Ai for New Devices And Technologies at the Edge

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

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

Author(s): Sourav De
Published in: TechRxiv, 2022
Publisher: 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

Author(s): Sourav De
Published in: TechRxiv, 2022
Publisher: TechRxiv
DOI: 10.36227/techrxiv.19491221.v1

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

Author(s): Thomas Kaempfe; Maximilian Lederer; Franz Müller; Sunanda Thunder; Yannick Raffel; Sourav De
Published in: TechRxiv, 2022
Publisher: TechRxiv
DOI: 10.36227/techrxiv.21532533.v1

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

Author(s): 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
Published in: arxiv, 2023
Publisher: arxiv
DOI: 10.48550/arxiv.2311.14641

Roadmap of Ferroelectric Memories: From Discovery to 3D Integration

Author(s): 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
Published in: TechRxiv, 2023
Publisher: ANDANTE
DOI: 10.36227/techrxiv.23573523.v1

AI at the Edge, 2021 EPoSS White Paper

Author(s): 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
Published in: 2021
Publisher: https://www.smart-systems-integration.org/

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

Author(s): Yousefzadeh, Amirreza; Sifalakis, Manolis
Published in: International Joint Conference on Neural Networks (IJCNN), 2021
Publisher: arxiv
DOI: 10.48550/arxiv.2107.07305

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

Author(s): 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
Published in: TechRxiv, 2023
Publisher: TechRxiv
DOI: 10.36227/techrxiv.22178192.v1

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

Author(s): Roland Müller; Loreto Mateu; Ralf Brederlow
Published in: 2023 38th Conference on Design of Circuits and Integrated Systems (DCIS), 2023
Publisher: IEEE
DOI: 10.1109/dcis58620.2023.10335979

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

Author(s): Zeqi Zhu; Arash Pourtaherian; Luc Waeijen; Egor Bondarev; Orlando Moreira
Published in: 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2023
Publisher: 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

Author(s): Subhechha, Subhali
Published in: 2023 IEEE International Memory Workshop (IMW), Issue 9, 2023
Publisher: IEEE
DOI: 10.1109/IMW56887.2023.10145946

Delta Activation Layer exploits temporal sparsity for efficient embedded video processing

Author(s): Amirreza Yousefzadeh, Manolis Sifalakis
Published in: 2022 International Joint Conference on Neural Networks (IJCNN), 2022
Publisher: IEEE
DOI: 10.1109/ijcnn55064.2022.9892578

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

Author(s): Chen, Junren; Wu, Chenxi; Indiveri, Giacomo; Payvand, Melika
Published in: 2022 29th IEEE International Conference on Electronics, Circuits and Systems (ICECS), Issue 2, 2022
Publisher: IEEE
DOI: 10.1109/icecs202256217.2022.9970901

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

Author(s): 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.
Published in: 2022 International Electron Devices Meeting (IEDM), Issue 10, 2023
Publisher: IEEE
DOI: 10.1109/IEDM45625.2022.10019360

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

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

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

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

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

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

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

Author(s): 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
Published in: 2021 IEEE International Memory Workshop (IMW), 2021
Publisher: IEEE
DOI: 10.1109/imw51353.2021.9439606

Network insensitivity to parameter noise via adversarial regularization

Author(s): Büchel, Julian; Faber, Fynn; Muir, Dylan R.
Published in: International conference on Learining Representations (ICLR 2022), 2022
Publisher: ICLR
DOI: 10.48550/arxiv.2106.05009

NETWORK INSENSITIVITY TO PARAMETER NOISE VIA PARAMETER ATTACK DURING TRAINING

Author(s): Julian Büchel, Fynn Firouz Faber, Dylan Richard Muir
Published in: ICLR 2022 Conference, 2022
Publisher: ICLR

ANDANTE: AI for New devices and Technologies at the Edge

Author(s): Mario Diaz Nava
Published in: Proceedings of the 4th Summer School on Cyber-Physical Systems and Internet-of-Things, Vol. IV, 2023, Issue Vol. IV, 2023
Publisher: Zenodo
DOI: 10.5281/zenodo.8113312

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

Author(s): Yaoxing Chang; Petar Jokic; Stephane Emery; Luca Benini
Published in: 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), 2023
Publisher: IEEE
DOI: 10.23919/date56975.2023.10136960

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

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

Overcoming the Data Deluge Challenges with Greener Electronics

Author(s): 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
Published in: ESSCIRC 2021 - IEEE 47th European Solid State Circuits Conference (ESSCIRC), 2021
Publisher: IEEE
DOI: 10.1109/esscirc53450.2021.9567836

