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10:00 AM -
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10:30 AM - EP06.08.02
Design and CMOS Co-Integration of ReRAM Devices and Crossbar Arrays for Neuromorphic Applica

Yusuf Leblebici1

EPFL1

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11:00 AM - EP06.08.03
Oxide Architectures and Defect Design for Next Materials in Neuromorphic Computing

Jennifer Rupp1

MIT1

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11:30 AM - EP06.08.04
Non-Volatile Memory Device Optimization Trends from Ab Initio Simulations

Blanka Magyari-Kope1,Yoshio Nishi1

Stanford Univ1

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EP06.09: Neuromorphic Devices III
Session Chairs
Bipin Rajendran
Han Wang
Thursday PM, April 05, 2018
PCC North, 200 Level, Room 221 C

1:30 PM - EP06.09.01
Analog HfO2-Based Memristive Devices for Spiking Neural Networks

Sabina Spiga1,Stefano Brivio1,Erika Covi1,Jacopo Frascaroli1

CNR-IMM1

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2:00 PM - EP06.09.02
Low-Power, Electrochemically-Tunable Graphene Synapses for Neuromorphic Computing

Mohammad Sharbati1,Yanhao Du1,Yiyang Li2,Pei Liu1,Minhee Yun1,Feng Xiong1

University of Pittsburgh1,Sandia National Laboratories2

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2:15 PM - EP06.09.03
Demonstrative Operation of Four-Terminal Memristive Devices by Controlling Oxygen Vacancy Distribution in TiO2-x Single Crystals

Akira Sakai1,Takuma Shimizu1,Masato Shimotani1,Shotaro Takeuchi1,Tetsuya Tohei1

Osaka Univ1

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2:30 PM -
BREAK


EP06.10: Materials and Devices for Large Scale Computing Systems
Session Chairs
Yusuf Leblebici
Sabina Spiga
Thursday PM, April 05, 2018
PCC North, 200 Level, Room 221 C

3:30 PM - EP06.10.01
Emerging 2D Material Devices for Neuromorphic Computing

Han Wang1

University of Southern California1

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4:00 PM - EP06.10.02
Synaptic Learning and Memory Functions in Amorphous Yttria-Based Memristive Systems

Brajendra Sengar1,Mangal Das1,Amitesh Kumar1,Biswajit Mandal1,Shaibal Mukherjee1

Indian Institute of Technology1

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4:15 PM - EP06.10.03
Hybrid Synaptic Elements for Opto-Neuromorphic Computing

Rohit John1,Natalia Yantara1,Nripan Mathews1

Nanyang Technological University1

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4:30 PM - EP06.10.04
Investigation of Resistive Switching Behavior for Glucose-Based Biomaterials

Sung Pyo Park1,Young Jun Tak1,Hee Jun Kim1,Jin Hyeok Lee1,Hyun Jae Kim1

Yonsei University1

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4:45 PM - EP06.10.05
Synaptic Functions Revealed in Dual Ion Beam Sputtered Zinc Oxide Based Memristive Devices for Neuromorphic Computing

Brajendra Sengar1,Amitesh Kumar1,Mangal Das1,Rohit Singh1,Md Arif Khan1,Abhinav Kranti1,Shaibal Mukherjee1

IIT Indore1

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