Ai for New Devices And Technologies at the Edge

Training Mixed Precision Neural Networks with Energy Constraints for a FeFET-Crossbar-Based Accelerator

Autores: Pscheidl, Ferdinand
Publicado en: Fraunhofer EMFT, 2021
Editor: TU München

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

Autores: 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
Publicado en: IEEE Transactions on Electron Devices, Edición Vol. 69, Edición:12, 2022, Página(s) 7194 - 7198, ISSN 0018-9383
Editor: 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

Autores: Sacco G.; Mercuri M.; Hornung R.; Visser H.; Lorato I.; Pisa S.; Dolmans G.
Publicado en: Scientific Reports, Edición 4, 2023, ISSN 2045-2322
Editor: Nature Publishing Group
DOI: 10.1038/s41598-023-41541-3

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

Autores: Tiago Dominguez, Tomas Brandao, Ricardo Ribeiro, Joao C. Ferreira
Publicado en: Agriculture, Edición 2022, 12(11),1967, 2022, ISSN 2077-0472
Editor: MDPI
DOI: 10.3390/agriculture12111967

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

Autores: 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
Publicado en: IEEE Transactions on Nanotechnology, Edición Volume 22, 2023, Página(s) 424 - 429, ISSN 1536-125X
Editor: 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

Autores: 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
Publicado en: Nano Letters, Edición 23, 2023, Página(s) 5482 - 5489, ISSN 1530-6992
Editor: ACS
DOI: 10.1021/acs.nanolett.3c00639

Scaling Limits of Memristor-Based Routers for Asynchronous Neuromorphic Systems

Autores: Chen, Junren; Yang, Siyao; Wu, Huaqiang; Indiveri, Giacomo; Payvand, Melika
Publicado en: IEEE Transactions on Circuits and Systems II: Express Briefs, Edición Volume 71, Edición 3, 2023, ISSN 1558-3791
Editor: IEEE
DOI: 10.1109/tcsii.2023.3343292

OxRAM + OTS optimization for binarized neural network hardware implementation

Autores: 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
Publicado en: Semiconductor Science and Technology, Edición 02681242, 2021, ISSN 0268-1242
Editor: Institute of Physics Publishing
DOI: 10.1088/1361-6641/ac31e2

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

Autores: 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
Publicado en: IEEE Electron Device Letters, Edición Vol. 43, Ussue: 12, 2023, Página(s) 2081 - 2084, ISSN 0741-3106
Editor: 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

Autores: Tiago Dominguez, Tomas Brandao, Joao C. Ferreira
Publicado en: Agriculture, Edición 2022, 12, 1350, 2022, ISSN 2077-0472
Editor: MDPI
DOI: 10.3390/agriculture12091350

GenericSNN: A Framework for Easy Development of Spiking Neural Networks

Autores: A. Martin-Martin, M. Verona-Almeida, R. Padial-Allué, J. Mendez-Gomez, E. Castillo, L. Parrilla
Publicado en: IEEE Access, Edición vol. 12, 2024, Página(s) 57504-57518, ISSN 2169-3536
Editor: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2024.3391889

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

Autores: Sourav De; Franz Muller; Hoang-Hiep Le; Maximilian Lederer; Yannick Raffel; Tarek Ali; Darsen Lu; Thomas Kampfe
Publicado en: IEEE Journal of the Electron Device Society, Edición Volume 10, 2022, Página(s) 637 - 641, ISSN 2168-6734
Editor: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/jeds.2022.3195119

2022 roadmap on neuromorphic computing and engineering

Autores: "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;"
Publicado en: Neuromorphic Computing and Engineering , vol. 2 , no. 2 , 022501, Edición 26344386, 2022, ISSN 2634-4386
Editor: IOP Publishing
DOI: 10.1088/2634-4386/ac4a83

EqSpike: Spike-driven equilibrium propagation for neuromorphic implementations

Autores: E. Martin, M. Ernoult, Jérémie Laydevant, Shuai-shuai Li, D. Querlioz, Teodora Petrisor, J. Grollier
Publicado en: iScience, Edición 25890042, 2021, ISSN 2589-0042
Editor: 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

Autores: Sourav De; Hoang-Hiep Le; Bo-Han Qiu; Md. Aftab Baig; Po-Jung Sung; Chung Jun Su; Yao-Jen Lee; Darsen D. Lu
Publicado en: IEEE Electron Device Letters, Edición Volume: 42, Edición: 8, 2021, Página(s) 1144-1147, ISSN 0741-3106
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/led.2021.3089621

