Two-Dimensional Oscillatory Neural Networks for Energy Efficient Neuromorphic Computing

Project Information

NeurONN

Grant agreement ID: 871501

DOI 10.3030/871501

Project closed

EC signature date 25 October 2019

Start date 1 January 2020

End date 30 June 2023

Funded under

• INDUSTRIAL LEADERSHIP - Leadership in enabling and industrial technologies - Information and Communication Technologies (ICT)

Total cost € 4 232 737,50

EU contribution € 4 232 737,50

Coordinated by

CENTRE NATIONAL DE LA RECHERCHE SCIENTIFIQUE CNRS
France

Deliverables

Documents, reports (6)

Characterization of 2D memristor arrays

Characterization of 2D memristor array

Flyer, newsletter, general presentation etc.
Website, Internal communication portal
Multi-layer ONN implementation

Multilayer ONN implementation

Characterization of VO2 arrays
Overall integration process flow and interfaces

Publications

Other (27)

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
Publisher: 2nd International Phase-Change Switch Workshop on Neuromorphic Computing

Volatile Memristors Based on Vanadium Dioxide: Linking Material Properties to the Dynamics of Neuromorphic Circuits

Author(s): Stefania Carapezzi, Gabriele Boschetto, Corentin Delacour, Aida Todri-Sanial
Published in: Materials Research Society (MRS) Fall Meeting and Exhibit, 2022
Publisher: Materials Research Society (MRS)

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
Publisher: MRS Fall Meeting 2020

Using Oscillatory Neural Network for Pattern Recognition and Mobile Robot Control

Author(s): Madeleine Abernot; Thierry Gil; Aida Todri-Sanial
Published in: SOPHI.A SUMMIT (https://univ-cotedazur.fr/events-uca/sophia-summit), Issue 1, 2020
Publisher: HAL LIRMM-Open Archive

Modeling Insulator-to-Metal Transition for Simulation of Oscillators based on Vanadium Dioxide for Applications in Neuromorphic Computing

Author(s): Stefania Carapezzi, Aida Todri-Sanial
Published in: SURGE Virtual Event North America 2021, Issue October 14th 2021, 2021, Page(s) https://silvaco.com/dynamicweb/jsp/downloads/SurgeAction.do?action=silen-surge&location=north_america
Publisher: HAL LIRMM Open Archive

Ab Initio Simulations of Defective Metal Contacts in Beyond-CMOS Devices Based on Single-layer MoS2: Impact of Small and Extended Defects

Author(s): Gabriele Boschetto, Stefania Carapezzi, Aida Todri-Sanial
Published in: Graphene 2022, Issue July 2022, 2022
Publisher: HAL-LIRMM Open Archive

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

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

Hardware implementation of Oscillatory Neural Networks

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

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
Publisher: INS2I CNRS

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
Publisher: VICERRECTORADO DE INVESTIGACIÓN

Computing with Oscillating Neural Networks

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

Modelling Defective MoS2 and Au Interfaces in 2D Memristors by Combining DFT with Green’s Function Surface Calculations.

Author(s): Gabriele Boschetto, Stefania Carapezzi, Aida Todri-Sanial
Published in: 2022 MRS Fall Meeting & Exhibit, 2022
Publisher: 2022 MRS Fall Meeting & Exhibit

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
Publisher: Neuromorphs: The Group of Neuromorphic Systems at the Seville Microelectronics Institute

Two-dimensional oscillatory neural networks for energy efficient neuromorphic computing

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

Like a Brain

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

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
Publisher: IEEE International Conference on Design & Technology of Integrated Systems in Nanoscale Era (DTIS)

Digital Oscillatory Neural Networks for AI Edge Applications

Author(s): Madeleine Abernot, Corentin Delacour, Gabriele Boschetto, Stefania Carapezzi, Thierry Gil, Nadine Azemard, Aida Todri-Sanial
Published in: 16ème Colloque National du GDR SoC², 2022
Publisher: HAL-LIRMM Open Archive

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
Publisher: HAL-LIRMM Open Archive

2D materials promise ultra-efficient neuromorphic computing

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

First-Principles Simulations of Vacancies and Grain Boundaries in Monolayer MoS2-Au Interfaces for Unconventional Computing Paradigm

Author(s): Gabriele Boschetto, Stefania Carapezzi, Corentin Delacour, Madeleine Abernot, Thierry Gil, Aida Todri-Sanial
Published in: E-MRS 2022 Spring Meeting, Issue May 2022, 2022
Publisher: HAL-LIRMM Open Archive

