While machine translation has greatly improved, an embedded lightweight energy-efficient hardware remains elusive because existing solutions based on artificial neural networks (NNs) are computation-intensive and energy-hungry requiring server-based implementations, which also raises data protection and privacy concerns.

 

Today, 2D electronic architectures suffer from "unscalable" interconnects, making it difficult for them to compete with biological neural systems in terms of real-time information-processing capabilities with comparable energy consumption. Recent advances in materials science, device technology and synaptic architectures have the potential to fill this gap with novel disruptive technologies that go beyond conventional CMOS technology.

 

A promising solution comes from vertical nanowire field-effect transistors (VNWFETs) to unlock the full potential of truly 3D neuromorphic computing performance and density.

 

Through actual VNWFETs fabrication setting up a design-technology co-optimization approach, the FVLLMONTI vision is to develop regular 3D stacked hardware layers of NNs empowering the most efficient machine translation thanks to a fine-grain hardware / software co-optimisation. FVLLMONTI consortium is a strong partnership with complementary expertise and extensive track-records in the fields of nanoelectronics, unconventional logic design, reliability, system‐level design, machine translation, cognition sciences. The consortium is composed of 50% of junior researchers and 90% of first-time participants to FETPROACT.  

 

FVLLMONTI is organized around 4 specific objectives (OBJ) targeting 12 Key Performance Indicators (KPI) mastered through 16 Milestones (MS):

 

Objective 1: Compactness: From fabricated low-complexity hardware to minimal neural network compute cube (N2C2)

Specific objective 1 (OBJ1) concentrates on the compactness of the elements in the FVLLMONTI value chain from low-level logic blocks up to a critical compute function in N2C2 to ensure the computation resource footprint.

 

Objective 2: Performance: Energy-delay-product assessment of the computational layer, the embedded Non-Volatile Memory (e-NVM) and interconnects

Specific Objective 2 (OBJ2) is designed to quantify the conventional figure-of-merit energy-delay-product (EDP) towards fast and ultra-low-power data transfer between the e-NVM using ferroelectric-gated VNWFET and the computing layer, thereby addressing the whole FVLLMONTI value chain from low-level logic blocks up to a critical compute function in N2C2.

 

Objective 3: Validation of the VNWFET technology for live English-French streaming speech recognition to text

Specific Objective 3 (OBJ3) focuses on exploring the use of VNWFET-based 3D logic cells and e-NVM blocks in multiple layers of NNs enabling ultra-compact and energy-efficient Transformers NNs for Automatic Speech Recognition (ASR) and Machine translation (MT). Their compactness and EDP will be compared with general-purpose architectures with CNN accelerators. To validate the approach, the target application is live English-French streaming speech recognition to text.

 

Objective 4: 3D NN architecture robustness

Specific Objective 4 (OBJ4) assesses the reliability of VNWFET devices at the early step of their development. The impact of the identified wear out failure mechanisms will be appraised on the whole FVLLMONTI value chain: N2C2, 3D NN architecture and up to the ASR and MT application. Beyond the specific translation application, the final intent is to demonstrate the intrinsic 3D NN architecture robustness.

WP5 NN Transformer architecture - lead by Giovanni Ansaloni (EPFL)

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

KPI4: EDP assessment for JL VNWFETs, ION of at least 300 µA/µm at a supply voltage below 0.9V with scaled gate length

KPI5: EDP assessment for PC VNWFETs, ION of at least 10 µA/µm at a supply voltage below 2 V

KPI6: EDP assessment for read and write operation of a single transistor ferroelectric VNWFET cell with 3 V write voltage and 2 V operation voltage or below

KPI7: EDP assessment of 1-bit FA designs exploiting reconfigurability and/or e-NVM function

KPI8: NN compression size

KPI9: For ASR and MT 

KPI10: Word Error Rate (WER) on read English and French

KPI11: Bi-Lingual Evaluation Understudy (BLEU) score

KPI12: Intrinsic 3D NN architecture robustness, irrespective of the application: Architectural Vulnerability Factor (AVF)  

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

video / video

partners / contact

UNIVERSITE DE BORDEAUX

[ UBx ]

France

Cristell MANEUX

Cristell MANEUX

Project Coordinator. Full Professor at IMS Laboratory, Department of Sciences and Engineering, University of Bordeaux, France.

CENTRE NATIONAL DE LA RECHERCHE SCIENTIFIQUE CNRS

[ CNRS-LAAS ]

France

Guilhem LARRIEU

Guilhem LARRIEU

WP1 Leader. Research Director at Laboratory for Analysis and Architecture of Systems, CNRS-LAAS, France.

