Ai for New Devices And Technologies at the Edge

CORDIS fournit des liens vers les livrables publics et les publications des projets HORIZON.

Les liens vers les livrables et les publications des projets du 7e PC, ainsi que les liens vers certains types de résultats spécifiques tels que les jeux de données et les logiciels, sont récupérés dynamiquement sur OpenAIRE .

Livrables

Newsletters V3

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

Newsletters V4

D6.16 provides the Newsletters published during the period M37 an M45. 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

Publications

Gate-Stack Engineered IGZO-based Multi-bit OTP FeTFT with Lifelong Retention for Inference Engine Applications

Auteurs: Sourav De
Publié dans: TechRxiv, 2022
Éditeur: TechRxiv
DOI: 10.36227/techrxiv.19491221.v2

First Demonstration of Low-Power Vertically Stacked One Time Programmable Multi-bit IGZO-Based BEOL Compatible Ferroelectric TFT Memory Devices with Lifelong Retention for Monolithic 3D-Inference Engine Applications

Auteurs: Sourav De
Publié dans: TechRxiv, 2022
Éditeur: TechRxiv
DOI: 10.36227/techrxiv.19491221.v1

28nm High-K-Metal Gate Ferroelectric Field Effect Transistors Based Artificial Synapses

Auteurs: Thomas Kaempfe; Maximilian Lederer; Franz Müller; Sunanda Thunder; Yannick Raffel; Sourav De
Publié dans: TechRxiv, 2022
Éditeur: TechRxiv
DOI: 10.36227/techrxiv.21532533.v1

Neuromorphic Intermediate Representation: A Unified Instruction Set for Interoperable Brain-Inspired Computing

Auteurs: Pedersen, Jens E.; Abreu, Steven; Jobst, Matthias; Lenz, Gregor; Fra, Vittorio; Bauer, Felix C.; Muir, Dylan R.; Zhou, Peng; Vogginger, Bernhard; Heckel, Kade; Urgese, Gianvito; Shankar, Sadasivan; Stewart, Terrence C.; Eshraghian, Jason K.; Sheik, Sadique
Publié dans: arxiv, 2023
Éditeur: arxiv
DOI: 10.48550/arxiv.2311.14641

Roadmap of Ferroelectric Memories: From Discovery to 3D Integration

Auteurs: Thomas Kaempfe; Konrad Seidel; Darsen D. Lu; Johannes Mueller; Tian-Li Wu; sven beyer; Bhaswar Chakrabarti; Aftab Baig; Halid Mulaosmanovic; Tarek Ali; stefan duenkel; Ayse Sunbul; David Lehninger; Franz Müller; Yannick Raffel; Maximilian Lederer; Sourav De
Publié dans: TechRxiv, 2023
Éditeur: ANDANTE
DOI: 10.36227/techrxiv.23573523.v1

AI at the Edge, 2021 EPoSS White Paper

Auteurs: Bierzynski, Kay; Calvo Alonso, Daniel; Gandhi, Kaustubh; Lehment, Nicolas; Mayer, Dirk; Nackaerts, Axel; Neul, Reinhard; Peischl, Bernhard; Rix, Nigel; Röhm, Horst; Rzepka, Sven; Seifert, Inessa; Steimetz, Elisabeth; Stree, Bernard; Tedesco, Salvatore; Veledar, Omar; Wilsch, Benjamin
Publié dans: 2021
Éditeur: https://www.smart-systems-integration.org/

Training for temporal sparsity in deep neural networks, application in video processing

Auteurs: Yousefzadeh, Amirreza; Sifalakis, Manolis
Publié dans: International Joint Conference on Neural Networks (IJCNN), 2021
Éditeur: arxiv
DOI: 10.48550/arxiv.2107.07305

Design of Variation-Tolerant 1F-1T Memory Array for Neuromorphic Computing

Auteurs: Bhaswar Chakrabarti; Sourav De; Thomas Kaempfe; Konrad Seidel; Tian-Li Wu; Jing-Hua Hsuen; Talha Chohan; Luca Pirro; Maximilian Lederer; Yannick Raffel; Nellie Laleni; Franz Müller; Sunanda Thunder; Masud S K Rana
Publié dans: TechRxiv, 2023
Éditeur: TechRxiv
DOI: 10.36227/techrxiv.22178192.v1

Analog/Mixed-Signal Standard Cell Based Approach for Automated Circuit Generation of Neural Network Accelerators

Auteurs: Roland Müller; Loreto Mateu; Ralf Brederlow
Publié dans: 2023 38th Conference on Design of Circuits and Integrated Systems (DCIS), 2023
Éditeur: IEEE
DOI: 10.1109/dcis58620.2023.10335979

