Ai for New Devices And Technologies at the Edge

Risultati finali

Newsletters V3

D6.15 provides the Newsletters published during the period M33 an M36. Task 6.2

Newsletters V2

D6.14 provides the Newsletters published during the period M14 an M32. Task 6.2

Newsletters V1

D613 provides the Newsletters published during the period M0 an M4 Task 62

Project website

D6.17 describes the implementation and deployment of the ANDANTE website. Task 6.2

Memory, ICs, boards and tools requirements

D12 analyses the use cases requirements in order to define common platforms hardware and tools through factorisation of individual use case components memories ICs boards and tools A traceability matrix showing the coverage of the use case requirements will be provided Task 12

Pubblicazioni

28 nm HKMG-Based Current Limited FeFET Crossbar-Array for Inference Application

Autori: Sourav De; Franz Muller; Sunanda Thunder; Sukhrob Abdulazhanov; Nellie Laleni; Maximilian Lederer; Tarek Ali; Yannick Raffel; Stefan Dunkel; Shaown Mojumder; Alptekin Vardar; Sven Beyer; Konrad Seidel; Thomas Kampfe
Pubblicato in: IEEE Transactions on Electron Devices, Numero Vol. 69, Numero:12, 2022, Pagina/e 7194 - 7198, ISSN 0018-9383
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/ted.2022.3216973

A SISO FMCW radar based on inherently frequency scanning antennas for 2-D indoor tracking of multiple subjects

Autori: Sacco G.; Mercuri M.; Hornung R.; Visser H.; Lorato I.; Pisa S.; Dolmans G.
Pubblicato in: Scientific Reports, Numero 4, 2023, ISSN 2045-2322
Editore: Nature Publishing Group
DOI: 10.1038/s41598-023-41541-3

Insect detection in Sticky Trap Images of Tomato Crops Using Machine Learning

Autori: Tiago Dominguez, Tomas Brandao, Ricardo Ribeiro, Joao C. Ferreira
Pubblicato in: Agriculture, Numero 2022, 12(11),1967, 2022, ISSN 2077-0472
Editore: MDPI
DOI: 10.3390/agriculture12111967

1F-1T Array: Current Limiting Transistor Cascoded FeFET Memory Array for Variation Tolerant Vector-Matrix Multiplication Operation

Autori: Masud Rana Sk; Sunanda Thunder; Franz Müller; Nellie Laleni; Yannick Raffel; Maximilian Lederer; Luca Pirro; Talha Chohan; Jing-Hua Hsuen; Tian-Li Wu; Konrad Seidel; Thomas Kämpfe; Sourav De; Bhaswar Chakrabarti
Pubblicato in: IEEE Transactions on Nanotechnology, Numero Volume 22, 2023, Pagina/e 424 - 429, ISSN 1536-125X
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tnano.2023.3295093

Field-Free Spin–Orbit Torque Driven Switching of Perpendicular Magnetic Tunnel Junction through Bending Current

Autori: Vaishnavi Kateel; Viola Krizakova; Siddharth Rao; Kaiming Cai; Mohit Gupta; Maxwel Gama Monteiro; Farrukh Yasin; Bart Sorée; Johan De Boeck; Sebastien Couet; Pietro Gambardella; Gouri Sankar Kar; Kevin Garello
Pubblicato in: Nano Letters, Numero 23, 2023, Pagina/e 5482 - 5489, ISSN 1530-6992
Editore: ACS
DOI: 10.1021/acs.nanolett.3c00639

Scaling Limits of Memristor-Based Routers for Asynchronous Neuromorphic Systems

Autori: Chen, Junren; Yang, Siyao; Wu, Huaqiang; Indiveri, Giacomo; Payvand, Melika
Pubblicato in: IEEE Transactions on Circuits and Systems II: Express Briefs, Numero Volume 71, Numero 3, 2023, ISSN 1558-3791
Editore: IEEE
DOI: 10.1109/tcsii.2023.3343292

OxRAM + OTS optimization for binarized neural network hardware implementation

Autori: J Minguet Lopez, T Hirtzlin, M Dampfhoffer, L Grenouillet, L Reganaz, G Navarro, C Carabasse, E Vianello, T Magis, D Deleruyelle, M Bocquet, J M Portal, F Andrieu and G Molas
Pubblicato in: Semiconductor Science and Technology, Numero 02681242, 2021, ISSN 0268-1242
Editore: Institute of Physics Publishing
DOI: 10.1088/1361-6641/ac31e2