ECOLE CENTRALE DE LYON

[ ECL-INL ]

France

Ian O'Connor

Ian O'Connor

WP4 Leader. Distinguished Professor at Ecole Centrale de Lyon, France.

GLOBAL TCAD SOLUTIONS GMBH

[ GTS ]

Austria

Oskar BAUMGARTNER

Oskar BAUMGARTNER

WP3 Leader. Chief Operating Officer at Global TCAD Solutions GmbH, Austria.

ECOLE POLYTECHNIQUE FEDERALE DE LAUSANNE

[ EPFL ]

Switzerland

David ATIENZA

David ATIENZA

WP5 Leader. Professor and Director of Embedded Systems Laboratory, EPFL, Switzerland.

NAMLAB GGMBH

[ NLB ]

Germany

Jens TROMMER

Jens TROMMER

WP6 Leader. Senior Scientist Emerging Devices at NaMLab gGmbH, Germany.

This project has received funding from the European Union’s Horizon 2020 research and innovation programme under grant agreement No 101016776.

Check our results on the CORDIS plateform: https://cordis.europa.eu/project/id/101016776/fr

This publication reflects the views only of the author, and the Commission cannot be held responsible for any use which may be made of the information contained therein.

graph - chart

Start 01/01/2021
70% 29/03/2024
End 31/08/2025
Budget allocation . M€ Budget allocation
Effort 637 p*m Effort
Effort 11 persons Full time equivalent

news

Unveiling the Future of Speech Translation: FVLLMONTi at DATE 2024

2024-03-25

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Research to Reality - A bridge towards a follow-up project

2024-02-05

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15th Workshop on Parrallel Programming and Run-time Management Techniques

2024-02-02

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Bridging Worlds: Cigdem Cakirlar's Foray into the "From Science to Art!" Image Contest

2023-12-21

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IEDM 2023 - GTS Participation

2023-12-09

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VLSI-SoC 2023 Conference Participation

2023-10-16

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Science Festival - LAAS CNRS

2023-10-14

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European Night of Research participation - Bordeaux, France

2023-09-29

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EMRS - Fall meeting

2023-09-18

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Saxon Ministery visit - Namlab Institute

2023-09-14

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ESSDERC ESSCIRC - Workshop participation

2023-09-11

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GTS at DAC2023 – DTCO with Process Integration

2023-07-11

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2nd Advisory Board Meeting

2023-07-04

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IEEE International Conference Nanotechnology (NANO) - ECL

2023-07-02

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In-Memory Architectures and Computing Applications Workshop - ECL

2023-06-23

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E3AI Summer school - Event kick-off

2023-06-19

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GRD SOC2 Colloque 2023 - Participation

2023-06-12

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SNW 2023 - LAAS CNRS Participation

2023-06-11

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21st International Workshops on Junction Technology 202

2023-06-08

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243rd ECS Meeting and 18th International Symposium on Solid Oxide Fuel Cells

2023-05-30

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EMRS Spring Meeting - Strasbourg

2023-05-29

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EuroSOI/ULIS - Tarragona : FVLLMONTI contribution

2023-05-10

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CASS Talks 2023 - Alberto Bosio

2023-04-28

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Plenary Progress Meeting in Lausanne

2023-03-23

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E3AI Summer School - Program online !

2023-03-01

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FETCH Summer School Talk - UBx

2023-02-01

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E3AI Summer School - Save the date

2022-12-20

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Meet FVLLMONTI Experts at IEDM 2022

2022-12-05

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Visit Prof. Hermann Ney in Bordeaux

2022-10-19

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Full day progress meeting in Bordeaux

2022-09-13

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Invited talk at the Design Automation and Test in Europe (DATE) 2022

2022-03-15

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HiPEAC Article on FVLLMONTI now available

2022-02-10

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Workshop at the HiPEAC Computing System Week

2021-10-26

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1st Advisory Board meeting (Bordeaux, France)

2021-06-21

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Invited paper at IEDM 2021, the 67th Annual International Electron Devices Meeting

2021-06-14

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FVLLMONTI Presentation at NEUROTECH - Video

2021-05-10

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NEUROTECH online event - Participation

2021-04-26

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events

2024-05-17

RP2 EU Review Meeting: A Decisive Checkpoint

The EU review meeting, set for May 17th on Zoom, is a vital assessment to evaluate our project's progress against its work plan and objectives. It's not just a routine check but a significant determinant for future funding.