A.I.Mergence joins the European Consortium NeurONN

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

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
Publisher: Fraunhofer EMFT

Energy-efficient technologies for neuromorphic computers

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

NeurONN: des neurones oscillants pour une nouvelle architecture informatique

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

Energy-Performance Assessment of Oscillatory Neural Networks based on VO2 Devices for Future Edge AI Computing

Author(s): Corentin Delacour, Stefania Carapezzi, Madeleine Abernot, Aida Todri-Sanial
Published in: HAL LIRMM Open Archive, 2022
Publisher: HAL LIRMM Open Archive

Memristive Neuromorphic Systems

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

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
Publisher: Francken Symposium on Cognitive Matters

Conference proceedings (32)

FPGA Implementation of Oscillatory Neural Networks for Artificial Intelligence Edge Computing

Author(s): Abernot, Madeleine; Boschetto, Gabriele; Carapezzi, Stefania; Delacour, Corentin; Gil, Thierry; Todri-Sanial, Aida
Published in: ACM Europe Summer school on HPC Computer Architectures for AI and Dedicated Applications, Aug 2021, Barcelona (Virtual), Spain, Issue 1, 2021, Page(s) (https://europe.acm.org/hpc-summer-school)
Publisher: HAL LIRMM - Open Archive

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
Publisher: XXXV Conference on Design of Circuits and Integrated Systems (DCIS 2020)

EU H2020 NEURONN: 2D Oscillatory Neural Networks For Energy Efficient Neuromorphic Computing

Author(s): Carapezzi, Stefania; Boschetto, Gabriele; Delacour, Corentin; Abernot, Madeleine; Gil, Thierry; Todri-Sanial, Aida
Published in: 15ème Colloque National du GDR SoC², Jun 2021, Rennes, France. 2021, Issue 1, 2021
Publisher: 15ème Colloque National du GDR SoC², Jun 2021, Rennes, France. 2021

VO2 Oscillators on Si Platform for Neuromorphic Computing Applications

Author(s): Stefania Carapezzi, Elisabetta Corti, Gabriele Boschetto, Siegfried Karg, Aida Todri-Sanial
Published in: European Materials Research Society (E-MRS) 2021, Issue September 2021, 2021
Publisher: HAL LIRMM Open Archive

Beyond-CMOS vanadium dioxide devices and oscillators for brain-like information processing

Author(s): Stefania Carapezzi, Gabriele Boschetto, Siegfried Karg, Aida Todri-Sanial
Published in: Materials Research Society (MRS) Fall Meeting and Exhibit 2021, Issue December 2021, 2021
Publisher: HAL LIRMM Open Archive

Mobile Robot Obstacle Avoidance with Oscillatory Neural Networks on FPGA

Author(s): Madeleine Abernot, Thierry Gil, Corentin Delacour, Gabriele Boschetto, Stefania Carapezzi, Nadine Azemard, Jérémie Salles, Théophile Gonos, Aida Todri-Sanial
Published in: IBM/IEEE AI Compute Symposium, Issue October 2021, 2021
Publisher: HAL LIRMM Open Archive

Beyond CMOS Devices for Low-Power Oscillatory Neural Networks for Edge AI Computing

Author(s): Carapezzi, Stefania; Boschetto, Gabriele; Delacour, Corentin; Abernot, Madeleine; Gil, Thierry; Todri-Sanial, Aida
Published in: Albany Nanotechnology Symposium 2021, Issue 1, November 5th 2021, 2021
Publisher: Albany Nanotechnology Symposium 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
Publisher: MaP Graduate Symposium

Energy Efficient Neuromorphic Computing with Oscillatory Neural Networks

Author(s): Todri-Sanial, Aida
Published in: Materials Research Society (MRS) Fall Meeting and Exhibit, Materials Research Society, Issue 1, December 2021, 2021
Publisher: Materials Research Society (MRS) Fall Meeting and Exhibit, Materials Research Society

Beyond CMOS technologies for enabling integrating Artificial Intelligence at the Edge

Author(s): Todri-Sanial, Aida; Gil, Thierry; Abernot, Madeleine; Delacour, Corentin; Carapezzi, Stefania; Boschetto, Gabriele; Karg, Siegfried; Maher, Olivier; Klummp, Armin; Boudadden, Jamila; Linares-Barranco, Bernabé; Avedillo de Juan, María José; Núñez, Juan; Jiménez Través, Manuel; Shamsi, Jafar; Gonos, Theofile; Magueresse, Alexandre; Hardelin, Tanguy; Nejim, Ahmed; Mijalkovic, Slobodan
Published in: https://hal-lirmm.ccsd.cnrs.fr/lirmm-03354108, Issue 1, 2021
Publisher: EPoSS Annual Forum 2021

