Hybrid electronic-photonic architectures for brain-inspired computing

Información del proyecto

HYBRAIN

Identificador del acuerdo de subvención: 101046878

DOI

10.3030/101046878

Fecha de la firma de la CE 23 Febrero 2022

Fecha de inicio 1 Mayo 2022

Fecha de finalización 31 Octubre 2026

Financiado con arreglo a

• The European Innovation Council (EIC)

Coste total

€ 1 672 528,75

Aportación de la UE

€ 1 672 528,50

Coordinado por

UNIVERSITEIT TWENTE
Netherlands

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

Documents, reports (6)

Report on implantation of deep dopants
Report on implementation of CNN layers using AIMC tiles

Report on implementation of convolution layers using AIMC tiles

Report on low-latency operation
Report on programmable unit cell
Updated DMP RP1
Updated DMP RP2

Websites, patent fillings, videos etc. (1)

Collaborative and public website

Public website

Publicaciones

Peer reviewed articles (20)

Nature Communications

Autores: Anna P. Ovvyan; Min-Ken Li; Helge Gehring; Fabian Beutel; Sandeep Kumar; Frank Hennrich; Li Wei; Yuan Chen; Felix Pyatkov; Ralph Krupke; Wolfram H. P. Pernice
Publicado en: Nature Communications, Edición 14, 2023, ISSN 2041-1723
Editor: Springer Nature
DOI: 10.5445/ir/1000161336

Probabilistic photonic computing with chaotic light

Autores: Frank Brückerhoff-Plückelmann, Hendrik Borras, Bernhard Klein, Akhil Varri, Marlon Becker, Jelle Dijkstra, Martin Brückerhoff, C. David Wright, Martin Salinga, Harish Bhaskaran, Benjamin Risse, Holger Fröning, Wolfram Pernice
Publicado en: Nature Communications, Edición 15, 2024, ISSN 2041-1723
Editor: Springer Science and Business Media LLC
DOI: 10.1038/s41467-024-54931-6

Integrated photonic neuromorphic computing: opportunities and challenges

Autores: Nikolaos Farmakidis, Bowei Dong, Harish Bhaskaran
Publicado en: Nature Reviews Electrical Engineering, Edición 1, 2024, ISSN 2948-1201
Editor: Springer Science and Business Media LLC
DOI: 10.1038/s44287-024-00050-9

When Machine Learning Meets 2D Materials: A Review

Autores: Bin Lu, Yuze Xia, Yuqian Ren, Miaomiao Xie, Liguo Zhou, Giovanni Vinai, Simon A. Morton, Andrew T. S. Wee, Wilfred G. van der Wiel, Wen Zhang, Ping Kwan Johnny Wong
Publicado en: Advanced Science, Edición 11, 2024, ISSN 2198-3844
Editor: Wiley
DOI: 10.1002/advs.202305277

High-Quality Amorphous Silicon Carbide for Hybrid Photonic Integration Deposited at a Low Temperature

Autores: Bruno Lopez-Rodriguez, Roald van der Kolk, Samarth Aggarwal, Naresh Sharma, Zizheng Li, Daniel van der Plaats, Thomas Scholte, Jin Chang, Simon Gröblacher, Silvania F. Pereira, Harish Bhaskaran, Iman Esmaeil Zadeh
Publicado en: ACS Photonics, Edición 10, 2023, ISSN 2330-4022
Editor: American Chemical Society (ACS)
DOI: 10.1021/acsphotonics.3c00968

Nature Communications

Autores: Herbert Jaeger; Beatriz Noheda; Wilfred G. van der Wiel
Publicado en: Nature Communications, Edición 14, 2023, ISSN 2041-1723
Editor: Springer Nature
DOI: 10.1038/s41467-023-40533-1

Mode Conversion Trimming in Asymmetric Directional Couplers Enabled by Silicon Ion Implantation

Autores: Rongyang Xu, Shabnam Taheriniya, Akhil Varri, Mark Ulanov, Iurii Konyshev, Linus Krämer, Liam McRae, Falk Leonard Ebert, Julian Rasmus Bankwitz, Xinyu Ma, Simone Ferrari, Harish Bhaskaran, Wolfram H. P. Pernice
Publicado en: Nano Letters, Edición 24, 2024, ISSN 1530-6984
Editor: American Chemical Society (ACS)
DOI: 10.1021/acs.nanolett.4c02065

Brain-inspired computing systems: a systematic literature review

Autores: Mohamadreza Zolfagharinejad; Unai Alegre-Ibarra; Tao Chen; Sachin Kinge; Wilfred G. van der Wiel
Publicado en: European Physical Journal B, Edición 97, 2024, ISSN 1434-6036
Editor: Springer
DOI: 10.1140/epjb/s10051-024-00703-6

brains-py, A framework to support research onenergy-efficient unconventional hardware for machine learning

Autores: Unai Alegre-Ibarra, Hans-Christian Ruiz Euler, Humaid A.Mollah, Bozhidar P. Petrov, Srikumar S. Sastry, Marcus N. Boon, Michel P. de Jong, Mohamadreza Zolfagharinejad, Florentina M. J. Uitzetter, Bram van de Ven, António J. Sousa de Almeida, Sachin Kinge, Wilfred G. van der Wiel
Publicado en: Journal of Open Source Software, Edición 8, 2023, ISSN 2475-9066
Editor: The Open Journal
DOI: 10.21105/joss.05573

Higher-dimensional processing using a photonic tensor core with continuous-time data

Autores: Bowei Dong; Samarth Aggarwal; Wen Zhou; Utku Emre Ali; Nikolaos Farmakidis; June Sang Lee; Yuhan He; Xuan Li; Dim-Lee Kwong; C. D. Wright; Wolfram H. P. Pernice; H. Bhaskaran
Publicado en: Nature Photonics, Edición 17, 2023, ISSN 1434-6036
Editor: Springer Nature
DOI: 10.1038/s41566-023-01313-x

