Explore the words cloud of the MNEMOSENE project. It provides you a very rough idea of what is the project "MNEMOSENE" about.
The following table provides information about the project.
Coordinator |
TECHNISCHE UNIVERSITEIT DELFT
Organization address contact info |
Coordinator Country | Netherlands [NL] |
Project website | http://www.mnemosene.eu |
Total cost | 3˙998˙120 € |
EC max contribution | 3˙998˙120 € (100%) |
Programme |
1. H2020-EU.2.1.1. (INDUSTRIAL LEADERSHIP - Leadership in enabling and industrial technologies - Information and Communication Technologies (ICT)) |
Code Call | H2020-ICT-2017-1 |
Funding Scheme | RIA |
Starting year | 2018 |
Duration (year-month-day) | from 2018-01-01 to 2020-12-31 |
Take a look of project's partnership.
# | ||||
---|---|---|---|---|
1 | TECHNISCHE UNIVERSITEIT DELFT | NL (DELFT) | coordinator | 763˙636.00 |
2 | TECHNISCHE UNIVERSITEIT EINDHOVEN | NL (EINDHOVEN) | participant | 645˙962.00 |
3 | ARM LIMITED | UK (CAMBRIDGE) | participant | 523˙183.00 |
4 | STICHTING IMEC NEDERLAND | NL (EINDHOVEN) | participant | 450˙750.00 |
5 | EIDGENOESSISCHE TECHNISCHE HOCHSCHULE ZUERICH | CH (ZUERICH) | participant | 423˙750.00 |
6 | IBM RESEARCH GMBH | CH (RUESCHLIKON) | participant | 416˙750.00 |
7 | RHEINISCH-WESTFAELISCHE TECHNISCHE HOCHSCHULE AACHEN | DE (AACHEN) | participant | 334˙250.00 |
8 | INSTITUT NATIONAL DE RECHERCHE ENINFORMATIQUE ET AUTOMATIQUE | FR (LE CHESNAY CEDEX) | participant | 239˙837.00 |
9 | INTELLIGENTSIA CONSULTANTS SARL | LU (BERTRANGE) | participant | 200˙000.00 |
'The MNEMOSENE project aims at demonstrating a new computation-in-memory (CIM) based on resistive devices together with its required programming flow and interface. To develop the new architecture, the following scientific and technical objectives will be targeted:
• Objective 1: Develop new algorithmic solutions for targeted applications for CIM architecture. • Objective 2: Develop and design new mapping methods integrated in a framework for efficient compilation of the new algorithms into CIM macro-level operations; each of these is mapped to a group of CIM tiles. • Objective 3: Develop a macro-architecture based on the integration of group of CIM tiles, including the overall scheduling of the macro-level operation, data accesses, inter-tile communication, the partitioning of the crossbar, etc. • Objective 4: Develop and demonstrate the micro-architecture level of CIM tiles and their models, including primitive logic and arithmetic operators, the mapping of such operators on the crossbar, different circuit choices and the associated design trade-offs, etc. • Objective 5: Design a simulator (based on calibrated models of memristor devices & building blocks) and FPGA emulator for the new architecture (CIM device combined with conventional CPU) in order demonstrate its superiority. Demonstrate the concept of CIM by performing measurements on fabricated crossbar mounted on a PCB board.