Demonstration of Multiply-Accumulate Operation With 28 nm FeFET Crossbar Array

Autori: Sourav De; Franz Muller; Nellie Laleni; Maximilian Lederer; Yannick Raffel; Shaown Mojumder; Alptekin Vardar; Sukhrob Abdulazhanov; Tarek Ali; Stefan Dunkel; Sven Beyer; Konrad Seidel; Thomas Kampfe
Pubblicato in: IEEE Electron Device Letters, Numero Vol. 43, Ussue: 12, 2023, Pagina/e 2081 - 2084, ISSN 0741-3106
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/led.2022.3216558

Machine Learning for Detection and Prediction of Crop Diseases and Pests: A Comprehensive Survey

Autori: Tiago Dominguez, Tomas Brandao, Joao C. Ferreira
Pubblicato in: Agriculture, Numero 2022, 12, 1350, 2022, ISSN 2077-0472
Editore: MDPI
DOI: 10.3390/agriculture12091350

GenericSNN: A Framework for Easy Development of Spiking Neural Networks

Autori: A. Martin-Martin, M. Verona-Almeida, R. Padial-Allué, J. Mendez-Gomez, E. Castillo, L. Parrilla
Pubblicato in: IEEE Access, Numero vol. 12, 2024, Pagina/e 57504-57518, ISSN 2169-3536
Editore: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2024.3391889

READ-Optimized 28nm HKMG Multibit FeFET Synapses for Inference-Engine Applications

Autori: Sourav De; Franz Muller; Hoang-Hiep Le; Maximilian Lederer; Yannick Raffel; Tarek Ali; Darsen Lu; Thomas Kampfe
Pubblicato in: IEEE Journal of the Electron Device Society, Numero Volume 10, 2022, Pagina/e 637 - 641, ISSN 2168-6734
Editore: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/jeds.2022.3195119

2022 roadmap on neuromorphic computing and engineering

Autori: "Christensen, Dennis Valbjø rn; Dittmann, Regina; Linares-Barranco, Bernabe; Sebastian, Abu; Le Gallo, Manuel; Redaelli, Andrea; Slesazeck, Stefan; Mikolajick, Thomas; Spiga, Sabina; Menzel, Stephan; Valov, Ilia; Milano, Gianluca; Ricciardi, Carlo; Liang, Shi-Jun; Miao, Feng; Lanza, Mario; Quill, Tyler J.; Keene, Scott Tom; Salleo, Alberto; Grollier, Julie; Markovic, Danijela; Mizrahi, Alice;"
Pubblicato in: Neuromorphic Computing and Engineering , vol. 2 , no. 2 , 022501, Numero 26344386, 2022, ISSN 2634-4386
Editore: IOP Publishing
DOI: 10.1088/2634-4386/ac4a83

EqSpike: Spike-driven equilibrium propagation for neuromorphic implementations

Autori: E. Martin, M. Ernoult, Jérémie Laydevant, Shuai-shuai Li, D. Querlioz, Teodora Petrisor, J. Grollier
Pubblicato in: iScience, Numero 25890042, 2021, ISSN 2589-0042
Editore: Cell Press
DOI: 10.1016/j.isci.2021.102222

Robust Binary Neural Network Operation from 233 K to 398 K via Gate Stack and Bias Optimization of Ferroelectric FinFET Synapses

Autori: Sourav De; Hoang-Hiep Le; Bo-Han Qiu; Md. Aftab Baig; Po-Jung Sung; Chung Jun Su; Yao-Jen Lee; Darsen D. Lu
Pubblicato in: IEEE Electron Device Letters, Numero Volume: 42, Numero: 8, 2021, Pagina/e 1144-1147, ISSN 0741-3106
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/led.2021.3089621

Context-adaptable radar-based people counting via few-shot learning

Autori: Gianfranco Mauro, Ignacio Martinez-Rodriguez, Julius Ott, Lorenzo Servadei, Robert Wille, Manuel P. Cuellar, Diego P. Morales-Santos
Pubblicato in: Applied Intelligence, Numero Vol. 53, 2023, Pagina/e 25359–25387, ISSN 1573-7497
Editore: Springer Nature
DOI: 10.1007/s10489-023-04778-z

Synergistic Approach of Interfacial Layer Engineering and READ-Voltage Optimization in HfO<sub>2</sub>-Based FeFETs for In-Memory-Computing Applications