Neuromorphic Computing based on Oscillatory Neural Networks

Author(s): Aida Todri-Sanial
Published in: HAL-LIRMM Open Archive, Issue 1, 2020
Publisher: SOPHI.A SUMMIT ((https://univ-cotedazur.fr/events-uca/sophia-summit)

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
Publisher: HAL LIRMM-Open Archive

VO2-based Oscillatory Ising Machine: The Role of External Temperature on Performance

Author(s): Corentin Delacour, Stefania Carapezzi, Gabriele Boschetto, Madeleine Abernot, Thierry Gil, et al.
Published in: IEEE NANO 2022 - 22nd IEEE International Conference on Nanotechnology, 2022
Publisher: IEEE NANO 2022 - 22nd IEEE International Conference on Nanotechnology

2D Nanomaterials for Advancing Neuromorphic Computing

Author(s): Todri-Sanial, Aida
Published in: https://hal-lirmm.ccsd.cnrs.fr/lirmm-03354059, Issue 1, 2021
Publisher: 2D MAT 2021

On-Chip Learning with a 15-neuron Digital Oscillatory Neural Network Implemented on ZYNQ Processor.

Author(s): Madeleine Abernot, Thierry Gil, Aida Todri-Sanial.
Published in: ICONS 2022 - International Conference on Neuromorphic Systems, 2022
Publisher: HAL-LIRMM Open Archive

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
Publisher: HAL LIRMM-Open Archive

Energy Consumption and Electronic Devices: Why we need to re-think chip design for AI?

Author(s): Todri-Sanial, Aida
Published in: Venue Parcours Recherche Ingénieur (PRI), 2021, Montpellier, France, Issue 1, September 2021, 2021
Publisher: Venue Parcours Recherche Ingénieur (PRI), 2021, Montpellier, France

Frequency Injection Locking-Controlled Oscillations for Synchronized Operations in VO 2 Crossbar Devices

Author(s): Elisabetta Corti, Corentin Delacour, Aida Todri-Sanial, Siegfried Karg
Published in: 2021 Device Research Conference (DRC), 2021, Page(s) 1-2, ISBN 978-1-6654-1240-7
Publisher: IEEE
DOI: 10.1109/drc52342.2021.9467129

Energy Efficient Neuromorphic Computing with beyond-CMOS Oscillatory Neural Networks

Author(s): Corentin Delacour, Stefania Carapezzi, Gabriele Boschetto, Aida Todri-Sanial
Published in: ICONS 2021 (https://icons.ornl.gov/), 2021
Publisher: HAL-LIRMM Open Archive

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 Xplore, Issue 1, 2021, ISBN 978-1-6654-2429-5
Publisher: IEEE
DOI: 10.1109/newcas50681.2021.9462761

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

Author(s): Boschetto, Gabriele; Carapezzi, Stefania; Todri-Sanial, Aida
Published in: 15th International Conference on Materials Chemistry, Jul 2021, Online Event, Ireland, Issue 1, 2021
Publisher: HAL LIRMM - Open Archive

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

Author(s): Aida Todri-Sanial, Thierry Gil, Nadine Azemard, Jérémie Salles, Eirini Karachristou, Stefania Carapezzi, Madeleine Abernot, Corentin Delacour, Siegfried Karg, Elisabetta Corti, Bernabé Linares-Barranco, María J. Avedillo, Teresa Serrano-Gotarredona, Juan Núñez, Luis Camuñas-Mesa, Jafar Shamsi, Manuel Jiménez, Armin Klumpp, Jamila Boudaden, Théophile Gonos, Tanguy Hardelin, Marie Durieu, E
Published in: EuroNanoForum 2021, Issue 3-5 May 2021, 2021
Publisher: HAL LIRMM Open Archive

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
Publisher: HAL LIRMM-Open Archive

Simulation Toolchain for Neuromorphic Oscillatory Neural Networks Based on Beyond-CMOS Vanadium Dioxide Devices

Author(s): Stefania Carapezzi, Corentin Delacour, Aida Todri-Sanial
Published in: FLEPS 2022 - IEEE International Conference on Flexible and Printable Sensors and Systems, 2022
Publisher: HAL-LIRMM Open Archive

Electrothermal Simulations of Synchronization Dynamics of Coupled Beyond-CMOS Vanadium Dioxide Oscillators for Neuromorphic Computing Applications

Author(s): Carapezzi, Stefania; Delacour, Corentin; Todri-Sanial, Aida
Published in: https://hal-lirmm.ccsd.cnrs.fr/lirmm-03610810, Issue 1, 2022
Publisher: MRS (Materials Research Society) Spring Meeting & Exhibit

