Deliverables Websites, patent fillings, videos etc. (7) Second cross-disciplinary training session and associated training webinars/videos D5.8 Second cross-disciplinary training session and associated training webinars/videos (M18) Website for access by general public made live D5.1 Website for access by general public made live (M2) Web-based report and animations of N-vN device simulations D1.5 Web-based report and animations of N-vN device simulations (selected results from T1.5 hosted on public pages of project website) (M18) Final event D511 Final communication and dissemination event M45 Open-source design kit online D5.9 Open-source design kit online (M24) Article published in popular scientific/technical magazine/website D5.4 Article published in popular scientific/technical magazine/website (M18) First cross-disciplinary training session and associated training webinars/videos D5.7 First cross-disciplinary training session and associated training webinars/videos (M9) Documents, reports (8) Mixed-precision memcomputing: A new approach for fast energy-efficient computation D4.4 Mixed-precision memcomputing: A new approach for fast energy-efficient computation (public report covering concepts and general findings from T4.2) (M30) Report on fabrication and performance of first-generation basic N-vN unit-cell devices D1.1 Report on fabrication and performance of first-generation basic N-vN unit-cell devices (web-hosted public report covering concepts and general results from T1.1) (M9) Public summary of mid-project results D5.2 Public summary of mid-project results (M24) Report on concepts of, and fabrication methods for, N-vN cell arrays from T2.1 and T2.2) (M24) D2.1 Report on concepts of, and fabrication methods for, N-vN cell arrays (web-hosted public report covering concepts and general results from T2.1 and T2.2) (M24) A new approach to reservoir computing D3.1 A new approach to reservoir computing (public report covering concepts and general findings) (M30) Public summary of end-of-project results D53 Public summary of endofproject results M48 Extended unit-cell with WDM capability demonstrated D1.2 Extended unit-cell with WDM capability demonstrated (web-hosted public report covering concepts and general results from T1.2) (M18) Correlations in big-data extracted using computing in memory D4.1 Correlations in big-data extracted using computing in memory approaches (public report covering concepts and general findings from T4.1) (M30) Publications Conference proceedings (12) Sub-wavelength plasmonic-enhanced phase-change memory Author(s): Emanuele Gemo, Santiago García-Cuevas Carrillo, Joaquin Faneca, Carlota Ruíz de Galarreta, Hasan Hayat, Nathan Youngblood, Anna Baldycheva, Wolfram H. P. Pernice, Harish Bhaskaran, C. David Wright Published in: Photonic and Phononic Properties of Engineered Nanostructures X, Issue 112891E, 2020, Page(s) 50, ISBN 9781510633421 Publisher: SPIE DOI: 10.1117/12.2546031 Neuromorphic information processing using silicon photonics Author(s): Peter Bienstman, Joni Dambre, Andrew Katumba, Matthias Freiberger, Floris Laporte, Alessio Lugnan, Stijn Sackesyn, Chonghuai Ma Published in: Proceedings Volume 11081, Active Photonic Platforms XI, Issue 5 September 2019, 2019, Page(s) 110811i Publisher: SPIE DOI: 10.1117/12.2524707 Silicon Photonics Neuromorphic Computing and its Application to Telecommunications (Invited) Author(s): Andrew Katumba, Xin Yin, Joni Dambre, Peter Bienstman Published in: 2018 European Conference on