Autori: Raffel, Yannick; De, Sourav; Lederer, Maximilian; Olivo, Ricardo Revello; Hoffmann, Raik; Thunder, Sunanda; Pirro, Luca; Beyer, Sven; Chohan, Talha; Kämpfe, Thomas; Seidel, Konrad; Heitmann, Johannes
Pubblicato in: ACS Applied Electronic Materials, Numero 4, 2023, Pagina/e 5292–5300, ISSN 2637-6113
Editore: ACS
DOI: 10.1021/acsaelm.2c00771

A Construction Kit for Efficient Low Power Neural Network Accelerator Designs

Autori: Jokic, Petar; Azarkhish, Erfan; Bonetti, Andrea; Pons, Marc; Emery, Stephane; Benini, Luca
Pubblicato in: ACM Transactions on Embedded Computing Systems, 2022, ISSN 1539-9087
Editore: Association for Computing Machinary, Inc.
DOI: 10.1145/3520127

E-prop on SpiNNaker 2: Exploring online learning in spiking RNNs on neuromorphic hardware

Autori: Amirhossein Rostami; Bernhard Vogginger; Yexin Yan; Christian G. Mayr; Christian G. Mayr
Pubblicato in: Frontiers in Neuroscience, Vol 16 (2022), Numero 16, 2022, ISSN 1662-453X
Editore: Frontiers
DOI: 10.3389/fnins.2022.1018006

SENECA: building a fully digital neuromorphic processor, design trade-offs and challenges

Autori: Guangzhi, Tang; Kanishkan, Vadivel; Yingfu, Xu; Refik, Bilgic; Kevin, Shidqi; Paul, Detterer; Stefano, Traferro; Mario, Konijnenburg; Manolis, Sifalakis; Gert-Jan, van Schaik; Amirreza, Yousefzadeh
Pubblicato in: Frontiers in Neuroscience, Vol 17 (2023), Numero 17, 2023, ISSN 1662-453X
Editore: Frontiers
DOI: 10.3389/fnins.2023.1187252

Supervised training of spiking neural networks for robust deployment on mixed-signal neuromorphic processors.

Autori: Julian Büchel; Dmitrii Zendrikov; Sergio Solinas; Giacomo Indiveri; Dylan R. Muir
Pubblicato in: Scientific Reports, Vol 11, Iss 1, Pp 1-12 (2021), Numero 20452322, 2021, ISSN 2045-2322
Editore: Nature Publishing Group
DOI: 10.3929/ethz-b-000520112

Synapse Compression for Event-Based Convolutional-Neural-Network Accelerators

Autori: Lennart Bamberg; Arash Pourtaherian; Luc Waeijen; Anupam Chahar; Orlando Moreira
Pubblicato in: IEEE Transactions on Parallel and Distributed Systems, Numero Volume 34, Numero 4, 2023, Pagina/e 1227–1240, ISSN 1045-9219
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tpds.2023.3239517

Demonstration of multilevel multiply accumulate operations for AiMC using engineered a-IGZO transistors-based 2T1C gain cell arrays

Autori: Subhechha, Subhali
Pubblicato in: 2023 IEEE International Memory Workshop (IMW), Numero 9, 2023
Editore: IEEE
DOI: 10.1109/IMW56887.2023.10145946

Reliability Analysis of Memristor Crossbar Routers: Collisions and On/off Ratio Requirement

Autori: Chen, Junren; Wu, Chenxi; Indiveri, Giacomo; Payvand, Melika
Pubblicato in: 2022 29th IEEE International Conference on Electronics, Circuits and Systems (ICECS), Numero 2, 2022
Editore: IEEE
DOI: 10.1109/icecs202256217.2022.9970901

First demonstration of field-free perpendicular SOT-MRAM for ultrafast and high-density embedded memories

Autori: Cai, Kaiming; Talmelli, G; Fan, K; Van Beek, S; Kateel, V; Gupta, M; Monteiro, M.G.; Ben Chroud, M.; Jayakumar, G.; Trovato, A.; Rao, S.; Kar, G.S.; Couet, S.
Pubblicato in: 2022 International Electron Devices Meeting (IEDM), Numero 10, 2023
Editore: IEEE
DOI: 10.1109/IEDM45625.2022.10019360

Selective operations of multi-pillar SOT-MRAM for high density and low power embedded memories

Autori: Cai, Kl; Van Beek, S.; Rao, S.; Fan, K.; Gupta, M.; Nguyen, V.D.; Jayakumar, G.; Talmelli, G.; Couet, S.; Kar, G.S.
Pubblicato in: 2022 IEEE Symposium on VLSI Technology and Circuits (VLSI Technology and Circuits), Numero 2, 2022
Editore: IEEE
DOI: 10.1109/vlsitechnologyandcir46769.2022.9830307