Gradient descent-based programming of analog in-memory computing cores

Autores: J. Büchel, A. Vasilopoulos, B. Kersting, F. Odermatt, K. Brew, I. Ok, S. Choi, I. Saraf, V. Chan, T. Philip, N. Saulnier, V. Narayanan, M. Le Gallo, A. Sebastian
Publicado en: 2022 International Electron Devices Meeting (IEDM), 2022, ISSN 2156-017X
Editor: IEEE
DOI: 10.1109/IEDM45625.2022.10019486

Scalable Non‐Volatile Tuning of Photonic Computational Memories by Automated Silicon Ion Implantation

Autores: Akhil Varri, Shabnam Taheriniya, Frank Brückerhoff‐Plückelmann, Ivonne Bente, Nikolaos Farmakidis, Daniel Bernhardt, Harald Rösner, Maximilian Kruth, Achim Nadzeyka, Torsten Richter, Christopher David Wright, Harish Bhaskaran, Gerhard Wilde, Wolfram H. P. Pernice
Publicado en: Advanced Materials, Edición 36, 2024, ISSN 0935-9648
Editor: Wiley
DOI: 10.1002/adma.202310596

Integrated optical memristors

Autores: Nathan Youngblood; Carlos A. Ríos Ocampo; Wolfram H. P. Pernice; Harish Bhaskaran
Publicado en: Nature Photonics, Edición 17, 2023, ISSN 1434-6036
Editor: Springer Nature
DOI: 10.1038/s41566-023-01217-w

Scalable High-Precision Trimming of Photonic Resonances by Polymer Exposure to Energetic Beams

Autores: Nikolaos Farmakidis, Hao Yu, June Sang Lee, Johannes Feldmann, Mengyun Wang, Yuhan He, Samarth Aggarwal, Bowei Dong, Wolfram H. P. Pernice, Harish Bhaskaran
Publicado en: Nano Letters, Edición 23, 2023, ISSN 1530-6984
Editor: American Chemical Society (ACS)
DOI: 10.1021/acs.nanolett.3c00220

Dopant network processing units as tuneable extreme learning machines

Autores: B. van de Ven, Alegre-Ibarra, P. J. Lemieszczuk, P. A. Bobbert, H.-C. Ruiz Euler and W. G. van der Wiel
Publicado en: Frontiers in Nanotechnology, 2023, ISSN 2673-3013
Editor: Frontiers Media
DOI: 10.3389/fnano.2023.1055527

Benchmarking energy consumption and latency for neuromorphic computing in condensed matter and particle physics

Autores: Kösters, D.J.; Kösters, D.J.; Kortman, B.A.; Boybat, I.; Ferro, E.; Dolas, S.; de Austri, R.R.; Kwisthout, J.H.P.; Hilgenkamp, J.W.M.; Rasing, T.H.M.; Riel, H.; Sebastian, A.; Caron, S.; Mentink, J.H.
Publicado en: APL Machine Learning, Edición 1, 2023, ISSN 2770-9019
Editor: AIP Publishing LLC
DOI: 10.48550/arxiv.2209.10481

Partial coherence enhances parallelized photonic computing

Autores: Bowei Dong, Frank Brückerhoff-Plückelmann, Lennart Meyer, Jelle Dijkstra, Ivonne Bente, Daniel Wendland, Akhil Varri, Samarth Aggarwal, Nikolaos Farmakidis, Mengyun Wang, Guoce Yang, June Sang Lee, Yuhan He, Emmanuel Gooskens, Dim-Lee Kwong, Peter Bienstman, Wolfram H. P. Pernice, Harish Bhaskaran
Publicado en: Nature, Edición 632, 2024, ISSN 0028-0836
Editor: Springer Science and Business Media LLC
DOI: 10.1038/s41586-024-07590-y

All optical tunable RF filter using elemental antimony

Autores: Samarth Aggarwal, Nikolaos Farmakidis, Bowei Dong, June Sang Lee, Mengyun Wang, Zhiyun Xu, Harish Bhaskaran
Publicado en: Nanophotonics, Edición 13, 2024, ISSN 2192-8614
Editor: Walter de Gruyter GmbH
DOI: 10.1515/nanoph-2023-0654

A large scale photonic matrix processor enabled by charge accumulation

Autores: Brückerhoff-Plückelmann, Frank; Bente, Ivonne; Wendland, Daniel; Feldmann, Johannes; Wright, C. David; Bhaskaran, Harish; Pernice, Wolfram
Publicado en: Nanophotonics, Edición 12, 2022, ISSN 2192-8614
Editor: De Gruyter
DOI: 10.1515/nanoph-2022-0441

Atomically thin optomemristive feedback neurons

Autores: Ghazi Sarwat Syed; Yingqiu Zhou; Jamie Warner; Harish Bhaskaran
Publicado en: Nature Nanotechnology, Edición 18, 2023, ISSN 1748-3395
Editor: Springer Nature
DOI: 10.1038/s41565-023-01391-6

Conference proceedings (1)

Using the IBM analog in-memory hardware acceleration kit for neural network training and inference

Autores: Manuel Le Gallo; Corey Lammie; Julian Büchel; Fabio Carta; Omobayode Fagbohungbe; Charles Mackin; Hsinyu Tsai; Vijay Narayanan; Abu Sebastian; Kaoutar El Maghraoui; Malte J. Rasch
Publicado en: APL Machine Learning, Edición 1, 2023
Editor: AIP Publishing LLC
DOI: 10.1063/5.0168089