Phase Change Materials for Energy Efficient Edge Computing

Información del proyecto

PHASTRAC

Identificador del acuerdo de subvención: 101092096

DOI

10.3030/101092096

Proyecto cerrado

Fecha de la firma de la CE 28 Octubre 2022

Fecha de inicio 1 Enero 2023

Fecha de finalización 30 Junio 2026

Financiado con arreglo a

• Digital, Industry and Space

Coste total

€ 2 284 932,50

Aportación de la UE

€ 2 284 932,50

Coordinado por

TECHNISCHE UNIVERSITEIT EINDHOVEN
Netherlands

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Resultado final

Documents, reports (6)

Report on neural network training schemes with focus on their applicability to hardware and ONN training
Report on software simulation of selected online learning schemes and performance comparison to offline rules
Website, internal communication portal
Development of uniform VO2 oscillator arrays with low variability and power consumption
Report on modeling and simulation of novel devices
Communication and dissemination strategy

Publicaciones

Conference proceedings (17)

Physical Computing with Coupled Oscillators – Current Progress and Future Directions

Autores: A. Todri-Sanial, J.N.G.W. Verest, F. Sabo, H. Kim, B.F. Haverkort, T.C.V. van Bodegraven, S. Lahkar, A. Mazumder, W. Choi, D.F. Falcone, S. Karg, B. J. Offrein, V. Bragaglia
Publicado en: 2025 IEEE International Electron Devices Meeting (IEDM), 2026
Editor: IEEE
DOI: 10.1109/IEDM50572.2025.11353846

Implementation of FitzHugh-Nagumo Neurons using Nanoscale VO₂ Devices

Autores: Olivier Maher, Folkert Horst, Filip Sabo, Du Fancheng, Valeria Bragaglia, Siegfried Karg, Marilyne Sousa, Aida Todri-Sanial, Bert Jan Offrein
Publicado en: 2024 IEEE European Solid-State Electronics Research Conference (ESSERC), 2024
Editor: IEEE
DOI: 10.1109/ESSERC62670.2024.10719575

Benchmarking Max-Cut on Oscillatory Ising Machines with Kuramoto and van der Pol Oscillators

Autores: Filip Sabo, Aida Todri-Sanial
Publicado en: International Workshop on Ising Machines (IISM), 2024
Editor: IISM

Touch if it's transparent! ACTOR: Active Tactile-based Category-Level Transparent Object Reconstruction

Autores: Murali, Prajval Kumar; Porr, Bernd; Kaboli, Mohsen
Publicado en: 2023, ISSN 2153-0858
Editor: IEE
DOI: 10.1109/IROS55552.2023.10341680

Cryogenic Analog 1T-ReRAM with Enhanced Dynamic Range and Suppressed Noise for Cold Neural Networks

Autores: M.S. Ram, D. Lombardo, E. Zaccaria, D.F. Falcone, T. Stecconi, A. La Porta, M. Sousa, S. Reidt, A. Ferraris, C.B. Zota, V. Bragaglia, B. J. Offrein
Publicado en: 2024 IEEE International Electron Devices Meeting (IEDM), 2025
Editor: IEEE
DOI: 10.1109/IEDM50854.2024.10873313

Digital Implementation of On-Chip Hebbian Learning for Oscillatory Neural Network

Autores: E. Luhulima, M. Abernot, F. Corradi and A. Todri-Sanial
Publicado en: ISLPED, 2023, ISBN 979-8-3503-1175-4
Editor: IEEE
DOI: 10.1109/ISLPED58423.2023.10244501.

