Project description DEENESFRITPL New ways to integrate emerging memories to enable neuromorphic computing systems Artificial intelligence (AI) and machine learning are used today for computing all kinds of data, making predictions and solving problems. These are processes based increasingly on deep neuronal network (DNN) models. As the volume of produced data slow down machines and consume greater amounts of energy, there is a new generation of neural units. The spiking neural networks (SNNs) incorporate biologically-feasible spiking neurons with their temporal dynamics. The EU-funded TEMPO project will leverage emerging memory technology to design new innovative technological solutions that make data integration simpler and easier via new neuronal DNN and SNN computing engines. Reduced core computational operational systems’ neuromorphic algorithms will serve as demonstrators. Show the project objective Hide the project objective Objective Massive adoption of computing in all aspects of human activity has led to unprecedented growth in the amount of data generated. Machine learning has been employed to classify and infer patterns from this abundance of raw data, at various levels of abstraction. Among the algorithms used, brain-inspired, or “neuromorphic”, computation provides a wide range of classification and/or prediction tools. Additionally, certain implementations come about with a significant promise of energy efficiency: highly optimized Deep Neural Network (DNN) engines, ranging up to the efficiency promise of exploratory Spiking Neural Networks (SNN). Given the slowdown of silicon-only scaling, it is important to extend the roadmap of neuromorphic implementations by leveraging fitting technology innovations. Along these lines, the current project aims to sweep technology options, covering emerging memories and 3D integration, and attempt to pair them with contemporary (DNN) and exploratory (SNN) neuromorphic computing paradigms. The process- and design-compatibility of each technology option will be assessed with respect to established integration practices. Core computational kernels of such DNN/SNN algorithms (e.g. dot-product/integrate-and-fire engines) will be reduced to practice in representative demonstrators. Fields of science natural sciencescomputer and information sciencesartificial intelligencemachine learningnatural sciencescomputer and information sciencesartificial intelligencecomputational intelligence Keywords Application-Specific Integrated Circuit (ASIC) Classification Deep Neural Networks Interference MRAM Non-Volatile Memory OxRAM Spiking Neural Networks Programme(s) H2020-EU.2.1.1. - INDUSTRIAL LEADERSHIP - Leadership in enabling and industrial technologies - Information and Communication Technologies (ICT) Main Programme H2020-EU.2.1.1.7. - ECSEL Topic(s) ECSEL-2018-2-RIA - H2020-ECSEL-2018-2-RIA Call for proposal H2020-ECSEL-2018-2-RIA-two-stage See other projects for this call Sub call H2020-ECSEL-2018-2-RIA-two-stage-1 Funding Scheme RIA - Research and Innovation action Coordinator INTERUNIVERSITAIR MICRO-ELECTRONICA CENTRUM Net EU contribution € 1 907 062,50 Address KAPELDREEF 75 3001 Leuven Belgium See on map Region Vlaams Gewest Prov. Vlaams-Brabant Arr. Leuven Activity type Research Organisations Links Contact the organisation Opens in new window Website Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 5 448 750,00 Participants (19) Sort alphabetically Sort by Net EU contribution Expand all Collapse all COMMISSARIAT A L ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES France Net EU contribution € 2 364 455,09 Address RUE LEBLANC 25 75015 PARIS 15 See on map Region Ile-de-France Ile-de-France Paris Activity type Research Organisations Links Contact the organisation Opens in new window Website Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 6 755 585,98 FRAUNHOFER GESELLSCHAFT ZUR FORDERUNG DER ANGEWANDTEN FORSCHUNG EV Germany Net EU contribution € 2 224 317,38 Address HANSASTRASSE 27C 80686 Munchen See on map Region Bayern Oberbayern München, Kreisfreie Stadt Activity type Research Organisations Links Contact the organisation Opens in new window Website Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 6 355 192,50 STICHTING IMEC NEDERLAND Netherlands Net EU contribution € 302 750,00 Address HIGH TECH CAMPUS 31 5656 AE Eindhoven See on map Region Zuid-Nederland Noord-Brabant Zuidoost-Noord-Brabant Activity type Research Organisations Links Contact the organisation Opens in new window Website Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 1 195 750,00 VALEO COMFORT AND DRIVING ASSISTANCE Participation ended France Net EU contribution € 0,00 Address 6 RUE DANIEL COSTANTINI 94000 CRETEIL See on map Region Ile-de-France Ile-de-France Val-de-Marne Activity type Private for-profit entities (excluding Higher or Secondary Education Establishments) Links Contact the organisation Opens in new window Website Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost No data STMICROELECTRONICS CROLLES 2 SAS France Net EU contribution € 61 846,56 Address RUE JEAN MONNET 850 38920 Crolles See on map Region Auvergne-Rhône-Alpes Rhône-Alpes Isère Activity type Private for-profit entities (excluding Higher or Secondary Education Establishments) Links Contact the organisation Opens in new window Website Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 247 386,25 THALES ALENIA SPACE FRANCE SAS France Net EU contribution € 20 754,69 Address AVENUE JEAN FRANCOIS CHAMPOLLION 26 31100 Toulouse See on map Region Occitanie Midi-Pyrénées Haute-Garonne Activity type Private for-profit entities (excluding Higher or Secondary Education Establishments) Links Contact the organisation Opens