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Two-Dimensional Oscillatory Neural Networks for Energy Efficient Neuromorphic Computing

Publications

VO2 coupled oscillators as hardware accelerators for convolutional neural networks

Author(s): Elisabetta Corti, IBM Research Zurich
Published in: 2nd International Phase-Change Switch Workshop on Neuromorphic Computing, 2020

Scaled VO2 oscillators for neural network applications

Author(s): Elisabetta Corti, Abhishek Khanna, Fabian Koenemann, Bernd Gotsmann and Siegfried Karg (IBM Research Zurich), Kham Niang, John Robertson (Cambridge University)
Published in: MRS Fall Meeting 2020, 2020

Advanced Design Methods From Materials and Devices to Circuits for Brain-Inspired Oscillatory Neural Networks for Edge Computing

Author(s): Stefania Carapezzi, Gabriele Boschetto, Corentin Delacour, Elisabetta Corti, Andrew Plews, Ahmed Nejim, Siegfried Karg, Aida Todri-Sanial
Published in: Journal on Emerging and Selected Topics in Circuits and Systems, 2021

How Frequency Injection Locking Can Train Oscillatory Neural Networks to Compute in Phase

Author(s): A. Todri-Sanial, S. Carapezzi, C. Delacour, M. Abernot, T. Gil, E. Corti, S. Karg, J. Martinez, M. Jimenez, M-J. Avedillo, B. Linares-Barranco
Published in: IEEE Transactions on Neural Networks and Learning Systems, 2021

TCAD Electrothermal Simulations of Self-Oscillations in Vanadium Dioxide Devices for Oscillatory Neural Networks

Author(s): Stefania Carapezzi, Elisabetta Corti, Ahmed Nejim, Siegfried Karg, Aida Todri-Sanial
Published in: European Solid-State Device Research Conference 2021 (ESSDERC), 2021

Two-Dimensional Oscillatory Neural Networks for Energy Efficient Neuromorphic computing (NeurONN)

Author(s): IMSE-CNM
Published in: IMSE-CNM Website, 2020

Hardware implementation of Oscillatory Neural Networks

Author(s): M. Jiménez, CSIC-IMSE
Published in: Programa de Doctorado Ciencias y Tecnologıas Fısicas, 2021

NeurONN: des neurones oscillants pour une nouvelle architecture informatique

Author(s): A. Todri-Sanial
Published in: Institute des Sciences de l’Information et de leurs Interaction (INS2I) du CNRS, 2020

Two-Dimensional Oscillatory Neural Networks for Energy Efficent Neuromorphic computing (NeurONN)

Author(s): Universidad de Sevilla. Vicerrectorado de Investigación.
Published in: Universidad de Sevilla Website, 2020

Digital Implementation of Oscillatory Neural Network for Image Recognition Application

Author(s): Abernot, Madeleine; Gil, Thierry; Jimenez, Manuel; Núñez, Juan; Avedillo, María,; Linares-Barranco, Bernabe; Hardelin, Tanguy; Gonos, Théophile; Todri-Sanial, Aida
Published in: https://hal-lirmm.ccsd.cnrs.fr/lirmm-03185020, Issue 2, 2021

Computing with Oscillating Neural Networks

Author(s): S. Karg, E. Corti
Published in: JOINT LAB MEETING: HERMES & IN-FET, 2021

Two-Dimensional Oscillatory Neural Networks for Energy Efficient Neuromorphic Computing (NeurONN)

Author(s): Neuromorphs: The Group of Neuromorphic Systems at the Seville Microelectronics Institute
Published in: Neuromorphs Website, 2020

Two-dimensional oscillatory neural networks for energy efficient neuromorphic computing

Author(s): SLIVACO EUROPE
Published in: SILVACO EUROPE Website, 2020

Like a Brain

Author(s): Cornelia Meier
Published in: funkschau, Issue 20 February, 2020, 2020

From Nano-Electronics Devices to Neuromorphic Computing

Author(s): S.Karg
Published in: IEEE International Conference on Design & Technology of Integrated Systems in Nanoscale Era (DTIS), 2020

Two-Dimensional Oscillatory Neural Networks for Energy Efficient Neuromorphic Computing

Author(s): Aida Todri-Sanial, Thierry Gil, Nadine Azemard, Jérémie Salles, Stefania Carapezzi, Eirini Karachristou, Madeleine Abernot, Siegfried Karg, Elisabetta Corti, Kirsten Moselund, Bernabé Linares-Barranco, Maria J.Avedillo, Teresa Serrano-Gotarredona, Juan Núñez, Jamila Boudaden, Armin Klumpp, Théophile Gonos, Matthieu Rousseau, Tanguy Hardelin, Ahmed Nejim
Published in: HAL-LIRMM Open Archive, 2020