Edge Training and Inference with Analog ReRAM Technology for Hand Gesture Recognition

Autores: Victoria Clerico, Anirvan Dutta, Donato Francesco Falcone, Wooseok Choi, Matteo Galetta, Tommaso Stecconi, András Horváth, Shokoofeh Varzandeh, Bert Jan Offrein, Mohsen Kaboli, Valeria Bragaglia
Publicado en: 2025 IEEE International Symposium on Circuits and Systems (ISCAS), 2025
Editor: IEEE
DOI: 10.1109/ISCAS56072.2025.11043770

Multimodal Processing at the Edge

Autores: Edgar Edgar Leonard Marvin Luhulima, Filip Sabo, Aida Todri-Sanial
Publicado en: Smart Systems Integration (SSI), 2024
Editor: SSI

Advancements in Tactile Hand Gesture Recognition for Enhanced Human-Machine Interaction

Autores: Chiara Fumelli, Anirvan Dutta, Mohsen Kaboli
Publicado en: 2024 IEEE International Symposium on Robotic and Sensors Environments (ROSE), 2024
Editor: IEEE
DOI: 10.1109/ROSE62198.2024.10590799

Compact Model of Conductive-Metal-Oxide/HfO_x Analog Filamentary ReRAM Devices

Autores: Matteo Galetta, Donato Francesco Falcone, Stephan Menzel, Antonio La Porta, Tommaso Stecconi, Wooseok Choi, Bert Jan Offrein, Valeria Bragaglia
Publicado en: 2024 IEEE European Solid-State Electronics Research Conference (ESSERC), 2024
Editor: IEEE
DOI: 10.1109/ESSERC62670.2024.10719489

ClassONN: Classification with Oscillatory Neural Networks Using the Kuramoto Model

Autores: Filip Sabo, Aida Todri-Sanial
Publicado en: Design, Automation & Test in Europe Conference & Exhibition (DATE), 2024, ISSN 1558-1101
Editor: IEEE
DOI: 10.23919/DATE58400.2024.10546829

Hardware Implementation of Ring Oscillator Networks Coupled by BEOL Integrated ReRAM for Associative Memory Tasks

Autores: Wooseok Choi, Thomas Van Bodegraven, Jelle Verest, Olivier Maher, Donato F. Falcone, Antonio La Porta, Daniel Jubin, Bert J. Offrein, Siegfried Karg, Valeria Bragaglia, Aida Todri-Sanial
Publicado en: 2025 IEEE International Memory Workshop (IMW), 2025
Editor: IEEE
DOI: 10.1109/IMW61990.2025.11026987

Read Noise Analysis in Analog Conductive-Metal-Oxide/HfO_x ReRAM Devices

Autores: Davide G. F. Lombardo, Mamidala Saketh Ram, Tommaso Stecconi, Wooseok Choi, Antonio La Porta, Donato F. Falcone, Bert Offrein, Valeria Bragaglia
Publicado en: 2024 Device Research Conference (DRC), 2024
Editor: IEEE
DOI: 10.1109/DRC61706.2024.10643760

Building oscillatory neural networks: AI applications and physical design challenges

Autores: Aida Todri-Sanial
Publicado en: ACM ISPD 2023, 2023, ISSN 2161-4407
Editor: ACM ISPD 2023
DOI: 10.1145/3569052.3578913

Push to know! - Visuo-Tactile based Active Object Parameter Inference with Dual Differentiable Filtering

Autores: Anirvan Dutta, Etienne Burdet and Mohsen Kaboli
Publicado en: 2023, ISBN 978-1-6654-9190-7
Editor: IEEE
DOI: 10.48550/arXiv.2308.01001

Visuo-Tactile Based Predictive Cross Modal Perception for Object Exploration in Robotics

Autores: Anirvan Dutta, Etienne Burdet, Mohsen Kaboli
Publicado en: 2024 IEEE International Symposium on Robotic and Sensors Environments (ROSE), 2024
Editor: IEEE
DOI: 10.1109/ROSE62198.2024.10590901

GMCR: Graph-based Maximum Consensus Estimation for Point Cloud Registration

Autores: Michael Gentner; Prajval Kumar Murali; Mohsen Kaboli
Publicado en: Crossref, 2023, ISBN 979-8-3503-2365-8
Editor: IEEE
DOI: 10.1109/icra48891.2023.10161215

Peer reviewed articles (18)