STAR: Sparse Thresholded Activation under partial-Regularization for Activation Sparsity Exploration

Auteurs: Zeqi Zhu; Arash Pourtaherian; Luc Waeijen; Egor Bondarev; Orlando Moreira
Publié dans: 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2023
Éditeur: IEEE
DOI: 10.1109/cvprw59228.2023.00479

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

Auteurs: Subhechha, Subhali
Publié dans: 2023 IEEE International Memory Workshop (IMW), Numéro 9, 2023
Éditeur: IEEE
DOI: 10.1109/IMW56887.2023.10145946

Delta Activation Layer exploits temporal sparsity for efficient embedded video processing

Auteurs: Amirreza Yousefzadeh, Manolis Sifalakis
Publié dans: 2022 International Joint Conference on Neural Networks (IJCNN), 2022
Éditeur: IEEE
DOI: 10.1109/ijcnn55064.2022.9892578

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

Auteurs: Chen, Junren; Wu, Chenxi; Indiveri, Giacomo; Payvand, Melika
Publié dans: 2022 29th IEEE International Conference on Electronics, Circuits and Systems (ICECS), Numéro 2, 2022
Éditeur: IEEE
DOI: 10.1109/icecs202256217.2022.9970901

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

Auteurs: 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.
Publié dans: 2022 International Electron Devices Meeting (IEDM), Numéro 10, 2023
Éditeur: IEEE
DOI: 10.1109/IEDM45625.2022.10019360

Cortical-inspired placement and routing: minimizing the memory resources in multi-core neuromorphic processors

Auteurs: Leite, Vanessa R C; Su, Zhe; Whatley, Adrian M; Indiveri, Giacomo
Publié dans: 2022 IEEE Biomedical Circuits and Systems Conference (BioCAS), 2022, ISBN 978-1-6654-6917-3
Éditeur: IEEE
DOI: 10.1109/biocas54905.2022.9948653

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

Auteurs: Cai, Kl; Van Beek, S.; Rao, S.; Fan, K.; Gupta, M.; Nguyen, V.D.; Jayakumar, G.; Talmelli, G.; Couet, S.; Kar, G.S.
Publié dans: 2022 IEEE Symposium on VLSI Technology and Circuits (VLSI Technology and Circuits), Numéro 2, 2022
Éditeur: IEEE
DOI: 10.1109/vlsitechnologyandcir46769.2022.9830307

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

Auteurs: Rao, Siddharth; Cai, Kaiming; Talmelli, Giacomo; Franchina-Vergel, Nathali; Janssens, Ward; Hody, Hubert; Yasin, Farrukh; Wostyn, Kurt; Couet, Sebastien
Publié dans: 2023 IEEE International Memory Workshop (IMW), Numéro 13, 2023
Éditeur: IEEE
DOI: 10.1109/IMW56887.2023.10145991

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

Auteurs: 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
Publié dans: 2021 IEEE International Memory Workshop (IMW), 2021
Éditeur: IEEE
DOI: 10.1109/imw51353.2021.9439606

Network insensitivity to parameter noise via adversarial regularization

Auteurs: Büchel, Julian; Faber, Fynn; Muir, Dylan R.
Publié dans: International conference on Learining Representations (ICLR 2022), 2022
Éditeur: ICLR
DOI: 10.48550/arxiv.2106.05009

NETWORK INSENSITIVITY TO PARAMETER NOISE VIA PARAMETER ATTACK DURING TRAINING

Auteurs: Julian Büchel, Fynn Firouz Faber, Dylan Richard Muir
Publié dans: ICLR 2022 Conference, 2022
Éditeur: ICLR

ANDANTE: AI for New devices and Technologies at the Edge

Auteurs: Mario Diaz Nava
Publié dans: Proceedings of the 4th Summer School on Cyber-Physical Systems and Internet-of-Things, Vol. IV, 2023, Numéro Vol. IV, 2023
Éditeur: Zenodo
DOI: 10.5281/zenodo.8113312

An Ultra-Low-Power Serial Implementation for Sigmoid and Tanh Using CORDIC Algorithm

Auteurs: Yaoxing Chang; Petar Jokic; Stephane Emery; Luca Benini
Publié dans: 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), 2023
Éditeur: IEEE
DOI: 10.23919/date56975.2023.10136960