Optical Communication (ECOC), Issue 2018, 2018, Page(s) 1-3, ISBN 978-1-5386-4862-9 Publisher: IEEE DOI: 10.1109/ecoc.2018.8535262 Realization of functional nanophotonic circuits by hybrid 2D-3D integration Author(s): Wolfram H. P. Pernice Published in: Proc. SPIE 11292, Advanced Fabrication Technologies for Micro/Nano Optics and Photonics XIII, 2020, Page(s) 112920L Publisher: SPIE DOI: 10.1117/12.2545593 Artificial photonic neural networks Author(s): Wolfram H. P. Pernice Published in: Proceedings Volume 11284, Smart Photonic and Optoelectronic Integrated Circuits XXII, 2020, Page(s) 1128409 Publisher: SPIE DOI: 10.1117/12.2545601 On-chip Phase Change Optical Matrix Multiplication Core Author(s): Xuan Li, Nathan Youngblood, Wen Zhou, Johannes Feldmann, Jacob Swett, Samarth Aggarwal, A. Sebastian, C. David Wright, Wolfram Pernice, Harish Bhaskaran Published in: 2020 IEEE International Electron Devices Meeting (IEDM), 2020, Page(s) 7.5.1-7.5.4, ISBN 978-1-7281-8888-1 Publisher: IEEE DOI: 10.1109/iedm13553.2020.9372052 Integrated photonic delay-lasers for reservoir computing Author(s): Guy Van der Sande, Krishan Harkhoe, Andrew Katumba, Peter Bienstman, Guy Verschaffelt Published in: Physics and Simulation of Optoelectronic Devices XXVIII, Issue 112740D, 2020, Page(s) 11, ISBN 9781510633124 Publisher: SPIE DOI: 10.1117/12.2550576 Silicon Photonics Reservoir Computing at 32 Gbit/S Author(s): Peter Bienstman, Joni Dambre, Andrew Katumba, Matthias Freiberger, Floris Laporte, Alessio Lugnan, Stijn Sackesyn, Chonghuai Ma, Emmanuel Gooskens Published in: 5th Workshop on Dynamical Systems and Brain-Inspired Information Processing, Issue 29-31 July, 2019, 2019 Publisher: www.gsds.uni-konstanz.de Stable and Repeatable Multilevel Storage Using Phase Change Photonics Author(s): Xuan Li, Nathan Youngblood, Carlos A. Ríos Ocampo, Zengguang Cheng, Wolfram Pernice, C. David Wright and Harish Bhaskaran Published in: MRS Fall Meeting and Exhibit, November 25-30, 2018, Issue 2018, 2018, Page(s) Novel Photonic and Plasmonic Materials Enabling New Functionalities 04.07.09 Publisher: Materials Research Society Integrated Phase-change Photonics: A Strategy for Merging Communication and Computing Author(s): C David Wright, Harish Bhaskaran, Wolfram. H. P. Pernice, Santiago G-C Carrillo, Emanuele Gemo, Anna Baldycheva, Zengguang Cheng, Xuan Li, Carlos Rios, Nathan Youngblood, Johannes Feldmann, Nico Gruhler, Matthias Stegmaier Published in: Optical Fiber Communication Conference (OFC) 2019, Issue 2019, 2019, Page(s) M1D.3, ISBN 978-1-943580-53-8 Publisher: OSA DOI: 10.1364/ofc.2019.m1d.3 In-memory computing using electrical and photonic memory devices Author(s): Abu Sebastian Published in: 2019 Conference on Lasers and Electro-Optics Europe & European Quantum Electronics Conference (CLEO/Europe-EQEC), Issue 23-27 June 2019, 2019, Page(s) JSI-1.1, ISBN 978-1-7281-0469-0 Publisher: IEEE DOI: 10.1109/cleoe-eqec.2019.8871822 Photontorch: Simulation and Optimization of Large Photonic Circuits Using the Deep Learning Framework PyTorch Author(s): Floris Laporte, Joni Dambre, Peter Bienstman Published in: 2019 IEEE Photonics Society Summer Topical Meeting Series (SUM), Issue 2019, 2019, Page(s) 1-2, ISBN 978-1-7281-0597-0 Publisher: IEEE DOI: 10.1109/phosst.2019.8794941 Peer reviewed articles (29) Experimental investigation of silicon and silicon nitride platforms for phase-change photonic in-memory computing Author(s): Xuan Li, Nathan Youngblood, Zengguang Cheng, Santiago Garcia-Cuevas Carrillo, Emanuele Gemo, Wolfram H. P. Pernice, C. David Wright, Harish Bhaskaran Published in: Optica, Issue 7/3, 2020, Page(s) 218, ISSN 2334-2536 Publisher: OSA Publishing DOI: 10.1364/optica.379228 A plasmonically enhanced route to faster and more energy-efficient phase-change integrated photonic memory and computing devices Author(s): E. Gemo, J. Faneca, S. G.