All‐in‐One Analog AI Hardware: On‐Chip Training and Inference with Conductive‐Metal‐Oxide/HfO_x ReRAM Devices

Autores: Donato Francesco Falcone, Victoria Clerico, Wooseok Choi, Tommaso Stecconi, Folkert Horst, Laura Bégon‐Lours, Matteo Galetta, Antonio La Porta, Nikhil Garg, Fabien Alibart, Bert Jan Offrein, Valeria Bragaglia
Publicado en: Advanced Functional Materials, 2025, ISSN 1616-301X
Editor: Wiley
DOI: 10.1002/ADFM.202504688

Oscillator-Based Processing Unit for Formant Recognition

Autores: Tamás Rudner-Halász, Wolfgang Porod, Gyorgy Csaba
Publicado en: Information, Edición 16, 2025, ISSN 2078-2489
Editor: MDPI AG
DOI: 10.3390/INFO16070611

A CMOS-compatible oscillation-based VO2 Ising machine solver

Autores: O. Maher, M. Jiménez, C.Delacour, N, Harnack, J.Núñez, M.J. Avedillo, B. Linares-Barranco, A.Todri-Sanial, G. Indiveri, S. Karg
Publicado en: Nature Communications, ISSN 2041-1723
Editor: Nature Publishing Group
DOI: 10.1038/S41467-024-47642-5

Lagrange oscillatory neural networks for constraint satisfaction and optimization

Autores: Corentin Delacour, Bram Haverkort, Filip Sabo, Nadine Azemard, Aida Todri-Sanial
Publicado en: Neuromorphic Computing and Engineering, Edición 5, 2025, ISSN 2634-4386
Editor: IOP Publishing
DOI: 10.1088/2634-4386/AE0EAB

Analog Resistive Switching Devices for Training Deep Neural Networks with the Novel Tiki-Taka Algorithm

Autores: Stecconi T, Bragaglia V, Rasch MJ, Carta F, Horst F, Falcone DF, Ten Kate SC, Gong N, Ando T, Olziersky A, Offrein B.
Publicado en: Nano Letters, ISSN 1530-6984
Editor: American Chemical Society
DOI: 10.5281/ZENODO.17174329

Highly reproducible and CMOS-compatible VO2-based oscillators for brain-inspired computing

Autores: O Maher, R. Bern.ini, N. Harnack, B. Gotsmann, M. Sousa, V.Bragaglia, and S. Karg
Publicado en: Scientific Reports, ISSN 2045-2322
Editor: Nature Publishing Group
DOI: 10.1038/S41598-024-61294-X

Harnessing Phase Dynamics Across Diverse Frequencies with Multifrequency Oscillatory Neural Networks

Autores: Nil Dinç, Filip Sabo, Aida Todri‐Sanial
Publicado en: Advanced Intelligent Discovery, ISSN 2943-9981
Editor: Wiley
DOI: 10.1002/AIDI.202500152

Shared visuo-tactile interactive perception for robust object pose estimation

Autores: Prajval Kumar Murali, Bernd Porr, Mohsen Kaboli
Publicado en: The International Journal of Robotics Research, Edición 44, 2025, ISSN 0278-3649
Editor: SAGE Publications
DOI: 10.1177/02783649241301443

Analytical modelling of the transport in analog filamentary conductive-metal-oxide/HfOx ReRAM devices

Autores: D. F. Falcone, S.Menzel, T. Stecconi, M. Galetta, A. La Porta, B. J. Offrein, and V. Bragaglia
Publicado en: Nanoscale Horizons, ISSN 2055-6764
Editor: RSC
DOI: 10.1039/D4NH00072B

Electroforming Kinetics in HfO _<i>x</i> /Ti RRAM: Mechanisms behind Compositional and Thermal Engineering

Autores: Manasa Kaniselvan, Kevin Portner, Donato Francesco Falcone, Valeria Bragaglia, Jente Clarysse, Laura Bégon-Lours, Marko Mladenović, Bert J. Offrein, Mathieu Luisier
Publicado en: ACS Nano, Edición 19, 2025, ISSN 1936-0851
Editor: American Chemical Society (ACS)
DOI: 10.1021/ACSNANO.5C05850

