Phase Change Materials for Energy Efficient Edge Computing

Informacje na temat projektu

PHASTRAC

Identyfikator umowy o grant: 101092096

DOI

10.3030/101092096

Projekt został zamknięty

Data podpisania przez KE 28 Października 2022

Data rozpoczęcia 1 Stycznia 2023

Data zakończenia 30 Czerwca 2026

Finansowanie w ramach

• Digital, Industry and Space

Koszt całkowity

€ 2 284 932,50

Wkład UE

€ 2 284 932,50

Koordynowany przez

TECHNISCHE UNIVERSITEIT EINDHOVEN
Netherlands

CORDIS oferuje możliwość skorzystania z odnośników do publicznie dostępnych publikacji i rezultatów projektów realizowanych w ramach programów ramowych HORYZONT.

Odnośniki do rezultatów i publikacji związanych z poszczególnymi projektami 7PR, a także odnośniki do niektórych konkretnych kategorii wyników, takich jak zbiory danych i oprogramowanie, są dynamicznie pobierane z systemu OpenAIRE .

Rezultaty

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

Publikacje

Conference proceedings (17)

Physical Computing with Coupled Oscillators – Current Progress and Future Directions

Autorzy: 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
Opublikowane w: 2025 IEEE International Electron Devices Meeting (IEDM), 2026
Wydawca: IEEE
DOI: 10.1109/IEDM50572.2025.11353846

Implementation of FitzHugh-Nagumo Neurons using Nanoscale VO₂ Devices

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

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

Autorzy: Filip Sabo, Aida Todri-Sanial
Opublikowane w: International Workshop on Ising Machines (IISM), 2024
Wydawca: IISM

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

Autorzy: Murali, Prajval Kumar; Porr, Bernd; Kaboli, Mohsen
Opublikowane w: 2023, ISSN 2153-0858
Wydawca: IEE
DOI: 10.1109/IROS55552.2023.10341680

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

Autorzy: 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
Opublikowane w: 2024 IEEE International Electron Devices Meeting (IEDM), 2025
Wydawca: IEEE
DOI: 10.1109/IEDM50854.2024.10873313

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

Autorzy: E. Luhulima, M. Abernot, F. Corradi and A. Todri-Sanial
Opublikowane w: ISLPED, 2023, ISBN 979-8-3503-1175-4
Wydawca: IEEE
DOI: 10.1109/ISLPED58423.2023.10244501.

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

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

Multimodal Processing at the Edge

Autorzy: Edgar Edgar Leonard Marvin Luhulima, Filip Sabo, Aida Todri-Sanial
Opublikowane w: Smart Systems Integration (SSI), 2024
Wydawca: SSI

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

Autorzy: Chiara Fumelli, Anirvan Dutta, Mohsen Kaboli
Opublikowane w: 2024 IEEE International Symposium on Robotic and Sensors Environments (ROSE), 2024
Wydawca: IEEE
DOI: 10.1109/ROSE62198.2024.10590799

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

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

ClassONN: Classification with Oscillatory Neural Networks Using the Kuramoto Model

Autorzy: Filip Sabo, Aida Todri-Sanial
Opublikowane w: Design, Automation & Test in Europe Conference & Exhibition (DATE), 2024, ISSN 1558-1101
Wydawca: IEEE
DOI: 10.23919/DATE58400.2024.10546829

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

Autorzy: 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
Opublikowane w: 2025 IEEE International Memory Workshop (IMW), 2025
Wydawca: IEEE
DOI: 10.1109/IMW61990.2025.11026987

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

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

Building oscillatory neural networks: AI applications and physical design challenges

Autorzy: Aida Todri-Sanial
Opublikowane w: ACM ISPD 2023, 2023, ISSN 2161-4407
Wydawca: ACM ISPD 2023
DOI: 10.1145/3569052.3578913

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

Autorzy: Anirvan Dutta, Etienne Burdet and Mohsen Kaboli
Opublikowane w: 2023, ISBN 978-1-6654-9190-7
Wydawca: IEEE
DOI: 10.48550/arXiv.2308.01001

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

Autorzy: Anirvan Dutta, Etienne Burdet, Mohsen Kaboli
Opublikowane w: 2024 IEEE International Symposium on Robotic and Sensors Environments (ROSE), 2024
Wydawca: IEEE
DOI: 10.1109/ROSE62198.2024.10590901