in new window Website Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 83 018,75 PHILIPS ELECTRONICS NEDERLAND BV Netherlands Net EU contribution € 280 000,00 Address HIGH TECH CAMPUS 52 5656 AG Eindhoven See on map Region Zuid-Nederland Noord-Brabant Zuidoost-Noord-Brabant Activity type Private for-profit entities (excluding Higher or Secondary Education Establishments) Links Contact the organisation Opens in new window Website Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 1 296 322,50 STMICROELECTRONICS GRENOBLE 2 SAS France Net EU contribution € 81 628,13 Address RUE JULES HOROWITZ 12 38000 Grenoble See on map Region Auvergne-Rhône-Alpes Rhône-Alpes Isère Activity type Private for-profit entities (excluding Higher or Secondary Education Establishments) Links Contact the organisation Opens in new window Website Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 326 512,50 ATO-gear BV Netherlands Net EU contribution € 135 000,00 Address TORENALLEE 3 5617BA Eindhoven See on map SME The organization defined itself as SME (small and medium-sized enterprise) at the time the Grant Agreement was signed. Yes Region Zuid-Nederland Noord-Brabant Zuidoost-Noord-Brabant Activity type Private for-profit entities (excluding Higher or Secondary Education Establishments) Links Contact the organisation Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 501 692,50 TECHNISCHE UNIVERSITAET DRESDEN Germany Net EU contribution € 117 991,13 Address HELMHOLTZSTRASSE 10 01069 Dresden See on map Region Sachsen Dresden Dresden, Kreisfreie Stadt Activity type Higher or Secondary Education Establishments Links Contact the organisation Opens in new window Website Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 337 117,50 ROBERT BOSCH GMBH Germany Net EU contribution € 545 463,80 Address ROBERT-BOSCH-PLATZ 1 70839 Gerlingen-Schillerhoehe See on map Region Baden-Württemberg Stuttgart Ludwigsburg Activity type Private for-profit entities (excluding Higher or Secondary Education Establishments) Links Contact the organisation Opens in new window Website Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 2 598 609,25 Third-party Legal entity other than a subcontractor which is affiliated or legally linked to a participant. The entity carries out work under the conditions laid down in the Grant Agreement, supplies goods or provides services for the action, but did not sign the Grant Agreement. A third party abides by the rules applicable to its related participant under the Grant Agreement with regard to eligibility of costs and control of expenditure. BOSCH SENSORTEC GMBH Germany Net EU contribution € 44 536,20 Address GERHARD-KINDLER-STRASSE 9 72770 Reutlingen See on map Region Baden-Württemberg Tübingen Reutlingen Activity type Private for-profit entities (excluding Higher or Secondary Education Establishments) Links Contact the organisation Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 196 156,25 INFINEON TECHNOLOGIES AG Germany Net EU contribution € 1 269 150,94 Address AM CAMPEON 1-15 85579 Neubiberg See on map Region Bayern Oberbayern München, Landkreis Activity type Private for-profit entities (excluding Higher or Secondary Education Establishments) Links Contact the organisation Opens in new window Website Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 5 076 603,75 INNOSENT GMBH Germany Net EU contribution € 115 000,00 Address AM ROEDERTOR 30 97499 Donnersdorf See on map Region Bayern Unterfranken Schweinfurt, Landkreis Activity type Private for-profit entities (excluding Higher or Secondary Education Establishments) Links Contact the organisation Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 550 000,00 UNIVERSITAT ZURICH Switzerland Net EU contribution € 134 868,56 Address RAMISTRASSE 71 8006 Zurich See on map Region Schweiz/Suisse/Svizzera Zürich Zürich Activity type Higher or Secondary Education Establishments Links Contact the organisation Opens in new window Website Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 385 338,75 VALEO SCHALTER UND SENSOREN GMBH Germany Net EU contribution € 104 372,73 Address LAIERNSTRASSE 12 74321 Bietigheim Bissingen See on map Region Baden-Württemberg Stuttgart Ludwigsburg Activity type Private for-profit entities (excluding Higher or Secondary Education Establishments) Links Contact the organisation Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 497 013,75 SYNSENSE AG Switzerland Net EU contribution € 80 000,00 Address THURGAUERSTRASSE 40 8050 Zurich See on map SME The organization defined itself as SME (small and medium-sized enterprise) at the time the Grant Agreement was signed. Yes Region Schweiz/Suisse/Svizzera Zürich Zürich Activity type Private for-profit entities (excluding Higher or Secondary Education Establishments) Links Contact the organisation Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 705 145,00 PHILIPS MEDICAL SYSTEMS NEDERLAND BV Netherlands Net EU contribution € 280 000,00 Address VEENPLUIS 6 5684 PC Best See on map Region Zuid-Nederland Noord-Brabant Zuidoost-Noord-Brabant Activity type Private for-profit entities (excluding Higher or Secondary Education Establishments) Links Contact the organisation Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 1 327 140,00 VIDEANTIS GMBH Germany Net EU contribution € 89 000,00 Address ROTERMUNDSTR. 11 30165 Hannover See on map SME The organization defined itself as SME (small and medium-sized enterprise) at the time the Grant Agreement was signed. Yes Region Niedersachsen Hannover Region Hannover Activity type Private for-profit entities (excluding Higher or Secondary Education Establishments) Links Contact the organisation Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 331 250,00