-C. Carrillo, A. Baldycheva, W. H. P. Pernice, H. Bhaskaran, C. D. Wright Published in: Journal of Applied Physics, Issue 129/11, 2021, Page(s) 110902, ISSN 0021-8979 Publisher: American Institute of Physics DOI: 10.1063/5.0042962 Behavioral modeling of integrated phase-change photonic devices for neuromorphic computing applications Author(s): Santiago G.-C. Carrillo, Emanuele Gemo, Xuan Li, Nathan Youngblood, Andrew Katumba, Peter Bienstman, Wolfram Pernice, Harish Bhaskaran, C. David Wright Published in: APL Materials, Issue 7/9, 2019, Page(s) 091113, ISSN 2166-532X Publisher: AIP DOI: 10.1063/1.5111840 Performance characteristics of phase-change integrated silicon nitride photonic devices in the O and C telecommunications bands Author(s): Joaquin Faneca, Santiago Garcia-Cuevas Carrillo, Emanuele Gemo, Carlota Ruiz de Galarreta, Thalía Domínguez Bucio, Frederic Y. Gardes, Harish Bhaskaran, Wolfram H. P. Pernice, C. David Wright, Anna Baldycheva Published in: Optical Materials Express, Issue 10/8, 2020, Page(s) 1778, ISSN 2159-3930 Publisher: Optical Society of America DOI: 10.1364/ome.10.001778 Integrated phase-change photonic devices and systems Author(s): C. David Wright, Harish Bhaskaran, Wolfram H.P. Pernice Published in: MRS Bulletin, Issue 44/09, 2019, Page(s) 721-727, ISSN 0883-7694 Publisher: Materials Research Society DOI: 10.1557/mrs.2019.203 Photonic neuromorphic information processing and reservoir computing Author(s): A. Lugnan, A. Katumba, F. Laporte, M. Freiberger, S. Sackesyn, C. Ma, E. Gooskens, J. Dambre, P. Bienstman Published in: APL Photonics, Issue 5/2, 2020, Page(s) 020901, ISSN 2378-0967 Publisher: AIP DOI: 10.1063/1.5129762 Parallel convolutional processing using an integrated photonic tensor core Author(s): J. Feldmann, N. Youngblood, M. Karpov, H. Gehring, X. Li, M. Stappers, M. Le Gallo, X. Fu, A. Lukashchuk, A. S. Raja, J. Liu, C. D. Wright, A. Sebastian, T. J. Kippenberg, W. H. P. Pernice, H. Bhaskaran Published in: Nature, Issue 589/7840, 2021, Page(s) 52-58, ISSN 0028-0836 Publisher: Nature Publishing Group DOI: 10.1038/s41586-020-03070-1 Addressing limited weight resolution in a fully optical neuromorphic reservoir computing readout Author(s): Chonghuai Ma, Floris Laporte, Joni Dambre, Peter Bienstman Published in: Scientific Reports, Issue 11/1, 2021, ISSN 2045-2322 Publisher: Nature Publishing Group DOI: 10.1038/s41598-021-82720-4 Simple technique for determining the refractive index of phase-change materials using near-infrared reflectometry Author(s): E. Gemo, S. V. Kesava, C. Ruiz De Galarreta, L. Trimby, S. García-Cuevas Carrillo, M. Riede, A. Baldycheva, A. Alexeev, C. D. Wright Published in: Optical Materials Express, Issue 10/7, 2020, Page(s) 1675, ISSN 2159-3930 Publisher: Optical Society of America DOI: 10.1364/ome.395353 Roadmap on emerging hardware and technology for machine learning Author(s): Karl Berggren, Qiangfei Xia, Konstantin K Likharev, Dmitri B Strukov, Hao Jiang, Thomas Mikolajick, Damien Querlioz, Martin Salinga, John R Erickson, Shuang Pi, Feng Xiong, Peng Lin, Can Li, Yu Chen, Shisheng Xiong, Brian D Hoskins, Matthew W Daniels, Advait