Phase Change Materials for Energy Efficient Edge Computing

Informazioni relative al progetto

PHASTRAC

ID dell’accordo di sovvenzione: 101092096

DOI

10.3030/101092096

Data della firma CE 28 Ottobre 2022

Data di avvio 1 Gennaio 2023

Data di completamento 30 Giugno 2026

Finanziato da

• Digital, Industry and Space

Costo totale

€ 2 284 932,50

Contributo UE

€ 2 284 932,50

Coordinato da

TECHNISCHE UNIVERSITEIT EINDHOVEN
Netherlands

CORDIS fornisce collegamenti ai risultati finali pubblici e alle pubblicazioni dei progetti ORIZZONTE.

I link ai risultati e alle pubblicazioni dei progetti del 7° PQ, così come i link ad alcuni tipi di risultati specifici come dataset e software, sono recuperati dinamicamente da .OpenAIRE .

Risultati finali

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

Pubblicazioni

Conference proceedings (15)

Implementation of FitzHugh-Nagumo Neurons using Nanoscale VO₂ Devices

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

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

Autori: Filip Sabo, Aida Todri-Sanial
Pubblicato in: International Workshop on Ising Machines (IISM), 2024
Editore: IISM

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

Autori: Murali, Prajval Kumar; Porr, Bernd; Kaboli, Mohsen
Pubblicato in: 2023, ISSN 2153-0858
Editore: IEE
DOI: 10.1109/IROS55552.2023.10341680

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

Autori: 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
Pubblicato in: 2024 IEEE International Electron Devices Meeting (IEDM), 2025
Editore: IEEE
DOI: 10.1109/IEDM50854.2024.10873313

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

Autori: E. Luhulima, M. Abernot, F. Corradi and A. Todri-Sanial
Pubblicato in: ISLPED, 2023, ISBN 979-8-3503-1175-4
Editore: IEEE
DOI: 10.1109/ISLPED58423.2023.10244501.

Multimodal Processing at the Edge

Autori: Edgar Edgar Leonard Marvin Luhulima, Filip Sabo, Aida Todri-Sanial
Pubblicato in: Smart Systems Integration (SSI), 2024
Editore: SSI

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

Autori: Chiara Fumelli, Anirvan Dutta, Mohsen Kaboli
Pubblicato in: 2024 IEEE International Symposium on Robotic and Sensors Environments (ROSE), 2024
Editore: IEEE
DOI: 10.1109/ROSE62198.2024.10590799

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

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

ClassONN: Classification with Oscillatory Neural Networks Using the Kuramoto Model

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

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

Autori: 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
Pubblicato in: 2025 IEEE International Memory Workshop (IMW), 2025
Editore: IEEE
DOI: 10.1109/IMW61990.2025.11026987

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

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

Building oscillatory neural networks: AI applications and physical design challenges

Autori: Aida Todri-Sanial
Pubblicato in: ACM ISPD 2023, 2023, ISSN 2161-4407
Editore: ACM ISPD 2023
DOI: 10.1145/3569052.3578913

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

Autori: Anirvan Dutta, Etienne Burdet and Mohsen Kaboli
Pubblicato in: 2023, ISBN 978-1-6654-9190-7
Editore: IEEE
DOI: 10.48550/arXiv.2308.01001

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

Autori: Anirvan Dutta, Etienne Burdet, Mohsen Kaboli
Pubblicato in: 2024 IEEE International Symposium on Robotic and Sensors Environments (ROSE), 2024
Editore: IEEE
DOI: 10.1109/ROSE62198.2024.10590901

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

Autori: Michael Gentner; Prajval Kumar Murali; Mohsen Kaboli
Pubblicato in: Crossref, 2023, ISBN 979-8-3503-2365-8
Editore: IEEE
DOI: 10.1109/icra48891.2023.10161215

Peer reviewed articles (5)

Shared visuo-tactile interactive perception for robust object pose estimation

Autori: Prajval Kumar Murali, Bernd Porr, Mohsen Kaboli
Pubblicato in: The International Journal of Robotics Research, Numero 44, 2025, ISSN 0278-3649
Editore: SAGE Publications
DOI: 10.1177/02783649241301443

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

Autori: Antoine Honet, Aida Todri-Sanial
Pubblicato in: Journal of Applied Physics, Numero 137, 2025, ISSN 0021-8979
Editore: AIP Publishing
DOI: 10.1063/5.0246959

Roadmap for unconventional computing with nanotechnology

Autori: 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,
Pubblicato in: Nano Futures, 2024, ISSN 2399-1984
Editore: IOP Publishing
DOI: 10.1088/2399-1984/ad299a

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

Autori: Anirvan Dutta, Etienne Burdet, Mohsen Kaboli
Pubblicato in: IEEE Robotics and Automation Letters, Numero 9, 2024, ISSN 2377-3766
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/LRA.2024.3483037

Computing with oscillators from theoretical underpinnings to applications and demonstrators

Autori: Todri-Sanial, Aida; Delacour, Corentin; Abernot, Madeleine; Sabo, Filip
Pubblicato in: npj Unconventional Computing, 2024, ISSN 3004-8672
Editore: Springer Nature
DOI: 10.1038/S44335-024-00015-Z

Other (2)

Conductive metal oxide and hafnium oxide bilayer ReRAM: an ab initio study

Autori: Antoine Honet, Aida Todri-Sanial
Pubblicato in: arXiv, 2024
Editore: arXiv

Predictive Visuo-Tactile Interactive Perception Framework for Object Properties Inference

Autori: Anirvan Dutta; Etienne Burdet; Mohsen Kaboli
Pubblicato in: IEEE Transactions on Robotics, 2025
DOI: 10.48550/ARXIV.2411.09020