PROJECTED MEMRISTOR: A nanoscale device for cognitive computing

Project Information

PROJESTOR

Grant agreement ID: 682675

DOI 10.3030/682675

Project closed

EC signature date 7 March 2016

Start date 1 July 2016

End date 30 June 2021

Funded under

• EXCELLENT SCIENCE - European Research Council (ERC)

Total cost € 2 555 525,00

EU contribution € 2 555 525,00

Coordinated by

IBM RESEARCH GMBH
Switzerland

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 .

Publications

Conference proceedings (5)

Temperature Compensation Schemes for In-Memory Computing using Phase-Change Memory

Author(s): Iason Giannopoulos, Manuel Le Gallo, Vara Prasad Jonnalagadda, Evangelos Eleftheriou, Abu Sebastian
Published in: 2020 2nd IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS), 2020, Page(s) 286-290, ISBN 978-1-7281-4922-6
Publisher: IEEE
DOI: 10.1109/aicas48895.2020.9074003

Energy efficient 'in memory' computing to enable decentralised service workflow composition in support of multi-domain operations

Author(s): Graham Bent, Abbas Rahimi, Geethan Karunaratne, Declan Millar, Kaushik Roy, Christopher Simpkin, Ian Taylor, Andreas Martens, Abu Sebastian
Published in: Artificial Intelligence and Machine Learning for Multi-Domain Operations Applications III, 2021, Page(s) 54, ISBN 9781510643307
Publisher: SPIE
DOI: 10.1117/12.2586988

Compressed sensing recovery using computational memory

Author(s): M. Le Gallo, A. Sebastian, G. Cherubini, H. Giefers, E. Eleftheriou
Published in: 2017 IEEE International Electron Devices Meeting (IEDM), 2017, Page(s) 28.3.1-28.3.4, ISBN 978-1-5386-3559-9
Publisher: IEEE
DOI: 10.1109/iedm.2017.8268469

8-bit Precision In-Memory Multiplication with Projected Phase-Change Memory

Author(s): I. Giannopoulos, A. Sebastian, M. Le Gallo, V.P. Jonnalagadda, M. Sousa, M.N. Boon, E. Eleftheriou
Published in: 2018 IEEE International Electron Devices Meeting (IEDM), 2018, Page(s) 27.7.1-27.7.4, ISBN 978-1-7281-1987-8
Publisher: IEEE
DOI: 10.1109/iedm.2018.8614558

Computational memory-based inference and training of deep neural networks

Author(s): A. Sebastian, I. Boybat, M. Dazzi, I. Giannopoulos, V. Jonnalagadda, V. Joshi, G. Karunaratne, B. Kersting, R. Khaddam-Aljameh, S. R. Nandakumar, A. Petropoulos, C. Piveteau, T. Antonakopoulos, B. Rajendran, M. Le Gallo, E. Eleftheriou
Published in: 2019 Symposium on VLSI Technology, 2019, Page(s) T168-T169, ISBN 978-4-86348-719-2
Publisher: IEEE
DOI: 10.23919/vlsit.2019.8776518

Peer reviewed articles (24)

Experimental Demonstration of Supervised Learning in Spiking Neural Networks with Phase-Change Memory Synapses

Author(s): S. R. Nandakumar, Irem Boybat, Manuel Le Gallo, Evangelos Eleftheriou, Abu Sebastian, Bipin Rajendran
Published in: Scientific Reports, Issue 10/1, 2020, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-020-64878-5

An overview of phase-change memory device physics

Author(s): Manuel Le Gallo, Abu Sebastian
Published in: Journal of Physics D: Applied Physics, Issue 53/21, 2020, Page(s) 213002, ISSN 0022-3727
Publisher: Institute of Physics Publishing
DOI: 10.1088/1361-6463/ab7794

In‐Memory Database Query

Author(s): Iason Giannopoulos, Abhairaj Singh, Manuel Le Gallo, Vara Prasad Jonnalagadda, Said Hamdioui, Abu Sebastian
Published in: Advanced Intelligent Systems, Issue 2/12, 2020, Page(s) 2000141, ISSN 2640-4567
Publisher: Wiley
DOI: 10.1002/aisy.202000141

An SRAM-Based Multibit In-Memory Matrix-Vector Multiplier With a Precision That Scales Linearly in Area, Time, and Power