Madhavan, James A Liddle, Jabez J McClelland, Yuchao Yang, Jennifer Rupp, Stephen S Nonnenmann, Kwang-Ting Cheng, Nanbo Gong, Miguel Angel La Published in: Nanotechnology, Issue 32/1, 2021, Page(s) 012002, ISSN 0957-4484 Publisher: Institute of Physics Publishing DOI: 10.1088/1361-6528/aba70f Phase-change memtransistive synapses for mixed-plasticity neural computations Author(s): Syed Ghazi Sarwat , Benedikt Kersting, Timoleon Moraitis , Vara Prasad Jonnalagadda and Abu Sebastian Published in: Nature Nanotechnology, 2022, ISSN 1748-3387 Publisher: Nature Publishing Group DOI: 10.1038/s41565-022-01095-3 Demonstrating delay-based reservoir computing using a compact photonic integrated chip Author(s): Krishan Harkhoe, Guy Verschaffelt, Andrew Katumba, Peter Bienstman, Guy Van der Sande Published in: Optics Express, Issue 28/3, 2020, Page(s) 3086, ISSN 1094-4087 Publisher: Optical Society of America DOI: 10.1364/oe.382556 Integrated 256 Cell Photonic Phase-Change Memory With 512-Bit Capacity Author(s): Johannes Feldmann, Nathan Youngblood, Xuan Li, C. David Wright, Harish Bhaskaran, Wolfram H. P. Pernice Published in: IEEE Journal of Selected Topics in Quantum Electronics, Issue 26/2, 2020, Page(s) 1-7, ISSN 1077-260X Publisher: Institute of Electrical and Electronics Engineers DOI: 10.1109/jstqe.2019.2956871 Fully embedded photonic crystal cavity with Q=06 million fabricated within a full-process CMOS multiproject wafer Author(s): Delphin Dodane, Jérôme Bourderionnet, Sylvain Combrié, Alfredo de Rossi Published in: Optics Express, Issue 26/16, 2018, Page(s) 20868, ISSN 1094-4087 Publisher: Optical Society of America DOI: 10.1364/oe.26.020868 Controlled switching of phase-change materials by evanescent-field coupling in integrated photonics [Invited] Author(s): Carlos Rios, Matthias Stegmaier, Zengguang Cheng, Nathan Youngblood, C. David Wright, Wolfram H. P. Pernice, Harish Bhaskaran Published in: Optical Materials Express, Issue 8/9, 2018, Page(s) 2455, ISSN 2159-3930 Publisher: Optical Society of America DOI: 10.1364/ome.8.002455 Device-Level Photonic Memories and Logic Applications Using Phase-Change Materials Author(s): Zengguang Cheng, Carlos Ríos, Nathan Youngblood, C. David Wright, Wolfram H. P. Pernice, Harish Bhaskaran Published in: Advanced Materials, Issue 30/32, 2018, Page(s) 1802435, ISSN 0935-9648 Publisher: United Nations Industrial Developement Organization DOI: 10.1002/adma.201802435 A Neuromorphic Silicon Photonics Nonlinear Equalizer For Optical Communications With Intensity Modulation and Direct Detection Author(s): Andrew Katumba, Xin Yin, Joni Dambre, Peter Bienstman Published in: Journal of Lightwave Technology, Issue 37/10, 2019, Page(s) 2232-2239, ISSN 0733-8724 Publisher: Optical Society of America DOI: 10.1109/jlt.2019.2900568 Reconfigurable Nanophotonic Cavities with Nonvolatile Response Author(s): Jan von Keitz, Johannes Feldmann, Nico Gruhler, Carlos Ríos, C. David Wright, Harish Bhaskaran, Wolfram H. P. Pernice Published in: ACS Photonics, Issue 5/11, 2018, Page(s) 4644-4649, ISSN 2330-4022 Publisher: American Chemical Society DOI: 10.1021/acsphotonics.8b01127 Engineering Interface-Dependent Photoconductivity in Ge 2 Sb 2 Te 5 Nanoscale Devices Author(s): Syed Ghazi Sarwat, Nathan Youngblood, Yat-Yin Au, Jan A. Mol, C. David Wright, Harish Bhaskaran Published in: ACS Applied Materials & Interfaces, Issue 10/51, 2018, Page(s) 44906-44914, ISSN 1944-8244 Publisher: American Chemical Society DOI: 10.1021/acsami.8b17602 Fast and