Phase Change Materials for Energy Efficient Edge Computing

Project Information

PHASTRAC

Grant agreement ID: 101092096

DOI

10.3030/101092096

EC signature date 28 October 2022

Start date 1 January 2023

End date 30 June 2026

Funded under

• Digital, Industry and Space

Total cost

€ 2 284 932,50

EU contribution

€ 2 284 932,50

Coordinated by

TECHNISCHE UNIVERSITEIT EINDHOVEN
Netherlands

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

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

Publications

Conference proceedings (15)

Implementation of FitzHugh-Nagumo Neurons using Nanoscale VO₂ Devices

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

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

Author(s): Filip Sabo, Aida Todri-Sanial
Published in: International Workshop on Ising Machines (IISM), 2024
Publisher: IISM

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

Author(s): Murali, Prajval Kumar; Porr, Bernd; Kaboli, Mohsen
Published in: 2023, ISSN 2153-0858
Publisher: IEE
DOI: 10.1109/IROS55552.2023.10341680

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

Author(s): 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
Published in: 2024 IEEE International Electron Devices Meeting (IEDM), 2025
Publisher: IEEE
DOI: 10.1109/IEDM50854.2024.10873313

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

Author(s): E. Luhulima, M. Abernot, F. Corradi and A. Todri-Sanial
Published in: ISLPED, 2023, ISBN 979-8-3503-1175-4
Publisher: IEEE
DOI: 10.1109/ISLPED58423.2023.10244501.

Multimodal Processing at the Edge

Author(s): Edgar Edgar Leonard Marvin Luhulima, Filip Sabo, Aida Todri-Sanial
Published in: Smart Systems Integration (SSI), 2024
Publisher: SSI

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

Author(s): Chiara Fumelli, Anirvan Dutta, Mohsen Kaboli
Published in: 2024 IEEE International Symposium on Robotic and Sensors Environments (ROSE), 2024
Publisher: IEEE
DOI: 10.1109/ROSE62198.2024.10590799

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

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

ClassONN: Classification with Oscillatory Neural Networks Using the Kuramoto Model

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

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

Author(s): 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
Published in: 2025 IEEE International Memory Workshop (IMW), 2025
Publisher: IEEE
DOI: 10.1109/IMW61990.2025.11026987

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

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

Building oscillatory neural networks: AI applications and physical design challenges

Author(s): Aida Todri-Sanial
Published in: ACM ISPD 2023, 2023, ISSN 2161-4407
Publisher: ACM ISPD 2023
DOI: 10.1145/3569052.3578913

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

Author(s): Anirvan Dutta, Etienne Burdet and Mohsen Kaboli
Published in: 2023, ISBN 978-1-6654-9190-7
Publisher: IEEE
DOI: 10.48550/arXiv.2308.01001

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

Author(s): Anirvan Dutta, Etienne Burdet, Mohsen Kaboli
Published in: 2024 IEEE International Symposium on Robotic and Sensors Environments (ROSE), 2024
Publisher: IEEE
DOI: 10.1109/ROSE62198.2024.10590901

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

Author(s): Michael Gentner; Prajval Kumar Murali; Mohsen Kaboli
Published in: Crossref, 2023, ISBN 979-8-3503-2365-8
Publisher: IEEE
DOI: 10.1109/icra48891.2023.10161215

Peer reviewed articles (5)

Shared visuo-tactile interactive perception for robust object pose estimation

Author(s): Prajval Kumar Murali, Bernd Porr, Mohsen Kaboli
Published in: The International Journal of Robotics Research, Issue 44, 2025, ISSN 0278-3649
Publisher: SAGE Publications
DOI: 10.1177/02783649241301443

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

Author(s): Antoine Honet, Aida Todri-Sanial
Published in: Journal of Applied Physics, Issue 137, 2025, ISSN 0021-8979
Publisher: AIP Publishing
DOI: 10.1063/5.0246959

Roadmap for unconventional computing with nanotechnology

Author(s): 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,
Published in: Nano Futures, 2024, ISSN 2399-1984
Publisher: IOP Publishing
DOI: 10.1088/2399-1984/ad299a

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

Author(s): Anirvan Dutta, Etienne Burdet, Mohsen Kaboli
Published in: IEEE Robotics and Automation Letters, Issue 9, 2024, ISSN 2377-3766
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/LRA.2024.3483037

Computing with oscillators from theoretical underpinnings to applications and demonstrators

Author(s): Todri-Sanial, Aida; Delacour, Corentin; Abernot, Madeleine; Sabo, Filip
Published in: npj Unconventional Computing, 2024, ISSN 3004-8672
Publisher: Springer Nature
DOI: 10.1038/S44335-024-00015-Z

Other (2)

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

Author(s): Antoine Honet, Aida Todri-Sanial
Published in: arXiv, 2024
Publisher: arXiv

Predictive Visuo-Tactile Interactive Perception Framework for Object Properties Inference

Author(s): Anirvan Dutta; Etienne Burdet; Mohsen Kaboli
Published in: IEEE Transactions on Robotics, 2025
DOI: 10.48550/ARXIV.2411.09020