Spin-orbit torque MRAM for ultrafast cache and neuromorphic computing applications

Autori: Rao, Siddharth; Cai, Kaiming; Talmelli, Giacomo; Franchina-Vergel, Nathali; Janssens, Ward; Hody, Hubert; Yasin, Farrukh; Wostyn, Kurt; Couet, Sebastien
Pubblicato in: 2023 IEEE International Memory Workshop (IMW), Numero 13, 2023
Editore: IEEE
DOI: 10.1109/IMW56887.2023.10145991

Ge-Se-Sb-N-based OTS scaling perspectives for high-density 1 S1R crossbar arrays

Autori: J. Minguet Lopez, N. Castellani, L. Grenouillet, L. Reganaz, G. Navarro, M. Bernard, C. Carabasse, T. Magis, D. Deleruyelle, M. Bocquet, J. M. Portal, E. Nowak, G. Molas
Pubblicato in: 2021 IEEE International Memory Workshop (IMW), 2021
Editore: IEEE
DOI: 10.1109/imw51353.2021.9439606

Network insensitivity to parameter noise via adversarial regularization

Autori: Büchel, Julian; Faber, Fynn; Muir, Dylan R.
Pubblicato in: International conference on Learining Representations (ICLR 2022), 2022
Editore: ICLR
DOI: 10.48550/arxiv.2106.05009

ANDANTE: AI for New devices and Technologies at the Edge

Autori: Mario Diaz Nava
Pubblicato in: Proceedings of the 4th Summer School on Cyber-Physical Systems and Internet-of-Things, Vol. IV, 2023, Numero Vol. IV, 2023
Editore: Zenodo
DOI: 10.5281/zenodo.8113312

MNEMOSENE++: Scalable Multi-Tile Design with Enhanced Buffering and VGSOT-MRAM based Compute-in-Memory Crossbar Array

Autori: Escuin, Carlos; García-Redondo, Fernando; Zahedi, Mahdi; Ibáñez, Pablo; Monreal, Teresa; Viñals, Víctor; Llabería, José María; Myers, James; Ryckaert, Julien; Biswas, Dwaipayan; Catthoor, Francky
Pubblicato in: 2023 30th IEEE International Conference on Electronics, Circuits and Systems (ICECS), Numero 6, 2023
Editore: IEEE
DOI: 10.1109/ICECS58634.2023.10382874

1S1R sub-threshold operation in Crossbar arrays for low power BNN inference computing

Autori: J. Minguet Lopez, F. Rummens, L. Reganaz, A. Heraud, T. Hirtzlin, L. Grenouillet, G. Navarro M. Bernard, C. Carabasse, N. Castellani, V. Meli, S. Martin, T. Magis, E. Vianello, C. Sabbione, D. Deleruyelle, M. Bocquet, J. M. Portal, G. Molas, F. Andrieu
Pubblicato in: 2022 IEEE International Memory Workshop (IMW), 2022, ISBN 978-1-6654-9947-7
Editore: IEEE
DOI: 10.1109/imw52921.2022.9779253

Optimizing The Consumption Of Spiking Neural Networks With Activity Regularization

Autori: Simon Narduzzi, Siavash A. Bigdeli, Shih-Chii Liu, L. Andrea Dunbar
Pubblicato in: ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2022, ISBN 978-1-6654-0540-9
Editore: IEEE
DOI: 10.1109/icassp43922.2022.9746375

Scaling the SOT track – A path towards maximizing efficiency in SOT-MRAM

Autori: Van Beek, Simon; Cai, Kaiming; Yasin, Farrukh; Hody, Hubert; Talmelli, Giacomo; Nguyen, Van Dai; Trovato, Anna; Franchina, Nathali; Palomino, Alvaro; Wostyn, Kurt; Rao, Siddharth; Kar, Gouri Sankar; Couet, Sebastien
Pubblicato in: 2023 International Electron Devices Meeting (IEDM), Numero 6, 2023, ISSN 2156-017X
Editore: IEEE
DOI: 10.1109/IEDM45741.2023.10413749

Spin-orbit torque switching of magnetic tunnel junctions for memory applications

Autori: Krizakova, Viola; id_orcid0000-0002-6842-8658; Perumkunnil, Manu; Couet, Sébastien; Gambardella, Pietro; Garello, Kevin
Pubblicato in: Handbook of Magnetic Materials, Numero Volume 31, 2022, Pagina/e 1 - 53
Editore: Elsevier
DOI: 10.1016/bs.hmm.2022.10.001

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