reliable storage using a 5 bit, nonvolatile photonic memory cell Author(s): Xuan Li, Nathan Youngblood, Carlos Ríos, Zengguang Cheng, C. David Wright, Wolfram HP Pernice, Harish Bhaskaran Published in: Optica, Issue 6/1, 2019, Page(s) 1, ISSN 2334-2536 Publisher: Wiley DOI: 10.1364/optica.6.000001 In-memory computing on a photonic platform Author(s): Carlos Ríos, Nathan Youngblood, Zengguang Cheng, Manuel Le Gallo, Wolfram H. P. Pernice, C. David Wright, Abu Sebastian, Harish Bhaskaran Published in: Science Advances, Issue 5/2, 2019, Page(s) eaau5759, ISSN 2375-2548 Publisher: AAAS DOI: 10.1126/sciadv.aau5759 Tunable Volatility of Ge 2 Sb 2 Te 5 in Integrated Photonics Author(s): Nathan Youngblood, Carlos Ríos, Emanuele Gemo, Johannes Feldmann, Zengguang Cheng, Anna Baldycheva, Wolfram HP Pernice, C. David Wright, Harish Bhaskaran Published in: Advanced Functional Materials, Issue 29/11, 2019, Page(s) 1807571, ISSN 1616-301X Publisher: John Wiley & Sons Ltd. DOI: 10.1002/adfm.201807571 Plasmonically-enhanced all-optical integrated phase-change memory Author(s): Emanuele Gemo, Santiago Garcia-Cuevas Carrillo, Carlota Ruiz De Galarreta, Anna Baldycheva, Hasan Hayat, Nathan Youngblood, Harish Bhaskaran, Wolfram H. P. Pernice, C. David Wright Published in: Optics Express, Issue 27/17, 2019, Page(s) 24724, ISSN 1094-4087 Publisher: Optical Society of America DOI: 10.1364/oe.27.024724 Highly parallel simulation and optimization of photonic circuits in time and frequency domain based on the deep-learning framework PyTorch Author(s): Floris Laporte, Joni Dambre, Peter Bienstman Published in: Scientific Reports, Issue 9/1, 2019, ISSN 2045-2322 Publisher: Nature Publishing Group DOI: 10.1038/s41598-019-42408-2 Strong Opto-Structural Coupling in Low Dimensional GeSe 3 Films Author(s): Syed Ghazi Sarwat, Zengguang Cheng, Nathan Youngblood, Mohd Sharizal Alias, Sapna Sinha, Jamie Warner, Harish Bhaskaran Published in: Nano Letters, Issue 19/10, 2019, Page(s) 7377-7384, ISSN 1530-6984 Publisher: American Chemical Society DOI: 10.1021/acs.nanolett.9b03039 All-optical spiking neurosynaptic networks with self-learning capabilities Author(s): J. Feldmann, N. Youngblood, C. D. Wright, H. Bhaskaran, W. H. P. Pernice Published in: Nature, Issue 569/7755, 2019, Page(s) 208-214, ISSN 0028-0836 Publisher: Nature Publishing Group DOI: 10.1038/s41586-019-1157-8 Plasmonic nanogap enhanced phase-change devices with dual electrical-optical functionality Author(s): Nikolaos Farmakidis, Nathan Youngblood, Xuan Li, James Tan, Jacob L. Swett, Zengguang Cheng, C. David Wright, Wolfram H. P. Pernice, Harish Bhaskaran Published in: Science Advances, Issue 5/11, 2019, Page(s) eaaw2687, ISSN 2375-2548 Publisher: AAAS DOI: 10.1126/sciadv.aaw2687 Dynamics of mode-locked nanolasers based on Hermite-Gaussian modes Author(s): Yifan Sun, Sylvain Combrié, Alfredo De Rossi, Fabien Bretenaker Published in: Physical Review A, Issue 102/4, 2020, Page(s) 043503, ISSN 2469-9926 Publisher: American Physical Society DOI: 10.1103/physreva.102.043503 Reconfigurable Nanophotonic Circuitry Enabled by Direct-Laser-Writing Author(s): Helge Gehring, Matthias Blaicher, Thomas Grottke, Wolfram H. P. Pernice Published in: IEEE Journal of Selected Topics in Quantum Electronics, Issue 26/5, 2020, Page(s) 1-5, ISSN 1077-260X Publisher: Institute of Electrical and Electronics Engineers DOI: 10.1109/jstqe.2020.3004278 Searching for OpenAIRE data... There was an error trying to search data from OpenAIRE No results available