This session aims to scrutinize the alignment of our efforts with the outlined milestones and deliverables. Its outcome influences continued financial support, making it crucial for our project's lifecycle. We'll present our achievements and address any variances from our initial plans, showcasing our adherence to goals and efficient fund use.

The meeting facilitates a critical dialogue between project members and EU reviewers, focusing on technical, financial, and impact evaluations. It's an opportunity to reaffirm our commitment and discuss improvements.

Details and the agenda will be shared with participants to ensure a streamlined and productive review. This meeting is fundamental, reflecting our dedication to project success and accountability.
 

EU Review experts retained:

TECHNICAL MONITORS    
- Dimitris tsoukalas  NTUA Grece
- Marian Verhelst   KU Leuven
- Manil Dev Gomony, Assistant Professor - Eindhoven University of Technology - Researcher at Nokia Bells Labs

IR EXPERT:
- ZAMBRANO Raffaele    STMicroelectronics

2023-11-15

Plenary Progress Meeting n°5

From the 15/11/2023 to the 16/11/2023, at Vienna, Austria.

The purpose of this meeting is to review the progress of our ongoing FVLLMONTI project, and to ensure that we remain on track towards our shared goals.

Over the course of this meeting, we discussed the issues that our WPL have faced since march 2023, the implemented solutions to solve them, and the ideas or concrete steps that we need to implement, in order to continue moving forward.

AGENDA:

Day 1

  • WP7 Progresses: Meeting objectives and future actions (Cristell MANEUX, Axel POMEPUI-GUIHARD)
  • WP5 Progresses: CNN Architecture for talk (Giovanni ANSALONI)
  • WP4 Progresses: VNWFET based 3D NN compute cube design (N²C²) (Ian O'CONNOR)
  • WP3 Progresses: TCAD And compact modeling (Oskar BAUMGARTNER)

Day 2

  • WP2 Progresses: Parameter extraction ( Chandak MUKHERJEE)
  • WP1 Progresses: Fabrication of VNW techonologies from devices to logic blocks ( Guilhem LARRIEU)
  • WP6 Progresses: Dissemination & Exploitation activities ( Jens TROMMER, Axel POMEPUI GUIHARD)
  • Outlook and plans for next steps

It is also an opportunity to share knowledge and expertise too, with view to prepare the second EU review, incoming in february 2024; and ensure that we are all working together effectively to produce innovative, quality, scientific research; respecting our legal and financial obligations towards the European commission. 

2023-09-29

European Night of research participation

On September 29, 2023, several members of the FVLLMONTI consortium are invited to take part in the European Researchers' Night event at Cap Sciences in Bordeaux.

Our involved searchers and members are the following ones: 

  • Chhandak MUKHERJEE, WP2L as an invited searcher on individual and dedicated activities: speed searching, future and science discussion with publics. 
  • Marina DENG, WP2M, as an invited searcher on individual activities: speed searching, future and science discussion with publics. 
  • Cristell MANEUX, WP7L as an invited searcher on grouped activities: short conference with cultural intermediary. 
  • Yifan WANG, WP2D, as an invited PhD student, on individual and grouped activities: short conference with cultural intermediary; meet in the dark and discussion with publics. 
  • GUIHARD Axel, WP7M, as EU project manager, event organizator and coordonator. 


This event, led by the University of Burgundy for the French part of this European event, is an important part of our dissemination activities to the general public. All ages and people are met during this night.

On the program: workshops and demonstrations, participation in conferences aimed at popularizing our on-site activities, prospecting and presentation of European projects through permanent representation at the event.

LINKS: 

To get more informations about the event: https://www.cap-sciences.net/au-programme/evenement/grand-public/nuit-europeenne-des-chercheur-euses-2023/ 
Our apparition on CNRS revues: https://www.aquitaine.cnrs.fr/fr/cnrsinfo/retour-sur-la-nuit-europeenne-des-chercheures-2023 

2023-07-04

2nd Advisory Board Meeting

The secondAdvisory Board meeting of the FVLLMONTI project took place on 4 of July 2023. It has been tenued during a Zoom remote session. 

We've got the pleasure to welcome our new AB Member for the first time: Gérard CHOLLET.  