Mapping Hebbian Learning Rules to Coupling Resistances for Oscillatory Neural Networks

Author(s): Delacour, Corentin; Todri-Sanial, Aida
Published in: Frontiers in Neuroscience, Issue 5, 2021

2D materials promise ultra-efficient neuromorphic computing

Author(s): Julien Happich
Published in: eeNEWS EUROPE, Issue February 20, 2020, 2020

Digital Implementation of Oscillatory Neural Network for Image Recognition Application

Author(s): Abernot, Madeleine; Gil, Thierry; Jimenez, Manuel; Núñez, Juan; Avedillo, María,; Linares-Barranco, Bernabe; Hardelin, Tanguy; Gonos, Théophile; Todri-Sanial, Aida
Published in: Frontiers in Neuroscience, Issue 1, 2021

A.I.Mergence joins the European Consortium NeurONN

Author(s): A.I.Mergence
Published in: A.I.Mergence Website, 2020

On the way to brain-like computing: Kick-off for the EU project NeurONN

Author(s): MA Pirjo Larima-Bellinghoven
Published in: Fraunhofer EMFT Press Briefings, Issue Page 2, 19 February 2020, Press Briefing, Fraumhofer EMFT Media Center, 2020

Energy-efficient technologies for neuromorphic computers

Author(s): Fraunhofer MIKROELEKTRONIK
Published in: Microelectronics News online, 2020, Page(s) 14

NeurONN: des neurones oscillants pour une nouvelle architecture informatique

Author(s): A. Todri-Sanial
Published in: Techno-science.net, 2020

NeurONN: Neuromorphic Computing for Artificial Intelligence at the Edge

Author(s): Carapezzi, Stefania; Abernot, Madeleine; Delacour, Corentin; Azemard, Nadine; Salles, Jeremie; Gil, Thierry; Todri-Sanial, Aida
Published in: https://www.zurich.ibm.com/thinklab/AIcomputesymposium.html, Issue 2, 2020

Memristive Neuromorphic Systems

Author(s): Bernabé Linares-Barranco, CSIC-IMSE
Published in: 2nd International Phase-Change Switch Workshop on Neuromorphic Computing, 2020

Oscillatory Neural Networks based on the insulator-to-metal transition of VO2

Author(s): S. Karg, E. Corti
Published in: Francken Symposium on Cognitive Matters, 2021

Oscillatory Hebbian Rule (OHR): An adaption of the Hebbian rule to Oscillatory Neural Networks

Author(s): Jafar Shamsi, Maria Jose Avedillo, Bernabe Linares-Barranco and Teresa Serrano-Gotarredona
Published in: XXXV Conference on Design of Circuits and Integrated Systems (DCIS 2020), Issue Annual, 2020

Using Oscillatory Neural Network for Pattern Recognition and Mobile Robot Control

Author(s): Madeleine Abernot; Thierry Gil; Aida Todri-Sanial
Published in: https://univ-cotedazur.fr/events-uca/sophia-summit, Issue 1, 2020

Neuromorphic Computing based on Oscillatory Neural Networks

Author(s): Aida Todri-Sanial
Published in: HAL, Issue 1, 2020

Oscillatory Neural Networks for Edge AI Computing

Author(s): Corentin Delacour, Stefania Carapezzi, Madeleine Abernot, Gabriele Boschetto, Nadine Azemard, Jérémie Salles, Thierry Gil, Aida Todri-Sanial
Published in: ISVLSI 2021, 2021

An Inside View into an Artificial Neuron: Self-heating of Vanadium Dioxide Devices

Author(s): Federico Balduini, Elisabetta Corti, Joaquin Antonio Cornejo Jimenez, Kirsten Moselund, Siegfried Karg, Bernd Gotsmann
Published in: MaP Graduate Symposium, Issue 1&2 July 2020, www.map.ethz.ch/graduate-symposium, 2020, Page(s) 14

EU H2020 NEURONN: Two-Dimensional Oscillatory Neural Networks for Energy Efficient Neuromorphic Computing