Conductive metal oxide and hafnium oxide bilayer resistive random-access memory: An <i>ab initio</i> study

Autores: Antoine Honet, Aida Todri-Sanial
Publicado en: Journal of Applied Physics, Edición 137, 2025, ISSN 0021-8979
Editor: AIP Publishing
DOI: 10.1063/5.0246959

Tacser and Action-Conditioned Latent Filter for Generalizable Robotic Surface Perception

Autores: Anirvan Dutta, Yerkebulan Massalim, Etienne Burdet, Mohsen Kaboli
Publicado en: IEEE Robotics and Automation Letters, Edición 10, 2025, ISSN 2377-3766
Editor: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/LRA.2025.3626240

Roadmap for unconventional computing with nanotechnology

Autores: Giovanni Finocchio, Jean Anne C Incorvia, Joseph S Friedman, Qu Yang, Anna Giordano, Julie Grollier, Hyunsoo Yang, Florin Ciubotaru, Andrii V Chumak, Azad J Naeemi, Sorin D Cotofana, Riccardo Tomasello, Christos Panagopoulos, Mario Carpentieri, Peng Lin,
Publicado en: Nano Futures, 2024, ISSN 2399-1984
Editor: IOP Publishing
DOI: 10.1088/2399-1984/ad299a

ViTract: Robust Object Shape Perception via Active Visuo-Tactile Interaction

Autores: Anirvan Dutta, Etienne Burdet, Mohsen Kaboli
Publicado en: IEEE Robotics and Automation Letters, Edición 9, 2024, ISSN 2377-3766
Editor: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/LRA.2024.3483037

Update Disturbance‐Resilient Analog ReRAM Crossbar Arrays for In‐Memory Deep Learning Accelerators

Autores: Wooseok Choi, Tommaso Stecconi, Donato Francesco Falcone, Matteo Galetta, Victoria Clerico, Elisa Zaccaria, Mamidala Saketh Ram, Antonio La Porta, Folkert Horst, Daniel Jubin, Matias Senger, Marilyne Sousa, Steffen Reidt, Ralph Heller, Bernabe Linares‐Barranco, Valeria Bragaglia, Bert Jan Offrein
Publicado en: Advanced Science, Edición 13, 2026, ISSN 2198-3844
Editor: Wiley
DOI: 10.1002/ADVS.202504578

Study of Resistive Switching Dynamics and Memory States Equilibria in Analog Filamentary Conductive‐Metal‐Oxide/HfO _x ReRAM via Compact Modeling

Autores: Matteo Galetta, Donato Francesco Falcone, Victoria Clerico, Wooseok Choi, Stephan Menzel, Antonio La Porta, Tommaso Stecconi, Folkert Horst, Bert Jan Offrein, Valeria Bragaglia
Publicado en: Advanced Electronic Materials, Edición 12, 2026, ISSN 2199-160X
Editor: Wiley
DOI: 10.1002/AELM.202500373

Design of oscillatory neural networks by machine learning.

Autores: Rudner T, Porod W and Csaba G
Publicado en: Front. Neurosci., ISSN 1662-453X
Editor: Frontiers
DOI: 10.3389/FNINS.2024.1307525

Computing with oscillators from theoretical underpinnings to applications and demonstrators

Autores: Todri-Sanial, Aida; Delacour, Corentin; Abernot, Madeleine; Sabo, Filip
Publicado en: npj Unconventional Computing, 2024, ISSN 3004-8672
Editor: Springer Nature
DOI: 10.1038/S44335-024-00015-Z

Other (1)

Predictive Visuo-Tactile Interactive Perception Framework for Object Properties Inference

Autores: Anirvan Dutta; Etienne Burdet; Mohsen Kaboli
Publicado en: IEEE Transactions on Robotics, 2025
DOI: 10.48550/ARXIV.2411.09020