Oscillatory Neural Network as Hetero-Associative Memory for Image Edge Detection

Author(s): Abernot, Madeleine; Gil, Thierry; Todri-Sanial, Aida
Published in: NICE '22: The 9th Neuro-Inspired Computational Elements workshop, Issue 1, 2022
Publisher: NICE '22: The 9th Neuro-Inspired Computational Elements workshop
DOI: 10.1145/3517343.3517348

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
Publisher: HAL-LIRMM Open Archive

Computing with Oscillating Neural Networks

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

Oscillatory Neural Networks for Obstacle Avoidance on Mobile Surveillance Robot E4

Author(s): Madeleine Abernot, Thierry Gil, Evgenii Kurylin, Tanguy Hardelin, Alexandre Magueresse, Théophile Gonos, Manuel Jiménez Través, María José Avedillo de Juan, Aida Todri-Sanial
Published in: IJCNN 2022 - IEEE International Joint Conference on Neural Networks, 2022
Publisher: HAL-LIRMM Open Archive

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
Publisher: MaP Graduate Symposium

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: https://hal-lirmm.ccsd.cnrs.fr/lirmm-03229257, Issue 1, 2021, Page(s) 326-331
Publisher: ISVLSI 2021
DOI: 10.1109/isvlsi51109.2021.00066

Effect of Physical Properties on Collective Behavior of Coupled Vanadium Dioxide Oscillators for Neuromorphic Computing Applications

Author(s): Stefania Carapezzi, Aida Todri-Sanial
Published in: E-MRS 2022 - Spring Meeting of the European Materials Research Society, 2022
Publisher: HAL-LIRMM Open Archive

Peer reviewed articles (11)

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, Page(s) 1 - 1, ISSN 2156-3357
Publisher: IEEE Circuits and Systems Society
DOI: 10.1109/jetcas.2021.3128756

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

Author(s): Aida Todri-Sanial, Stefania Carapezzi, Corentin Delacour, Madeleine Abernot, Thierry Gil, Elisabetta Corti, Siegfried F. Karg, Juan Nunez, Manuel Jimenez, Maria J. Avedillo, Bernabe Linares-Barranco
Published in: IEEE Transactions on Neural Networks and Learning Systems, 2021, Page(s) 1-14, ISSN 2162-237X
Publisher: IEEE Computational Intelligence Society
DOI: 10.1109/tnnls.2021.3107771

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
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2021.3063437

Ab Initio Computer Simulations on Interfacial Properties of Single-Layer MoS2 and Au Contacts for Two-Dimensional Nanodevices

Author(s): Gabriele Boschetto, Stefania Carapezzi, Corentin Delacour, Madeleine Abernot, Thierry Gil, Aida Todri-Sanial
Published in: ACS Applied Nano Materials, Issue April 28, 2022, 2022, ISSN 2574-0970
Publisher: ACS applied nano materials
DOI: 10.1021/acsanm.2c00995

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
Publisher: Front. Neurosci. 15:628254
DOI: 10.3389/fnins.2021.628254

Electro-thermal simulations of beyond-CMOS vanadium dioxide devices and oscillators

Author(s): Stefania Carapezzi; Gabriele Boschetto; Siegfried Karg; Aida Todri-Sanial
Published in: MRS Communications, Cambridge University Press, Issue 1, 2022, ISSN 2159-6859
Publisher: Cambridge University Press
DOI: 10.1557/s43579-022-00196-3

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
Publisher: Frontiers in Neuroscience, FRONTIERS MEDIA
DOI: 10.3389/fnins.2021.655823

Mapping Hebbian Learning Rules to Coupling Resistances for Oscillatory Neural Networks

Author(s): Corentin Delacour, Aida Todri-Sanial
Published in: Frontiers in Neuroscience, Issue 15, 2021, ISSN 1662-453X
Publisher: Frontiers in Neuroscience
DOI: 10.3389/fnins.2021.694549

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, Page(s) August 2021 | Volume 15 | Article 713054, ISSN 1662-453X
Publisher: Frontiers in Neuroscience
DOI: 10.3389/fnins.2021.713054

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
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tcsii.2021.3085133

Hardware Implementation of Differential Oscillatory Neural Networks Using VO 2-Based Oscillators and Memristor-Bridge Circuits

Author(s): Jafar Shamsi, María José Avedillo, Bernabé Linares-Barranco, Teresa Serrano-Gotarredona
Published in: Frontiers in Neuroscience, Issue 15, 2021, ISSN 1662-453X
Publisher: Frontiers in Neuroscience, FRONTIERS MEDIA
DOI: 10.3389/fnins.2021.674567