Core Interface Optimization for Multi-core Neuromorphic Processors

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

Yak: An Asynchronous Bundled Data Pipeline Description Language

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

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

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

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

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

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

Author(s): 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
Published in: 2022 IEEE International Memory Workshop (IMW), 2022, ISBN 978-1-6654-9947-7
Publisher: IEEE
DOI: 10.1109/imw52921.2022.9779253

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

Author(s): Pengcheng Xu, Lei Zhang, Ferdinand Pscheidl, David Borggreve, Frank Vanselow and Ralf Brederlow
Published in: 2022 IEEE International Symposium on Circuits and Systems (ISCAS), 2022
Publisher: IEEE
DOI: 10.1109/iscas48785.2022.9937243

Complex-Valued Neural Networks for Doppler Disambiguation in FMCW Radars

Author(s): Chen Liu, Jiawei Li, Hector A. Gonzalez, Bernhard Vogginger, Christian Mayr
Published in: 2023 24th International Radar Symposium (IRS), 2023
Publisher: IEEE
DOI: 10.23919/irs57608.2023.10172424

Optimizing The Consumption Of Spiking Neural Networks With Activity Regularization

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

ARTS: An adaptive regularization training schedule for activation sparsity exploratio

Author(s): • Z Zhu, A Pourtaherian, L Waeijen, L Bamberg, E Bondarev, O Moreira
Published in: 2022 25th Euromicro Conference on Digital System Design (DSD), 2022
Publisher: IEEE
DOI: 10.1109/dsd57027.2022.00062

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

Author(s): 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
Published in: 2023 International Electron Devices Meeting (IEDM), Issue 6, 2023, ISSN 2156-017X
Publisher: IEEE
DOI: 10.1109/IEDM45741.2023.10413749

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

Author(s): Pscheidl, Ferdinand
Published in: Fraunhofer EMFT, 2021
Publisher: Fraunhofer EMFT
DOI: 10.24406/publica-fhg-283548

Komplexes neuronales Netz zur Bestimmung der eindeutigen Geschwindigkeit in Fahrzeugradarsystemen

Author(s): Jiawei Li
Published in: 2022
Publisher: TU Dresden

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

Author(s): Sirine Arfa
Published in: 2023
Publisher: Sup'Com Tunis

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

Author(s): Adriana Febles
Published in: 2022
Publisher: University of Valladolid

Industrial Artificial Intelligence Technologies and Applications

Author(s): Ovidiu Vermesan, Franz Wotawa, Mario Diaz Nava, Björn Debaille (Editors)
Published in: 2022, ISBN 9788770227902
Publisher: River Publishers
DOI: 10.13052/rp-9788770227902

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

Author(s): Ovidiu Vermesan; Mario Diaz Nava; Björn Debaillie (Editors)
Published in: 2022, ISBN 9788770228206
Publisher: IEEE

Intelligent Edge-Embedded Technologies for Digitising Industry

Author(s): Vermesan Ovidiu; Diaz Nava Mario
Published in: Intelligent Edge-Embedded Technologies for Digitising Industry, 2022, ISBN 978-87-7022-610-3
Publisher: RiverPublishers
DOI: 10.5281/zenodo.8014640

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

Author(s): Ana Paula Nunes, João Santos Silva
Published in: 2023, ISBN 978-989-33-4907-6
Publisher: Centro de Competências para o Tomate Indústria

Rockpool Documentaton

Author(s): Muir, Dylan; Bauer, Felix; Weidel, Philipp
Published in: 2022
Publisher: ANDANTE
DOI: 10.5281/zenodo.3773846

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

Author(s): 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
Published in: IEEE Transactions on Electron Devices, Issue Vol. 69, Issue:12, 2022, Page(s) 7194 - 7198, ISSN 0018-9383
Publisher: 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

Author(s): Sacco G.; Mercuri M.; Hornung R.; Visser H.; Lorato I.; Pisa S.; Dolmans G.
Published in: Scientific Reports, Issue 4, 2023, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-023-41541-3

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

Author(s): Tiago Dominguez, Tomas Brandao, Ricardo Ribeiro, Joao C. Ferreira
Published in: Agriculture, Issue 2022, 12(11),1967, 2022, ISSN 2077-0472
Publisher: MDPI
DOI: 10.3390/agriculture12111967

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

Author(s): 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
Published in: IEEE Transactions on Nanotechnology, Issue Volume 22, 2023, Page(s) 424 - 429, ISSN 1536-125X
Publisher: 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

Author(s): 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
Published in: Nano Letters, Issue 23, 2023, Page(s) 5482 - 5489, ISSN 1530-6992
Publisher: ACS
DOI: 10.1021/acs.nanolett.3c00639

