Hybrid electronic-photonic architectures for brain-inspired computing

Informazioni relative al progetto

HYBRAIN

ID dell’accordo di sovvenzione: 101046878

DOI

10.3030/101046878

Data della firma CE 23 Febbraio 2022

Data di avvio 1 Maggio 2022

Data di completamento 31 Ottobre 2026

Finanziato da

• The European Innovation Council (EIC)

Costo totale

€ 1 672 528,75

Contributo UE

€ 1 672 528,50

Coordinato da

UNIVERSITEIT TWENTE
Netherlands

CORDIS fornisce collegamenti ai risultati finali pubblici e alle pubblicazioni dei progetti ORIZZONTE.

I link ai risultati e alle pubblicazioni dei progetti del 7° PQ, così come i link ad alcuni tipi di risultati specifici come dataset e software, sono recuperati dinamicamente da .OpenAIRE .

Risultati finali

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

Pubblicazioni

Peer reviewed articles (20)

Nature Communications

Autori: 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
Pubblicato in: Nature Communications, Numero 14, 2023, ISSN 2041-1723
Editore: Springer Nature
DOI: 10.5445/ir/1000161336

Probabilistic photonic computing with chaotic light

Autori: 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
Pubblicato in: Nature Communications, Numero 15, 2024, ISSN 2041-1723
Editore: Springer Science and Business Media LLC
DOI: 10.1038/s41467-024-54931-6

Integrated photonic neuromorphic computing: opportunities and challenges

Autori: Nikolaos Farmakidis, Bowei Dong, Harish Bhaskaran
Pubblicato in: Nature Reviews Electrical Engineering, Numero 1, 2024, ISSN 2948-1201
Editore: Springer Science and Business Media LLC
DOI: 10.1038/s44287-024-00050-9

When Machine Learning Meets 2D Materials: A Review

Autori: 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
Pubblicato in: Advanced Science, Numero 11, 2024, ISSN 2198-3844
Editore: Wiley
DOI: 10.1002/advs.202305277

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

Autori: 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
Pubblicato in: ACS Photonics, Numero 10, 2023, ISSN 2330-4022
Editore: American Chemical Society (ACS)
DOI: 10.1021/acsphotonics.3c00968

Nature Communications

Autori: Herbert Jaeger; Beatriz Noheda; Wilfred G. van der Wiel
Pubblicato in: Nature Communications, Numero 14, 2023, ISSN 2041-1723
Editore: Springer Nature
DOI: 10.1038/s41467-023-40533-1

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

Autori: 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
Pubblicato in: Nano Letters, Numero 24, 2024, ISSN 1530-6984
Editore: American Chemical Society (ACS)
DOI: 10.1021/acs.nanolett.4c02065

Brain-inspired computing systems: a systematic literature review

Autori: Mohamadreza Zolfagharinejad; Unai Alegre-Ibarra; Tao Chen; Sachin Kinge; Wilfred G. van der Wiel
Pubblicato in: European Physical Journal B, Numero 97, 2024, ISSN 1434-6036
Editore: Springer
DOI: 10.1140/epjb/s10051-024-00703-6

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

Autori: 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
Pubblicato in: Journal of Open Source Software, Numero 8, 2023, ISSN 2475-9066
Editore: The Open Journal
DOI: 10.21105/joss.05573

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

Autori: 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
Pubblicato in: Nature Photonics, Numero 17, 2023, ISSN 1434-6036
Editore: Springer Nature
DOI: 10.1038/s41566-023-01313-x

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

Autori: 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
Pubblicato in: 2022 International Electron Devices Meeting (IEDM), 2022, ISSN 2156-017X
Editore: IEEE
DOI: 10.1109/IEDM45625.2022.10019486

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

Autori: 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
Pubblicato in: Advanced Materials, Numero 36, 2024, ISSN 0935-9648
Editore: Wiley
DOI: 10.1002/adma.202310596

Integrated optical memristors

Autori: Nathan Youngblood; Carlos A. Ríos Ocampo; Wolfram H. P. Pernice; Harish Bhaskaran
Pubblicato in: Nature Photonics, Numero 17, 2023, ISSN 1434-6036
Editore: Springer Nature
DOI: 10.1038/s41566-023-01217-w

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

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

Dopant network processing units as tuneable extreme learning machines

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

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

Autori: 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.
Pubblicato in: APL Machine Learning, Numero 1, 2023, ISSN 2770-9019
Editore: AIP Publishing LLC
DOI: 10.48550/arxiv.2209.10481

Partial coherence enhances parallelized photonic computing

Autori: 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
Pubblicato in: Nature, Numero 632, 2024, ISSN 0028-0836
Editore: Springer Science and Business Media LLC
DOI: 10.1038/s41586-024-07590-y

All optical tunable RF filter using elemental antimony

Autori: Samarth Aggarwal, Nikolaos Farmakidis, Bowei Dong, June Sang Lee, Mengyun Wang, Zhiyun Xu, Harish Bhaskaran
Pubblicato in: Nanophotonics, Numero 13, 2024, ISSN 2192-8614
Editore: Walter de Gruyter GmbH
DOI: 10.1515/nanoph-2023-0654

A large scale photonic matrix processor enabled by charge accumulation

Autori: Brückerhoff-Plückelmann, Frank; Bente, Ivonne; Wendland, Daniel; Feldmann, Johannes; Wright, C. David; Bhaskaran, Harish; Pernice, Wolfram
Pubblicato in: Nanophotonics, Numero 12, 2022, ISSN 2192-8614
Editore: De Gruyter
DOI: 10.1515/nanoph-2022-0441

Atomically thin optomemristive feedback neurons

Autori: Ghazi Sarwat Syed; Yingqiu Zhou; Jamie Warner; Harish Bhaskaran
Pubblicato in: Nature Nanotechnology, Numero 18, 2023, ISSN 1748-3395
Editore: 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

Autori: 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
Pubblicato in: APL Machine Learning, Numero 1, 2023
Editore: AIP Publishing LLC
DOI: 10.1063/5.0168089