Ai for New Devices And Technologies at the Edge

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Resultado final

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

Publicaciones

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

Autores: Sourav De
Publicado en: TechRxiv, 2022
Editor: 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

Autores: Sourav De
Publicado en: TechRxiv, 2022
Editor: TechRxiv
DOI: 10.36227/techrxiv.19491221.v1

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

Autores: Thomas Kaempfe; Maximilian Lederer; Franz Müller; Sunanda Thunder; Yannick Raffel; Sourav De
Publicado en: TechRxiv, 2022
Editor: TechRxiv
DOI: 10.36227/techrxiv.21532533.v1

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

Autores: 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
Publicado en: arxiv, 2023
Editor: arxiv
DOI: 10.48550/arxiv.2311.14641

Roadmap of Ferroelectric Memories: From Discovery to 3D Integration

Autores: 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
Publicado en: TechRxiv, 2023
Editor: ANDANTE
DOI: 10.36227/techrxiv.23573523.v1

AI at the Edge, 2021 EPoSS White Paper

Autores: 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
Publicado en: 2021
Editor: https://www.smart-systems-integration.org/

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

Autores: Yousefzadeh, Amirreza; Sifalakis, Manolis
Publicado en: International Joint Conference on Neural Networks (IJCNN), 2021
Editor: arxiv
DOI: 10.48550/arxiv.2107.07305

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

Autores: 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
Publicado en: TechRxiv, 2023
Editor: TechRxiv
DOI: 10.36227/techrxiv.22178192.v1

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

Autores: Roland Müller; Loreto Mateu; Ralf Brederlow
Publicado en: 2023 38th Conference on Design of Circuits and Integrated Systems (DCIS), 2023
Editor: IEEE
DOI: 10.1109/dcis58620.2023.10335979

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

Autores: Zeqi Zhu; Arash Pourtaherian; Luc Waeijen; Egor Bondarev; Orlando Moreira
Publicado en: 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2023
Editor: 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

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

Delta Activation Layer exploits temporal sparsity for efficient embedded video processing

Autores: Amirreza Yousefzadeh, Manolis Sifalakis
Publicado en: 2022 International Joint Conference on Neural Networks (IJCNN), 2022
Editor: IEEE
DOI: 10.1109/ijcnn55064.2022.9892578

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

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

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

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

NETWORK INSENSITIVITY TO PARAMETER NOISE VIA PARAMETER ATTACK DURING TRAINING

Autores: Julian Büchel, Fynn Firouz Faber, Dylan Richard Muir
Publicado en: ICLR 2022 Conference, 2022
Editor: ICLR

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

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

Autores: Yaoxing Chang; Petar Jokic; Stephane Emery; Luca Benini
Publicado en: 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), 2023
Editor: IEEE
DOI: 10.23919/date56975.2023.10136960

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

Overcoming the Data Deluge Challenges with Greener Electronics

Autores: 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
Publicado en: ESSCIRC 2021 - IEEE 47th European Solid State Circuits Conference (ESSCIRC), 2021
Editor: IEEE
DOI: 10.1109/esscirc53450.2021.9567836

Core Interface Optimization for Multi-core Neuromorphic Processors

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

Yak: An Asynchronous Bundled Data Pipeline Description Language

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

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

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

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

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

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

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

Autores: Pengcheng Xu, Lei Zhang, Ferdinand Pscheidl, David Borggreve, Frank Vanselow and Ralf Brederlow
Publicado en: 2022 IEEE International Symposium on Circuits and Systems (ISCAS), 2022
Editor: IEEE
DOI: 10.1109/iscas48785.2022.9937243

Complex-Valued Neural Networks for Doppler Disambiguation in FMCW Radars

Autores: Chen Liu, Jiawei Li, Hector A. Gonzalez, Bernhard Vogginger, Christian Mayr
Publicado en: 2023 24th International Radar Symposium (IRS), 2023
Editor: IEEE
DOI: 10.23919/irs57608.2023.10172424

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

ARTS: An adaptive regularization training schedule for activation sparsity exploratio

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

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

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

Autores: Pscheidl, Ferdinand
Publicado en: Fraunhofer EMFT, 2021
Editor: Fraunhofer EMFT
DOI: 10.24406/publica-fhg-283548

Komplexes neuronales Netz zur Bestimmung der eindeutigen Geschwindigkeit in Fahrzeugradarsystemen

Autores: Jiawei Li
Publicado en: 2022
Editor: TU Dresden

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

Autores: Sirine Arfa
Publicado en: 2023
Editor: Sup'Com Tunis

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

Autores: Adriana Febles
Publicado en: 2022
Editor: University of Valladolid

Industrial Artificial Intelligence Technologies and Applications

Autores: Ovidiu Vermesan, Franz Wotawa, Mario Diaz Nava, Björn Debaille (Editors)
Publicado en: 2022, ISBN 9788770227902
Editor: River Publishers
DOI: 10.13052/rp-9788770227902

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

Autores: Ovidiu Vermesan; Mario Diaz Nava; Björn Debaillie (Editors)
Publicado en: 2022, ISBN 9788770228206
Editor: IEEE

Intelligent Edge-Embedded Technologies for Digitising Industry

Autores: Vermesan Ovidiu; Diaz Nava Mario
Publicado en: Intelligent Edge-Embedded Technologies for Digitising Industry, 2022, ISBN 978-87-7022-610-3
Editor: RiverPublishers
DOI: 10.5281/zenodo.8014640

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

Autores: Ana Paula Nunes, João Santos Silva
Publicado en: 2023, ISBN 978-989-33-4907-6
Editor: Centro de Competências para o Tomate Indústria

Rockpool Documentaton

Autores: Muir, Dylan; Bauer, Felix; Weidel, Philipp
Publicado en: 2022
Editor: ANDANTE
DOI: 10.5281/zenodo.3773846

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

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

Autores: Preetha Vijayan, Amirreza Yousefzadeh, Manolis Sifalakis, Rene van Leuken
Publicado en: Industrial Artificial Intelligence Technologies and Applications, 2023
Editor: River Publishers
DOI: 10.1201/9781003377382-3

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

Autores: Bos, Hannah; Muir, Dylan
Publicado en: Embedded Artificial Intelligence, 2023, ISBN 9781003394440
Editor: River Publishers
DOI: 10.1201/9781003394440-7

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Publicado en: 2022, ISBN 9781003377382
Editor: River Publishers
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Editor: River Publishers
DOI: 10.1201/9781003377382-1

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Editor: River Publishers

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COMPUTING DEVICE AND ELECTRONIC DEVICE

Número de solicitud/publicación: 20 21119625
Fecha: 2021-09-22
Solicitante(s): SYNSENSE AG

SIGNAL PROCESSING METHOD FOR NEURON IN SPIKING NEURAL NETWORK AND METHOD FOR TRAINING SAID NETWORK

Número de solicitud/publicación: 20 21123091
Fecha: 2021-10-11
Solicitante(s): SYNSENSE AG

DIVISIVE NORMALIZATION METHOD, DEVICE, AUDIO FEATURE EXTRACTOR AND A CHIP

Número de solicitud/publicación: 20 22082719
Fecha: 2022-03-24
Solicitante(s): SYNSENSE AG

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