Two-Dimensional Oscillatory Neural Networks for Energy Efficient Neuromorphic Computing

Deliverables

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

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

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

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

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