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

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

Overcoming the Data Deluge Challenges with Greener Electronics

Auteurs: J.-R. Léquepeys, M. Duranton, S. Bonnetier, S. Catrou, R. Fournel, T. Ernst, L. Hérault, D. Louis, A. Jerraya, A. Valentian, F. Perruchot, T. Signamarcheix, E. Vianello, C. Reita
Publié dans: ESSCIRC 2021 - IEEE 47th European Solid State Circuits Conference (ESSCIRC), 2021
Éditeur: IEEE
DOI: 10.1109/esscirc53450.2021.9567836

Core Interface Optimization for Multi-core Neuromorphic Processors

Auteurs: Su, Zhe; Hwang, Hyunjung; Torchet, Tristan; Indiveri, Giacomo
Publié dans: 2023 28th IEEE International Symposium on Asynchronous Circuits and Systems (ASYNC), 2023, ISBN 979-8-3503-0576-0
Éditeur: IEEE
DOI: 10.1109/async58294.2023.10239574

Yak: An Asynchronous Bundled Data Pipeline Description Language

Auteurs: Nielsen, Carsten; Su, Zhe; Indiveri, Giacomo
Publié dans: 2023 28th IEEE International Symposium on Asynchronous Circuits and Systems (ASYNC), 2023, ISBN 979-8-3503-0576-0
Éditeur: IEEE
DOI: 10.1109/async58294.2023.10239566

A performance characterization of AI algorithms on energy-efficient hardware with applications to robust autonomous landing

Auteurs: Antonio Gracia-Berna, Michael Hardt, Adriana Febles Rodriguez, Daniel Pereira, Pablo Losada‡, Sergio Peiteado, Enrique Romay, Alvaro Rodrıguez, Javier Menendez, Marcos Lopez
Publié dans: 2023 IEEE/AIAA 42nd Digital Avionics Systems Conference (DASC), 2023
Éditeur: IEEE
DOI: 10.1109/dasc58513.2023.10311239

Open the box of digital neuromorphic processor: Towards effective algorithm-hardware co-design

Auteurs: Tang, Guangzhi; Safa, Ali; Shidqi, Kevin; Detterer, Paul; Traferro, Stefano; Konijnenburg, Mario; Sifalakis, Manolis; van Schaik, Gert-Jan; Yousefzadeh, Amirreza
Publié dans: 2023 IEEE International Symposium on Circuits and Systems (ISCAS), 2023
Éditeur: IEEE
DOI: 10.1109/iscas46773.2023.10181505

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

Auteurs: 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
Publié dans: 2022 IEEE International Memory Workshop (IMW), 2022, ISBN 978-1-6654-9947-7
Éditeur: IEEE
DOI: 10.1109/imw52921.2022.9779253

A Dynamic Charge-Transfer-Based Crossbar with Low Sensitivity to Parasitic Wire-Resistance

Auteurs: Pengcheng Xu, Lei Zhang, Ferdinand Pscheidl, David Borggreve, Frank Vanselow and Ralf Brederlow
Publié dans: 2022 IEEE International Symposium on Circuits and Systems (ISCAS), 2022
Éditeur: IEEE
DOI: 10.1109/iscas48785.2022.9937243

Complex-Valued Neural Networks for Doppler Disambiguation in FMCW Radars

Auteurs: Chen Liu, Jiawei Li, Hector A. Gonzalez, Bernhard Vogginger, Christian Mayr
Publié dans: 2023 24th International Radar Symposium (IRS), 2023
Éditeur: IEEE
DOI: 10.23919/irs57608.2023.10172424

Optimizing The Consumption Of Spiking Neural Networks With Activity Regularization

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

ARTS: An adaptive regularization training schedule for activation sparsity exploratio

Auteurs: • Z Zhu, A Pourtaherian, L Waeijen, L Bamberg, E Bondarev, O Moreira
Publié dans: 2022 25th Euromicro Conference on Digital System Design (DSD), 2022
Éditeur: IEEE
DOI: 10.1109/dsd57027.2022.00062

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

Auteurs: 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
Publié dans: 2023 International Electron Devices Meeting (IEDM), Numéro 6, 2023, ISSN 2156-017X
Éditeur: IEEE
DOI: 10.1109/IEDM45741.2023.10413749

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

Auteurs: Pscheidl, Ferdinand
Publié dans: Fraunhofer EMFT, 2021
Éditeur: Fraunhofer EMFT
DOI: 10.24406/publica-fhg-283548

Komplexes neuronales Netz zur Bestimmung der eindeutigen Geschwindigkeit in Fahrzeugradarsystemen

Auteurs: Jiawei Li
Publié dans: 2022
Éditeur: TU Dresden

Real-time sensor processing using the SpiNNaker2 neuromorphic multi-processor system