Author(s): Riduan Khaddam-Aljameh, Pier-Andrea Francese, Luca Benini, Evangelos Eleftheriou
Published in: IEEE Transactions on Very Large Scale Integration (VLSI) Systems, Issue 29/2, 2021, Page(s) 372-385, ISSN 1063-8210
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tvlsi.2020.3037871

Computational phase-change memory: beyond von Neumann computing

Author(s): Abu Sebastian, Manuel Le Gallo, Evangelos Eleftheriou
Published in: Journal of Physics D: Applied Physics, Issue 52/44, 2019, Page(s) 443002, ISSN 0022-3727
Publisher: Institute of Physics Publishing
DOI: 10.1088/1361-6463/ab37b6

Measurement of Onset of Structural Relaxation in Melt‐Quenched Phase Change Materials

Author(s): Benedikt Kersting, Syed Ghazi Sarwat, Manuel Le Gallo, Kevin Brew, Sebastian Walfort, Nicole Saulnier, Martin Salinga, Abu Sebastian
Published in: Advanced Functional Materials, 2021, Page(s) 2104422, ISSN 1616-301X
Publisher: John Wiley & Sons Ltd.
DOI: 10.1002/adfm.202104422

Memory devices and applications for in-memory computing

Author(s): Abu Sebastian, Manuel Le Gallo, Riduan Khaddam-Aljameh, Evangelos Eleftheriou
Published in: Nature Nanotechnology, Issue 15/7, 2020, Page(s) 529-544, ISSN 1748-3387
Publisher: Nature Publishing Group
DOI: 10.1038/s41565-020-0655-z

Memristors—From In‐Memory Computing, Deep Learning Acceleration, and Spiking Neural Networks to the Future of Neuromorphic and Bio‐Inspired Computing

Author(s): Adnan Mehonic, Abu Sebastian, Bipin Rajendran, Osvaldo Simeone, Eleni Vasilaki, Anthony J. Kenyon
Published in: Advanced Intelligent Systems, Issue 2/11, 2020, Page(s) 2000085, ISSN 2640-4567
Publisher: Wiley
DOI: 10.1002/aisy.202000085

A Multi-Memristive Unit-Cell Array with Diagonal Interconnects for In-Memory Computing

Author(s): Riduan Khaddam-Aljameh, Michele Martemucci, Benedikt Kersting, Manuel Le Gallo, Robert L. Bruce, Matthew Bright Sky, Abu Sebastian
Published in: IEEE Transactions on Circuits and Systems II: Express Briefs, 2021, Page(s) 1-1, ISSN 1549-7747
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tcsii.2021.3078614

Neuromorphic computing with multi-memristive synapses

Author(s): Irem Boybat, Manuel Le Gallo, S. R. Nandakumar, Timoleon Moraitis, Thomas Parnell, Tomas Tuma, Bipin Rajendran, Yusuf Leblebici, Abu Sebastian, Evangelos Eleftheriou
Published in: Nature Communications, Issue 9/1, 2018, ISSN 2041-1723
Publisher: Nature Publishing Group
DOI: 10.1038/s41467-018-04933-y

Temporal correlation detection using computational phase-change memory

Author(s): Abu Sebastian, Tomas Tuma, Nikolaos Papandreou, Manuel Le Gallo, Lukas Kull, Thomas Parnell, Evangelos Eleftheriou
Published in: Nature Communications, Issue 8/1, 2017, ISSN 2041-1723
Publisher: Nature Publishing Group
DOI: 10.1038/s41467-017-01481-9

Mixed-precision in-memory computing

Author(s): Manuel Le Gallo, Abu Sebastian, Roland Mathis, Matteo Manica, Heiner Giefers, Tomas Tuma, Costas Bekas, Alessandro Curioni, Evangelos Eleftheriou
Published in: Nature Electronics, Issue 1/4, 2018, Page(s) 246-253, ISSN 2520-1131
Publisher: Springer Nature
DOI: 10.1038/s41928-018-0054-8

Monatomic phase change memory

Author(s): Martin Salinga, Benedikt Kersting, Ider Ronneberger, Vara Prasad Jonnalagadda, Xuan Thang Vu, Manuel Le Gallo, Iason Giannopoulos, Oana Cojocaru-Mirédin, Riccardo Mazzarello, Abu Sebastian
Published in: Nature Materials, Issue 17/8, 2018, Page(s) 681-685, ISSN 1476-1122
Publisher: Nature Publishing Group
DOI: 10.1038/s41563-018-0110-9

