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MNEMOSENE SIGNED

Computation-in-memory architecture based on resistive devices

Total Cost €

EC-Contrib. €

Partnership

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Outcomes and
results

MNEMOSENE project word cloud

Explore the words cloud of the MNEMOSENE project. It provides you a very rough idea of what is the project "MNEMOSENE" about.

energy mnemosene offs device emulator interface communication mounted 10x trade framework demonstrator demonstrating tiles board 1000x accesses crossbar circuit partitioning superiority 100x core tested primitive fpga cim purpose memristor simulator group blocks performance operations building scientific arithmetic logic micro flow mapped computational location physical integration efficient scheduling calibrated storage programming memory resistive operators tile total algorithmic fabricated pcb area density combined operation performing algorithms inter measurable compilation computation choices efficiency macro conventional accelerator models architecture platform delay mapping data solutions cpu

Project "MNEMOSENE" data sheet

The following table provides information about the project.

Coordinator	TECHNISCHE UNIVERSITEIT DELFT Organization address address: STEVINWEG 1 city: DELFT postcode: 2628 CN website: www.tudelft.nl contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.
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

Partnership

Take a look of project's partnership.

#	participants	country	role	EC contrib. [€]
1	TECHNISCHE UNIVERSITEIT DELFT TECHNISCHE UNIVERSITEIT DELFT Organization address address: STEVINWEG 1 city: DELFT postcode: 2628 CN website: www.tudelft.nl contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	NL (DELFT)	coordinator	763˙636.00
2	TECHNISCHE UNIVERSITEIT EINDHOVEN TECHNISCHE UNIVERSITEIT EINDHOVEN Organization address address: GROENE LOPER 3 city: EINDHOVEN postcode: 5612 AE website: www.tue.nl/en contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	NL (EINDHOVEN)	participant	645˙962.00
3	ARM LIMITED ARM LIMITED Organization address address: 110 FULBOURN ROAD city: CAMBRIDGE postcode: CB1 9NJ website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	UK (CAMBRIDGE)	participant	523˙183.00
4	STICHTING IMEC NEDERLAND STICHTING IMEC NEDERLAND Organization address address: HIGH TECH CAMPUS 31 city: EINDHOVEN postcode: 5656 AE website: www.holstcentre.com contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	NL (EINDHOVEN)	participant	450˙750.00
5	EIDGENOESSISCHE TECHNISCHE HOCHSCHULE ZUERICH EIDGENOESSISCHE TECHNISCHE HOCHSCHULE ZUERICH Organization address address: Raemistrasse 101 city: ZUERICH postcode: 8092 website: https://www.ethz.ch/de.html contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	CH (ZUERICH)	participant	423˙750.00
6	IBM RESEARCH GMBH IBM RESEARCH GMBH Organization address address: SAEUMERSTRASSE 4 city: RUESCHLIKON postcode: 8803 website: www.zurich.ibm.com contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	CH (RUESCHLIKON)	participant	416˙750.00
7	RHEINISCH-WESTFAELISCHE TECHNISCHE HOCHSCHULE AACHEN RHEINISCH-WESTFAELISCHE TECHNISCHE HOCHSCHULE AACHEN Organization address address: TEMPLERGRABEN 55 city: AACHEN postcode: 52062 website: www.rwth-aachen.de contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	DE (AACHEN)	participant	334˙250.00
8	INSTITUT NATIONAL DE RECHERCHE ENINFORMATIQUE ET AUTOMATIQUE INSTITUT NATIONAL DE RECHERCHE ENINFORMATIQUE ET AUTOMATIQUE Organization address address: DOMAINE DE VOLUCEAU ROCQUENCOURT city: LE CHESNAY CEDEX postcode: 78153 website: www.inria.fr contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	FR (LE CHESNAY CEDEX)	participant	239˙837.00
9	INTELLIGENTSIA CONSULTANTS SARL INTELLIGENTSIA CONSULTANTS SARL Organization address address: 35 CITE AM WENKEL city: BERTRANGE postcode: 8086 website: www.intelligentsia-consultants.com contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	LU (BERTRANGE)	participant	200˙000.00

Map

Project objective

'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'

Deliverables

List of deliverables.
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.

Publications

List of publications.
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 Brainâ€“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 Brainâ€“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. CÃ¼ppers, S. Menzel, C. Bengel, A. Hardtdegen, M. von Witzleben, U. BÃ¶ttger, 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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