Auteurs: Sirine Arfa
Publié dans: 2023
Éditeur: Sup'Com Tunis

Deployment of artificial intelligence algorithms on edge devices equipped with AI chips based on FPGA

Auteurs: Adriana Febles
Publié dans: 2022
Éditeur: University of Valladolid

Industrial Artificial Intelligence Technologies and Applications

Auteurs: Ovidiu Vermesan, Franz Wotawa, Mario Diaz Nava, Björn Debaille (Editors)
Publié dans: 2022, ISBN 9788770227902
Éditeur: River Publishers
DOI: 10.13052/rp-9788770227902

Embedded Artificial Intelligence: Devices, Embedded Systems, and Industrial Applications

Auteurs: Ovidiu Vermesan; Mario Diaz Nava; Björn Debaillie (Editors)
Publié dans: 2022, ISBN 9788770228206
Éditeur: IEEE

Intelligent Edge-Embedded Technologies for Digitising Industry

Auteurs: Vermesan Ovidiu; Diaz Nava Mario
Publié dans: Intelligent Edge-Embedded Technologies for Digitising Industry, 2022, ISBN 978-87-7022-610-3
Éditeur: RiverPublishers
DOI: 10.5281/zenodo.8014640

Proteção da cultura de tomate para indústria. Desafios e soluções: contribuição do GO QUALITOMATE

Auteurs: Ana Paula Nunes, João Santos Silva
Publié dans: 2023, ISBN 978-989-33-4907-6
Éditeur: Centro de Competências para o Tomate Indústria

Rockpool Documentaton

Auteurs: Muir, Dylan; Bauer, Felix; Weidel, Philipp
Publié dans: 2022
Éditeur: ANDANTE
DOI: 10.5281/zenodo.3773846

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

Auteurs: 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
Publié dans: IEEE Transactions on Electron Devices, Numéro Vol. 69, Numéro:12, 2022, Page(s) 7194 - 7198, ISSN 0018-9383
Éditeur: 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

Auteurs: Sacco G.; Mercuri M.; Hornung R.; Visser H.; Lorato I.; Pisa S.; Dolmans G.
Publié dans: Scientific Reports, Numéro 4, 2023, ISSN 2045-2322
Éditeur: Nature Publishing Group
DOI: 10.1038/s41598-023-41541-3

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

Auteurs: Tiago Dominguez, Tomas Brandao, Ricardo Ribeiro, Joao C. Ferreira
Publié dans: Agriculture, Numéro 2022, 12(11),1967, 2022, ISSN 2077-0472
Éditeur: MDPI
DOI: 10.3390/agriculture12111967

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

Auteurs: 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
Publié dans: IEEE Transactions on Nanotechnology, Numéro Volume 22, 2023, Page(s) 424 - 429, ISSN 1536-125X
Éditeur: 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

Auteurs: 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
Publié dans: Nano Letters, Numéro 23, 2023, Page(s) 5482 - 5489, ISSN 1530-6992
Éditeur: ACS
DOI: 10.1021/acs.nanolett.3c00639

Scaling Limits of Memristor-Based Routers for Asynchronous Neuromorphic Systems

Auteurs: Chen, Junren; Yang, Siyao; Wu, Huaqiang; Indiveri, Giacomo; Payvand, Melika
Publié dans: IEEE Transactions on Circuits and Systems II: Express Briefs, Numéro Volume 71, Numéro 3, 2023, ISSN 1558-3791
Éditeur: IEEE
DOI: 10.1109/tcsii.2023.3343292

OxRAM + OTS optimization for binarized neural network hardware implementation

Auteurs: 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
Publié dans: Semiconductor Science and Technology, Numéro 02681242, 2021, ISSN 0268-1242
Éditeur: Institute of Physics Publishing
DOI: 10.1088/1361-6641/ac31e2

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

Auteurs: 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
Publié dans: IEEE Electron Device Letters, Numéro Vol. 43, Ussue: 12, 2023, Page(s) 2081 - 2084, ISSN 0741-3106
Éditeur: 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

Auteurs: Tiago Dominguez, Tomas Brandao, Joao C. Ferreira
Publié dans: Agriculture, Numéro 2022, 12, 1350, 2022, ISSN 2077-0472
Éditeur: MDPI
DOI: 10.3390/agriculture12091350

GenericSNN: A Framework for Easy Development of Spiking Neural Networks

Auteurs: A. Martin-Martin, M. Verona-Almeida, R. Padial-Allué, J. Mendez-Gomez, E. Castillo, L. Parrilla
Publié dans: IEEE Access, Numéro vol. 12, 2024, Page(s) 57504-57518, ISSN 2169-3536
Éditeur: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2024.3391889