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

Autorzy: Michael Gentner; Prajval Kumar Murali; Mohsen Kaboli
Opublikowane w: Crossref, 2023, ISBN 979-8-3503-2365-8
Wydawca: 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

Autorzy: 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
Opublikowane w: Advanced Functional Materials, 2025, ISSN 1616-301X
Wydawca: Wiley
DOI: 10.1002/ADFM.202504688

Oscillator-Based Processing Unit for Formant Recognition

Autorzy: Tamás Rudner-Halász, Wolfgang Porod, Gyorgy Csaba
Opublikowane w: Information, Numer 16, 2025, ISSN 2078-2489
Wydawca: MDPI AG
DOI: 10.3390/INFO16070611

A CMOS-compatible oscillation-based VO2 Ising machine solver

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

Lagrange oscillatory neural networks for constraint satisfaction and optimization

Autorzy: Corentin Delacour, Bram Haverkort, Filip Sabo, Nadine Azemard, Aida Todri-Sanial
Opublikowane w: Neuromorphic Computing and Engineering, Numer 5, 2025, ISSN 2634-4386
Wydawca: IOP Publishing
DOI: 10.1088/2634-4386/AE0EAB

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

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

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

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

Harnessing Phase Dynamics Across Diverse Frequencies with Multifrequency Oscillatory Neural Networks

Autorzy: Nil Dinç, Filip Sabo, Aida Todri‐Sanial
Opublikowane w: Advanced Intelligent Discovery, ISSN 2943-9981
Wydawca: Wiley
DOI: 10.1002/AIDI.202500152

Shared visuo-tactile interactive perception for robust object pose estimation

Autorzy: Prajval Kumar Murali, Bernd Porr, Mohsen Kaboli
Opublikowane w: The International Journal of Robotics Research, Numer 44, 2025, ISSN 0278-3649
Wydawca: SAGE Publications
DOI: 10.1177/02783649241301443

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

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

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

Autorzy: Manasa Kaniselvan, Kevin Portner, Donato Francesco Falcone, Valeria Bragaglia, Jente Clarysse, Laura Bégon-Lours, Marko Mladenović, Bert J. Offrein, Mathieu Luisier
Opublikowane w: ACS Nano, Numer 19, 2025, ISSN 1936-0851
Wydawca: 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

Autorzy: Antoine Honet, Aida Todri-Sanial
Opublikowane w: Journal of Applied Physics, Numer 137, 2025, ISSN 0021-8979
Wydawca: AIP Publishing
DOI: 10.1063/5.0246959

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

Autorzy: Anirvan Dutta, Yerkebulan Massalim, Etienne Burdet, Mohsen Kaboli
Opublikowane w: IEEE Robotics and Automation Letters, Numer 10, 2025, ISSN 2377-3766
Wydawca: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/LRA.2025.3626240

Roadmap for unconventional computing with nanotechnology

Autorzy: 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,
Opublikowane w: Nano Futures, 2024, ISSN 2399-1984
Wydawca: IOP Publishing
DOI: 10.1088/2399-1984/ad299a

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

Autorzy: Anirvan Dutta, Etienne Burdet, Mohsen Kaboli
Opublikowane w: IEEE Robotics and Automation Letters, Numer 9, 2024, ISSN 2377-3766
Wydawca: 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

Autorzy: 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
Opublikowane w: Advanced Science, Numer 13, 2026, ISSN 2198-3844
Wydawca: 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

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

Design of oscillatory neural networks by machine learning.

Autorzy: Rudner T, Porod W and Csaba G
Opublikowane w: Front. Neurosci., ISSN 1662-453X
Wydawca: Frontiers
DOI: 10.3389/FNINS.2024.1307525

Computing with oscillators from theoretical underpinnings to applications and demonstrators

Autorzy: Todri-Sanial, Aida; Delacour, Corentin; Abernot, Madeleine; Sabo, Filip
Opublikowane w: npj Unconventional Computing, 2024, ISSN 3004-8672
Wydawca: Springer Nature
DOI: 10.1038/S44335-024-00015-Z

Other (1)

Predictive Visuo-Tactile Interactive Perception Framework for Object Properties Inference

Autorzy: Anirvan Dutta; Etienne Burdet; Mohsen Kaboli
Opublikowane w: IEEE Transactions on Robotics, 2025
DOI: 10.48550/ARXIV.2411.09020