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

Autores: Gianfranco Mauro, Ignacio Martinez-Rodriguez, Julius Ott, Lorenzo Servadei, Robert Wille, Manuel P. Cuellar, Diego P. Morales-Santos
Publicado en: Applied Intelligence, Edición Vol. 53, 2023, Página(s) 25359–25387, ISSN 1573-7497
Editor: 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

Autores: 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
Publicado en: ACS Applied Electronic Materials, Edición 4, 2023, Página(s) 5292–5300, ISSN 2637-6113
Editor: ACS
DOI: 10.1021/acsaelm.2c00771

A Construction Kit for Efficient Low Power Neural Network Accelerator Designs

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

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

Autores: Amirhossein Rostami; Bernhard Vogginger; Yexin Yan; Christian G. Mayr; Christian G. Mayr
Publicado en: Frontiers in Neuroscience, Vol 16 (2022), Edición 16, 2022, ISSN 1662-453X
Editor: Frontiers
DOI: 10.3389/fnins.2022.1018006

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

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

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

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

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

Autores: Lennart Bamberg; Arash Pourtaherian; Luc Waeijen; Anupam Chahar; Orlando Moreira
Publicado en: IEEE Transactions on Parallel and Distributed Systems, Edición Volume 34, Edición 4, 2023, Página(s) 1227–1240, ISSN 1045-9219
Editor: 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

Autores: Subhechha, Subhali
Publicado en: 2023 IEEE International Memory Workshop (IMW), Edición 9, 2023
Editor: IEEE
DOI: 10.1109/IMW56887.2023.10145946

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

Autores: Chen, Junren; Wu, Chenxi; Indiveri, Giacomo; Payvand, Melika
Publicado en: 2022 29th IEEE International Conference on Electronics, Circuits and Systems (ICECS), Edición 2, 2022
Editor: IEEE
DOI: 10.1109/icecs202256217.2022.9970901

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

Autores: 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.
Publicado en: 2022 International Electron Devices Meeting (IEDM), Edición 10, 2023
Editor: IEEE
DOI: 10.1109/IEDM45625.2022.10019360

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

Autores: Cai, Kl; Van Beek, S.; Rao, S.; Fan, K.; Gupta, M.; Nguyen, V.D.; Jayakumar, G.; Talmelli, G.; Couet, S.; Kar, G.S.
Publicado en: 2022 IEEE Symposium on VLSI Technology and Circuits (VLSI Technology and Circuits), Edición 2, 2022
Editor: IEEE
DOI: 10.1109/vlsitechnologyandcir46769.2022.9830307

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

Autores: Rao, Siddharth; Cai, Kaiming; Talmelli, Giacomo; Franchina-Vergel, Nathali; Janssens, Ward; Hody, Hubert; Yasin, Farrukh; Wostyn, Kurt; Couet, Sebastien
Publicado en: 2023 IEEE International Memory Workshop (IMW), Edición 13, 2023
Editor: IEEE
DOI: 10.1109/IMW56887.2023.10145991

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

Autores: 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
Publicado en: 2021 IEEE International Memory Workshop (IMW), 2021
Editor: IEEE
DOI: 10.1109/imw51353.2021.9439606

Network insensitivity to parameter noise via adversarial regularization

Autores: Büchel, Julian; Faber, Fynn; Muir, Dylan R.
Publicado en: International conference on Learining Representations (ICLR 2022), 2022
Editor: ICLR
DOI: 10.48550/arxiv.2106.05009

ANDANTE: AI for New devices and Technologies at the Edge

Autores: Mario Diaz Nava
Publicado en: Proceedings of the 4th Summer School on Cyber-Physical Systems and Internet-of-Things, Vol. IV, 2023, Edición Vol. IV, 2023
Editor: Zenodo
DOI: 10.5281/zenodo.8113312

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

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

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

Autores: 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
Publicado en: 2022 IEEE International Memory Workshop (IMW), 2022, ISBN 978-1-6654-9947-7
Editor: IEEE
DOI: 10.1109/imw52921.2022.9779253

Optimizing The Consumption Of Spiking Neural Networks With Activity Regularization

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

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

Autores: 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
Publicado en: 2023 International Electron Devices Meeting (IEDM), Edición 6, 2023, ISSN 2156-017X
Editor: IEEE
DOI: 10.1109/IEDM45741.2023.10413749

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

Autores: Krizakova, Viola; id_orcid0000-0002-6842-8658; Perumkunnil, Manu; Couet, Sébastien; Gambardella, Pietro; Garello, Kevin
Publicado en: Handbook of Magnetic Materials, Edición Volume 31, 2022, Página(s) 1 - 53
Editor: Elsevier
DOI: 10.1016/bs.hmm.2022.10.001

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