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

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

2022 roadmap on neuromorphic computing and engineering

Auteurs: "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;"
Publié dans: Neuromorphic Computing and Engineering , vol. 2 , no. 2 , 022501, Numéro 26344386, 2022, ISSN 2634-4386
Éditeur: IOP Publishing
DOI: 10.1088/2634-4386/ac4a83

EqSpike: Spike-driven equilibrium propagation for neuromorphic implementations

Auteurs: E. Martin, M. Ernoult, Jérémie Laydevant, Shuai-shuai Li, D. Querlioz, Teodora Petrisor, J. Grollier
Publié dans: iScience, Numéro 25890042, 2021, ISSN 2589-0042
Éditeur: 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

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

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

Auteurs: Gianfranco Mauro, Ignacio Martinez-Rodriguez, Julius Ott, Lorenzo Servadei, Robert Wille, Manuel P. Cuellar, Diego P. Morales-Santos
Publié dans: Applied Intelligence, Numéro Vol. 53, 2023, Page(s) 25359–25387, ISSN 1573-7497
Éditeur: 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

Auteurs: 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
Publié dans: ACS Applied Electronic Materials, Numéro 4, 2023, Page(s) 5292–5300, ISSN 2637-6113
Éditeur: ACS
DOI: 10.1021/acsaelm.2c00771

A Construction Kit for Efficient Low Power Neural Network Accelerator Designs

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

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

Auteurs: Amirhossein Rostami; Bernhard Vogginger; Yexin Yan; Christian G. Mayr; Christian G. Mayr
Publié dans: Frontiers in Neuroscience, Vol 16 (2022), Numéro 16, 2022, ISSN 1662-453X
Éditeur: Frontiers
DOI: 10.3389/fnins.2022.1018006

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

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

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

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

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

Auteurs: Lennart Bamberg; Arash Pourtaherian; Luc Waeijen; Anupam Chahar; Orlando Moreira
Publié dans: IEEE Transactions on Parallel and Distributed Systems, Numéro Volume 34, Numéro 4, 2023, Page(s) 1227–1240, ISSN 1045-9219
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tpds.2023.3239517

Temporal Delta Layer: Exploiting Temporal Sparsity in Deep Neural Networks for Time-Series Data

Auteurs: Preetha Vijayan, Amirreza Yousefzadeh, Manolis Sifalakis, Rene van Leuken
Publié dans: Industrial Artificial Intelligence Technologies and Applications, 2023
Éditeur: River Publishers
DOI: 10.1201/9781003377382-3

Sub-mW Neuromorphic SNN Audio Processing Applications with Rockpool and Xylo

Auteurs: Bos, Hannah; Muir, Dylan
Publié dans: Embedded Artificial Intelligence, 2023, ISBN 9781003394440
Éditeur: River Publishers
DOI: 10.1201/9781003394440-7

Deploying a Convolutional Neural Network on Edge MCU and Neuromorphic Hardware Platforms

Auteurs: Simon Narduzzi, Dorvan Favre, Nuria Pazos Escudero and L. Andrea Dunbar
Publié dans: 2022, ISBN 9781003377382
Éditeur: River Publishers
DOI: 10.1201/9781003377382-10

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

Auteurs: Krizakova, Viola; id_orcid0000-0002-6842-8658; Perumkunnil, Manu; Couet, Sébastien; Gambardella, Pietro; Garello, Kevin
Publié dans: Handbook of Magnetic Materials, Numéro Volume 31, 2022, Page(s) 1 - 53
Éditeur: Elsevier
DOI: 10.1016/bs.hmm.2022.10.001

Benchmarking Neuromorphic Computing for Inference

Auteurs: Simon Narduzzi, Loreto Mateu, Petar Jokic, Erfan Azarkhish, Andrea Dunbar
Publié dans: Industrial Artificial Intelligence Technologies and Applications, 2023, ISBN 9781003377382
Éditeur: River Publishers
DOI: 10.1201/9781003377382-1

Benchmarking the Epiphany Processor as a Reference Neuromorphic Architecture

Auteurs: Molendijk, Maarten; Vadivel, Kanishkan; Corradi, Federico; van Schaik, Gert-Jan; Yousefzadeh, Amirreza; Corporaal, Henk; Vermesan, Ovidiu
Publié dans: Industrial Artificial Intelligence Technologies and Applications, 2022, Page(s) 21-34, ISBN 9788770227902
Éditeur: River Publishers

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