Tutorial: Brain-inspired computing using phase-change memory devices

Author(s): Abu Sebastian, Manuel Le Gallo, Geoffrey W. Burr, Sangbum Kim, Matthew BrightSky, Evangelos Eleftheriou
Published in: Journal of Applied Physics, Issue 124/11, 2018, Page(s) 111101, ISSN 0021-8979
Publisher: American Institute of Physics
DOI: 10.1063/1.5042413

Compressed Sensing With Approximate Message Passing Using In-Memory Computing

Author(s): Manuel Le Gallo, Abu Sebastian, Giovanni Cherubini, Heiner Giefers, Evangelos Eleftheriou
Published in: IEEE Transactions on Electron Devices, Issue 65/10, 2018, Page(s) 4304-4312, ISSN 0018-9383
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/ted.2018.2865352

Collective Structural Relaxation in Phase-Change Memory Devices

Author(s): Manuel Le Gallo, Daniel Krebs, Federico Zipoli, Martin Salinga, Abu Sebastian
Published in: Advanced Electronic Materials, Issue 4/9, 2018, Page(s) 1700627, ISSN 2199-160X
Publisher: WILEY-VCH Verlag GmbH & Co. KGaA
DOI: 10.1002/aelm.201700627

State dependence and temporal evolution of resistance in projected phase change memory

Author(s): Benedikt Kersting, Vladimir Ovuka, Vara Prasad Jonnalagadda, Marilyne Sousa, Valeria Bragaglia, Syed Ghazi Sarwat, Manuel Le Gallo, Martin Salinga, Abu Sebastian
Published in: Scientific Reports, Issue 10/1, 2020, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-020-64826-3

Accurate deep neural network inference using computational phase-change memory

Author(s): Vinay Joshi, Manuel Le Gallo, Simon Haefeli, Irem Boybat, S. R. Nandakumar, Christophe Piveteau, Martino Dazzi, Bipin Rajendran, Abu Sebastian, Evangelos Eleftheriou
Published in: Nature Communications, Issue 11/1, 2020, ISSN 2041-1723
Publisher: Nature Publishing Group
DOI: 10.1038/s41467-020-16108-9

In-memory hyperdimensional computing

Author(s): Geethan Karunaratne, Manuel Le Gallo, Giovanni Cherubini, Luca Benini, Abbas Rahimi, Abu Sebastian
Published in: Nature Electronics, Issue 3/6, 2020, Page(s) 327-337, ISSN 2520-1131
Publisher: Springer Nature
DOI: 10.1038/s41928-020-0410-3

Mixed-Precision Deep Learning Based on Computational Memory

Author(s): S. R. Nandakumar, Manuel Le Gallo, Christophe Piveteau, Vinay Joshi, Giovanni Mariani, Irem Boybat, Geethan Karunaratne, Riduan Khaddam-Aljameh, Urs Egger, Anastasios Petropoulos, Theodore Antonakopoulos, Bipin Rajendran, Abu Sebastian, Evangelos Eleftheriou
Published in: Frontiers in Neuroscience, Issue 14, 2020, ISSN 1662-453X
Publisher: Frontiers
DOI: 10.3389/fnins.2020.00406

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

Robust high-dimensional memory-augmented neural networks

Author(s): Geethan Karunaratne, Manuel Schmuck, Manuel Le Gallo, Giovanni Cherubini, Luca Benini, Abu Sebastian, Abbas Rahimi
Published in: Nature Communications, Issue 12/1, 2021, ISSN 2041-1723
Publisher: Nature Publishing Group
DOI: 10.1038/s41467-021-22364-0

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

Energy Efficient In-Memory Hyperdimensional Encoding for Spatio-Temporal Signal Processing

Author(s): Geethan Karunaratne, Manuel Le Gallo, Michael Hersche, Giovanni Cherubini, Luca Benini, Abu Sebastian, Abbas Rahimi
Published in: IEEE Transactions on Circuits and Systems II: Express Briefs, Issue 68/5, 2021, Page(s) 1725-1729, ISSN 1549-7747
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tcsii.2021.3068126