A demonstrator will be produced and tested to show that the storage and processing can be integrated in the same physical location to improve energy efficiency and also to show that the proposed accelerator is able to achieve the following measurable targets (as compared with a general purpose multi-core platform) for the considered applications:
• Improve the energy-delay product by factor of 100X to 1000X • Improve the computational efficiency (#operations / total-energy) by factor of 10X to 100X • Improve the performance density (# operations per area) by factor of 10X to 100X'
Initial models of memristive device | Documents, reports | 2020-02-11 12:23:11 |
First version backend compiler for micro-instructions | Documents, reports | 2020-02-11 12:23:11 |
Promotional material | Websites, patent fillings, videos etc. | 2020-02-11 12:23:11 |
Project website | Websites, patent fillings, videos etc. | 2020-02-11 12:23:11 |
Initial communication protocols and infrastructure | Documents, reports | 2020-02-11 12:23:11 |
First version programming interface at the micro- and macro-levels | Documents, reports | 2020-02-11 12:23:11 |
Initial memristor crossbar based logic/ arithmetic and memory designs and models | Documents, reports | 2020-02-11 12:23:11 |
Initial CIM microarchitecture | Documents, reports | 2020-02-11 12:23:11 |
First report on new algorithmic solutions | Documents, reports | 2020-02-11 12:23:11 |
Report on targeted applications, their specifications, requirements | Documents, reports | 2020-02-11 12:23:11 |
Initial macro CIM architecture and CIM-ISA | Documents, reports | 2020-02-11 12:23:11 |
Take a look to the deliverables list in detail: detailed list of MNEMOSENE deliverables.
year | authors and title | journal | last update |
---|---|---|---|
2020 |
Hersche, Michael; id_orcid0000-0003-3065-7639; Sangalli, Sara; Benini, Luca; id_orcid0000-0001-8068-3806; Rahimi, Abbas; id_orcid0000-0003-3141-4970 Evolvable Hyperdimensional Computing: Unsupervised Regeneration of Associative Memory to Recover Faulty Components published pages: , ISSN: , DOI: 10.3929/ethz-b-000387115 |
2nd IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS 2020) 2 | 2020-04-24 |
2020 |
Hersche, Michael; id_orcid0000-0003-3065-7639; Rupp, Philipp; Benini, Luca; id_orcid0000-0001-8068-3806; Rahimi, Abbas; id_orcid0000-0003-3141-4970 Compressing Subject-specific Brain–Computer Interface Models into One Model by Superposition in Hyperdimensional Space published pages: , ISSN: , DOI: 10.3929/ethz-b-000387117 |
Design, Automation and Test in Europe (DATE 2020) 1 | 2020-04-24 |
2020 |
Hersche, Michael; id_orcid0000-0003-3065-7639; Benini, Luca; id_orcid0000-0001-8068-3806; Rahimi, Abbas; id_orcid0000-0003-3141-4970 Binary Models for Motor-Imagery Brain–Computer Interfaces: Sparse Random Projection and Binarized SVM published pages: , ISSN: , DOI: 10.3929/ethz-b-000387116 |
2nd IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS 2020) 1 | 2020-04-24 |
2019 |
Jintao Yu, Hoang Anh Du Nguyen, Muath Abu Lebdeh, Mottaqiallah Taouil, Said Hamdioui Enhanced Scouting Logic: A Robust Memristive Logic Design Scheme published pages: , ISSN: , DOI: |
2020-04-04 | |
2018 |
Nicolas Vasilache, Oleksandr Zinenko, Theodoros Theodoridis, Priya Goyal, Zachary DeVito, William S. Moses, Sven Verdoolaege, Andrew Adams, Albert Cohen Tensor Comprehensions: Framework-Agnostic High-Performance Machine Learning Abstractions published pages: , ISSN: , DOI: |
Computing Research Repository (CoRR) | 2020-04-04 |
2019 |
Fernando GarcÃa-Redondo, Shidhartha Das, Glen Rosendale Training DNN IoT Applications for Deployment On Analog NVM Crossbars published pages: , ISSN: , DOI: |