Author(s): Aida Todri-Sanial; Stefania Carapezzi; Corentin Delacour; Madeleine Abernot; Eirini Karachristou; Thierry Gil; Nadine Azemard; Jérémie Salles; Siegfried Karg; Elisabetta Corti; Bernabé Linares-Barranco; Avedillo, Maria J.; Teresa Serrano-Gotarredona; Juan Núñez; Luis Camuñas-Mesa; Jafar Shamsi; Manuel Jiménez; Armin Klumpp; Jamila Boudaden; Théophile Gonos; Tanguy Hardelin; Marie Durieu; A
Published in: European Forum for Electronic Components and Systems (EFECS), Nov 2020, Brussels, Belgium, Issue 1, 2020

NeurONN: Neuromorphic Computing for Artificial Intelligence at the Edge

Author(s): Stefania Carapezzi; Madeleine Abernot; Corentin Delacour; Nadine Azemard; Jeremie Salles; Thierry Gil; Aida Todri-Sanial
Published in: IBM IEEE CAS/EDS 3rd AI Compute Symposium, Issue 1, 2020

Frequency Injection Locking-Controlled Oscillations for Synchronized Operations in VO2 Crossbar Devices

Author(s): Elisabetta Corti, Corentin Delacour, Aida Todri-Sanial, Siegfried Karg
Published in: DRC 2021, 2021

Quantum Mechanical Simulations of 2D Materials for Unconventional Computing and Biosensing Applications

Author(s): Gabriele Boschetto, Stefania Carapezzi, Aida Todri-Sanial
Published in: RSC MC15, 2021

NeurONN: Neuromorphic Computing with Oscillatory Neural Networks

Author(s): Aida Todri-Sanial
Published in: 2nd International Phase-Change Workshop on Neuromorphic Computing, Issue 1, 2020

Neuromorphic Computing based on Oscillatory Neural Networks

Author(s): Todri-Sanial, Aida
Published in: https://univ-cotedazur.fr/events-uca/sophia-summit, Issue 1, 2020

Computing with Oscillating Neural Networks

Author(s): S. Karg
Published in: AICAS 2021, 2021

Grain-size Tuning of VO2 Films on Si Using Millisecond Flash Annealing

Author(s): Elisabetta Corti, Joaquin Cornejo Jimenez, Fedeerico Balduini, Kirsten Moselund, Bernd Gotsmann and Siegfried Karg
Published in: MaP Graduate Symposium, Issue 1&2 July 2020, www.map.ethz.ch/graduate-symposium, 2020, Page(s) 44

Multi-Scale Modeling and Simulation Flow for Oscillatory Neural Networks for Edge Computing

Author(s): Carapezzi, Stefania; Delacour, Corentin; Boschetto, Gabriele; Corti, Elisabetta; Abernot, Madeleine; Nejim, Ahmed; Gil, Thierry; Karg, Siegfried; Todri-Sanial, Aida
Published in: IEEE NEWCAS 2021, Issue 1, 2021

Neuromorphic Low-Power Inference on Memristive Crossbars With On-Chip Offset Calibration

Author(s): Charanraj Mohan, L. A. Camunas-Mesa, Jose M. De La Rosa, Elisa Vianello, Teresa Serrano-Gotarredona, Bernabe Linares-Barranco
Published in: IEEE Access, Issue 9, 2021, Page(s) 38043-38061, ISSN 2169-3536
DOI: 10.1109/access.2021.3063437

Coupled VO2 Oscillators Circuit as Analog First Layer Filter in Convolutional Neural Networks

Author(s): Elisabetta Corti, Joaquin Antonio Cornejo Jimenez, Kham M. Niang, John Robertson, Kirsten E. Moselund, Bernd Gotsmann, Adrian M. Ionescu, Siegfried Karg
Published in: Frontiers in Neuroscience, Issue 15, 2021, ISSN 1662-453X
DOI: 10.3389/fnins.2021.628254

Oscillatory Neural Networks Using VO2 Based Phase Encoded Logic

Author(s): Juan Núñez, María J. Avedillo, Manuel Jiménez, José M. Quintana, Aida Todri-Sanial, Elisabetta Corti, Siegfried Karg, Bernabé Linares-Barranco
Published in: Frontiers in Neuroscience, Issue 15, 2021, ISSN 1662-453X
DOI: 10.3389/fnins.2021.655823

Insights into the Dynamics of Coupled VO2 Oscillators for ONNs

Author(s): Juan Nunez, Jose M. Quintana, Maria J. Avedillo, Manuel Jimenez, Aida Todri-Sanial, Elisabetta Corti, Siegfried Karg, Bernabe Linares-Barranco
Published in: IEEE Transactions on Circuits and Systems II: Express Briefs, 2020, Page(s) 1-1, ISSN 1549-7747
DOI: 10.1109/tcsii.2021.3085133