Scaling Limits of Memristor-Based Routers for Asynchronous Neuromorphic Systems

Author(s): Chen, Junren; Yang, Siyao; Wu, Huaqiang; Indiveri, Giacomo; Payvand, Melika
Published in: IEEE Transactions on Circuits and Systems II: Express Briefs, Issue Volume 71, Issue 3, 2023, ISSN 1558-3791
Publisher: IEEE
DOI: 10.1109/tcsii.2023.3343292

OxRAM + OTS optimization for binarized neural network hardware implementation

Author(s): 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
Published in: Semiconductor Science and Technology, Issue 02681242, 2021, ISSN 0268-1242
Publisher: Institute of Physics Publishing
DOI: 10.1088/1361-6641/ac31e2

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

Author(s): 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
Published in: IEEE Electron Device Letters, Issue Vol. 43, Ussue: 12, 2023, Page(s) 2081 - 2084, ISSN 0741-3106
Publisher: 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

Author(s): Tiago Dominguez, Tomas Brandao, Joao C. Ferreira
Published in: Agriculture, Issue 2022, 12, 1350, 2022, ISSN 2077-0472
Publisher: MDPI
DOI: 10.3390/agriculture12091350

GenericSNN: A Framework for Easy Development of Spiking Neural Networks

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

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

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

2022 roadmap on neuromorphic computing and engineering

Author(s): "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;"
Published in: Neuromorphic Computing and Engineering , vol. 2 , no. 2 , 022501, Issue 26344386, 2022, ISSN 2634-4386
Publisher: IOP Publishing
DOI: 10.1088/2634-4386/ac4a83

EqSpike: Spike-driven equilibrium propagation for neuromorphic implementations

Author(s): E. Martin, M. Ernoult, Jérémie Laydevant, Shuai-shuai Li, D. Querlioz, Teodora Petrisor, J. Grollier
Published in: iScience, Issue 25890042, 2021, ISSN 2589-0042
Publisher: 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

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

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

Author(s): Gianfranco Mauro, Ignacio Martinez-Rodriguez, Julius Ott, Lorenzo Servadei, Robert Wille, Manuel P. Cuellar, Diego P. Morales-Santos
Published in: Applied Intelligence, Issue Vol. 53, 2023, Page(s) 25359–25387, ISSN 1573-7497
Publisher: 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

Author(s): 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
Published in: ACS Applied Electronic Materials, Issue 4, 2023, Page(s) 5292–5300, ISSN 2637-6113
Publisher: ACS
DOI: 10.1021/acsaelm.2c00771

A Construction Kit for Efficient Low Power Neural Network Accelerator Designs

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

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

Author(s): Amirhossein Rostami; Bernhard Vogginger; Yexin Yan; Christian G. Mayr; Christian G. Mayr
Published in: Frontiers in Neuroscience, Vol 16 (2022), Issue 16, 2022, ISSN 1662-453X
Publisher: Frontiers
DOI: 10.3389/fnins.2022.1018006

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

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

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

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

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

Author(s): Lennart Bamberg; Arash Pourtaherian; Luc Waeijen; Anupam Chahar; Orlando Moreira
Published in: IEEE Transactions on Parallel and Distributed Systems, Issue Volume 34, Issue 4, 2023, Page(s) 1227–1240, ISSN 1045-9219
Publisher: 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

Author(s): Preetha Vijayan, Amirreza Yousefzadeh, Manolis Sifalakis, Rene van Leuken
Published in: Industrial Artificial Intelligence Technologies and Applications, 2023
Publisher: River Publishers
DOI: 10.1201/9781003377382-3

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

Author(s): Bos, Hannah; Muir, Dylan
Published in: Embedded Artificial Intelligence, 2023, ISBN 9781003394440
Publisher: River Publishers
DOI: 10.1201/9781003394440-7

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

Author(s): Simon Narduzzi, Dorvan Favre, Nuria Pazos Escudero and L. Andrea Dunbar
Published in: 2022, ISBN 9781003377382
Publisher: River Publishers
DOI: 10.1201/9781003377382-10

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DOI: 10.1016/bs.hmm.2022.10.001

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Publisher: River Publishers
DOI: 10.1201/9781003377382-1

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Publisher: River Publishers

Intellectual Property Rights

COMPUTING DEVICE AND ELECTRONIC DEVICE

Application/Publication number: 20 21119625
Date: 2021-09-22
Applicant(s): SYNSENSE AG

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

Application/Publication number: 20 21123091
Date: 2021-10-11
Applicant(s): SYNSENSE AG

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

Application/Publication number: 20 22082719
Date: 2022-03-24
Applicant(s): SYNSENSE AG

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