2020-04-04 | |
2019 |
Jie Zhao, Albert Cohen Flextended Tiles published pages: 1-25, ISSN: 1544-3566, DOI: 10.1145/3369382 |
ACM Transactions on Architecture and Code Optimization 16/4 | 2020-04-04 |
2019 |
Nicolas Vasilache, Oleksandr Zinenko, Theodoros Theodoridis, Priya Goyal, Zachary Devito, William S. Moses, Sven Verdoolaege, Andrew Adams, Albert Cohen The Next 700 Accelerated Layers published pages: 1-26, ISSN: 1544-3566, DOI: 10.1145/3355606 |
ACM Transactions on Architecture and Code Optimization 16/4 | 2020-04-04 |
2019 |
F. Cüppers, S. Menzel, C. Bengel, A. Hardtdegen, M. von Witzleben, U. Böttger, R. Waser, S. Hoffmann-Eifert Exploiting the switching dynamics of HfO 2 -based ReRAM devices for reliable analog memristive behavior published pages: 91105, ISSN: 2166-532X, DOI: 10.1063/1.5108654 |
APL Materials 7/9 | 2020-04-04 |
2019 |
A. Siemon, S. Ferch, A. Heittmann, R. Waser, D. J. Wouters, S. Menzel Analyses of a 1-layer neuromorphic network using memristive devices with non-continuous resistance levels published pages: 91110, ISSN: 2166-532X, DOI: 10.1063/1.5108658 |
APL Materials 7/9 | 2020-04-04 |
2020 |
Andi Drebes, Lorenzo Chelini, Oleksandr Zinenko, Albert Cohen, Henk Corporaal, Tobias Grosser, Kanishkan Vadivel, Nicolas Vasilache TC-CIM: Empowering Tensor Comprehensions for Computation in Memory published pages: , ISSN: , DOI: |
2020-04-04 | |
2019 |
Schmuck, Manuel; Benini, Luca; Rahimi, Abbas Hardware Optimizations of Dense Binary Hyperdimensional Computing: Rematerialization of Hypervectors, Binarized Bundling, and Combinational Associative Memory published pages: , ISSN: 1550-4832, DOI: 10.3929/ethz-b-000338354 |
ACM Journal on Emerging Technologies in Computing Systems 4 | 2020-02-11 |
2019 |
Simone Benatti, Fabio Montagna, Victor Kartsch, Abbas Rahimi, Davide Rossi, Luca Benini Online Learning and Classification of EMG-Based Gestures on a Parallel Ultra-Low Power Platform Using Hyperdimensional Computing published pages: 516-528, ISSN: 1932-4545, DOI: 10.1109/tbcas.2019.2914476 |
IEEE Transactions on Biomedical Circuits and Systems 13/3 | 2020-02-11 |
2019 |
Burrello, Alessio; Cavigelli, Lukas; id_orcid0000-0003-1767-7715; Schindler, Kaspar; Benini, Luca; id_orcid0000-0001-8068-3806; Rahimi, Abbas; id_orcid0000-0003-3141-4970 Laelaps: An Energy-Efficient Seizure Detection Algorithm from Long-term Human iEEG Recordings without False Alarms published pages: , ISSN: , DOI: 10.3929/ethz-b-000307983 |
Proceedings of the 2019 Design, Automation & Test in Europe Conference & Exhibition (DATE) 4 | 2020-02-11 |
2018 |
Manuel Le Gallo, Abu Sebastian, Giovanni Cherubini, Heiner Giefers, Evangelos Eleftheriou Compressed Sensing With Approximate Message Passing Using In-Memory Computing published pages: 1-9, ISSN: 0018-9383, DOI: 10.1109/TED.2018.2865352 |
IEEE Transactions on Electron Devices | 2020-02-11 |
2018 |
S. R. Nandakumar, Manuel Le Gallo, Irem Boybat, Bipin Rajendran, Abu Sebastian, Evangelos Eleftheriou A phase-change memory model for neuromorphic computing published pages: 152135, ISSN: 0021-8979, DOI: 10.1063/1.5042408 |
Journal of Applied Physics 124/15 | 2020-02-11 |
2019 |
Alessio Burrello, Kaspar Anton Schindler, Luca Benini, Abbas Rahimi Hyperdimensional Computing with Local Binary Patterns: One-shot Learning for Seizure Onset Detection and Identification of Ictogenic Brain Regions from Short-time iEEG Recordings published pages: 1-1, ISSN: 0018-9294, DOI: 10.1109/tbme.2019.2919137 |
IEEE Transactions on Biomedical Engineering | 2020-02-11 |
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