Hybrid electronic-photonic architectures for brain-inspired computing

Project Information

HYBRAIN

Grant agreement ID: 101046878

DOI

10.3030/101046878

EC signature date 23 February 2022

Start date 1 May 2022

End date 31 October 2026

Funded under

• The European Innovation Council (EIC)

Total cost

€ 1 672 528,75

EU contribution

€ 1 672 528,50

Coordinated by

UNIVERSITEIT TWENTE
Netherlands

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

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

Publications

Peer reviewed articles (20)

Nature Communications

Author(s): 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
Published in: Nature Communications, Issue 14, 2023, ISSN 2041-1723
Publisher: Springer Nature
DOI: 10.5445/ir/1000161336

Probabilistic photonic computing with chaotic light

Author(s): 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
Published in: Nature Communications, Issue 15, 2024, ISSN 2041-1723
Publisher: Springer Science and Business Media LLC
DOI: 10.1038/s41467-024-54931-6

Integrated photonic neuromorphic computing: opportunities and challenges

Author(s): Nikolaos Farmakidis, Bowei Dong, Harish Bhaskaran
Published in: Nature Reviews Electrical Engineering, Issue 1, 2024, ISSN 2948-1201
Publisher: Springer Science and Business Media LLC
DOI: 10.1038/s44287-024-00050-9

When Machine Learning Meets 2D Materials: A Review

Author(s): 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
Published in: Advanced Science, Issue 11, 2024, ISSN 2198-3844
Publisher: Wiley
DOI: 10.1002/advs.202305277

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

Author(s): 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
Published in: ACS Photonics, Issue 10, 2023, ISSN 2330-4022
Publisher: American Chemical Society (ACS)
DOI: 10.1021/acsphotonics.3c00968

Nature Communications

Author(s): Herbert Jaeger; Beatriz Noheda; Wilfred G. van der Wiel
Published in: Nature Communications, Issue 14, 2023, ISSN 2041-1723
Publisher: Springer Nature
DOI: 10.1038/s41467-023-40533-1

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

Author(s): 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
Published in: Nano Letters, Issue 24, 2024, ISSN 1530-6984
Publisher: American Chemical Society (ACS)
DOI: 10.1021/acs.nanolett.4c02065

Brain-inspired computing systems: a systematic literature review

Author(s): Mohamadreza Zolfagharinejad; Unai Alegre-Ibarra; Tao Chen; Sachin Kinge; Wilfred G. van der Wiel
Published in: European Physical Journal B, Issue 97, 2024, ISSN 1434-6036
Publisher: Springer
DOI: 10.1140/epjb/s10051-024-00703-6

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

Author(s): 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
Published in: Journal of Open Source Software, Issue 8, 2023, ISSN 2475-9066
Publisher: The Open Journal
DOI: 10.21105/joss.05573

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

Author(s): 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
Published in: Nature Photonics, Issue 17, 2023, ISSN 1434-6036
Publisher: Springer Nature
DOI: 10.1038/s41566-023-01313-x

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

Author(s): 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
Published in: 2022 International Electron Devices Meeting (IEDM), 2022, ISSN 2156-017X
Publisher: IEEE
DOI: 10.1109/IEDM45625.2022.10019486

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

Author(s): 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
Published in: Advanced Materials, Issue 36, 2024, ISSN 0935-9648
Publisher: Wiley
DOI: 10.1002/adma.202310596

Integrated optical memristors

Author(s): Nathan Youngblood; Carlos A. Ríos Ocampo; Wolfram H. P. Pernice; Harish Bhaskaran
Published in: Nature Photonics, Issue 17, 2023, ISSN 1434-6036
Publisher: Springer Nature
DOI: 10.1038/s41566-023-01217-w

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

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

Dopant network processing units as tuneable extreme learning machines

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

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

Author(s): 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.
Published in: APL Machine Learning, Issue 1, 2023, ISSN 2770-9019
Publisher: AIP Publishing LLC
DOI: 10.48550/arxiv.2209.10481

Partial coherence enhances parallelized photonic computing

Author(s): 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
Published in: Nature, Issue 632, 2024, ISSN 0028-0836
Publisher: Springer Science and Business Media LLC
DOI: 10.1038/s41586-024-07590-y

All optical tunable RF filter using elemental antimony

Author(s): Samarth Aggarwal, Nikolaos Farmakidis, Bowei Dong, June Sang Lee, Mengyun Wang, Zhiyun Xu, Harish Bhaskaran
Published in: Nanophotonics, Issue 13, 2024, ISSN 2192-8614
Publisher: Walter de Gruyter GmbH
DOI: 10.1515/nanoph-2023-0654

A large scale photonic matrix processor enabled by charge accumulation

Author(s): Brückerhoff-Plückelmann, Frank; Bente, Ivonne; Wendland, Daniel; Feldmann, Johannes; Wright, C. David; Bhaskaran, Harish; Pernice, Wolfram
Published in: Nanophotonics, Issue 12, 2022, ISSN 2192-8614
Publisher: De Gruyter
DOI: 10.1515/nanoph-2022-0441

Atomically thin optomemristive feedback neurons

Author(s): Ghazi Sarwat Syed; Yingqiu Zhou; Jamie Warner; Harish Bhaskaran
Published in: Nature Nanotechnology, Issue 18, 2023, ISSN 1748-3395
Publisher: 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

Author(s): 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
Published in: APL Machine Learning, Issue 1, 2023
Publisher: AIP Publishing LLC
DOI: 10.1063/5.0168089