AB Members representing: 

  • CEA-Leti: Thomas Ernst
  • TSMC: Katherine Chiang
  • Thales avionics: Sylvain Hourlier
  • NUI Galwa Data Science Institute: John McCrae
  • Nanyang Technology University: Mohamed Sabry Aly
  • CNRS, Emeritus Dir: Gérard Chollet

2023-06-19

Energy Efficient Embedded AI - Bordeaux Summer School

Bordeaux Summer School
19/06/2023-23/06/2023

The E3AI summer school is open to second year Master students, doctoral students, post-doctoral fellows, researchers and professionals with an interest in embedded artificial intelligence, deep learning, neuromorphic computing, natural language processing, spintronics and 6G communications.

Course content will address the consequent skill gap between embedded technology and deep learning applications, and will equip participants with the interdisciplinary knowledge and skills needed to develop innovative circuit architectures and execute data intensive applications on resource-constrained devices.

This summer school is supported by FVLLMONTIHermes and RadioSpin, three H2020 European projects, and is co-organised with the Green AI (GrAI) chair in artificial intelligence and the IEEE Circuits and Systems Society. The event is the first in a series of similar bi-annual events organised by and for the Embedded Artificial Intelligence (EAI) transdisciplinary community.

https://bss-e3ai.u-bordeaux.fr/en/

2023-03-22

Plenary Progress Meeting n°4

From the 22/03/2023 to the 23/03/2023, at the EPFL in Lausanne, Switerzland.

The purpose of this meeting is to review the progress of our ongoing FVLLMONTI project, and to ensure that we remain on track towards our shared goals.

 

Day 1

  • WP7 Progresses: Meeting objectives and future actions (Cristell MANEUX, Axel POMEPUI-GUIHARD)
  • WP5 Progresses: CNN Architecture for talk (Giovanni ANSALONI)
  • WP4 Progresses: VNWFET based 3D NN compute cube design (N²C²) (Ian O'CONNOR)
  • WP3 Progresses: TCAD And compact modeling (Oskar BAUMGARTNER)

Day 2

  • WP2 Progresses: Parameter extraction ( Chandak MUKHERJEE)
  • WP1 Progresses: Fabrication of VNW techonologies from devices to logic blocks ( Guilhem LARRIEU)
  • WP6 Progresses: Dissemination & Exploitation activities ( Jens TROMMER, Axel POMEPUI GUIHARD)
  • Outlook and plans for next steps

Over the course of this meeting, we discussed the issues that our WPL have faced since months ago, the implemented solutions to solve them, and the ideas or concrete steps that we need to implement, in order to continue moving forward. It was for us an opportunity to share knowledge and expertise too; and ensure that we are all working together effectively to produce innovative, quality, scientific research.

2022-09-20

EU Review Meeting-Reporting Period 1

Holding our first review meeting with renowned European experts for our project, funded by the European Commission. Stay informed as we share updates and insights from this collaboration, shaping the future of groundbreaking solutions.

The purpose and role of EU experts in a review meeting for an EU funded project are to assess the project's progress, achievements, and compliance with the set objectives and guidelines, providing valuable feedback and recommendations to ensure its successful implementation and alignment with EU's objectives

You can have access to the project related EU data. We invite you to take information of all our activities and general frame of our activities on:
https://cordis.europa.eu/project/id/101016776/fr

2022-01-31

Plenary Progress Meeting n°3

In the general project lifecycle progresses, at M12, the purpose of this meeting is to review the progress of our ongoing FVLLMONTI project, one year after its kick-off, and to ensure that we remain on track towards our shared goals.

Over the course of this meeting, we discussed the issues that our WPL faced since the last PPM, the implemented actions done until the meeting.It was for us an opportunity to ensure that we are all working together effectively to produce innovative, quality, scientific research.

2021-09-07

Plenary Progress Meeting n°2

A one day progress meeting, tenued at the University of Bordeaux, France

The purpose of this meeting is to review the progress of our ongoing FVLLMONTI project, and to ensure that we remain on track towards our shared goals.

Over the course of this meeting, we discussed the issues that our WPL faced since the begining of the project, the implemented actions done until the meeting, and the ideas or concrete steps that we need to implement, in order to continue moving forward. It was for us an opportunity to ensure that we are all working together effectively to produce innovative, quality, scientific research.

2021-06-21

1st Advisory Board Meeting

The first Advisory Board meeting of the FVLLMONTI project took place on 21 of June 2021 at the Laboratoire de l'Intégration du Matériau au Système (IMS) in Bordeaux (France). Also, a remote session was available. 

AB Members representing: 

  • CEA-Leti: Thomas Ernst
  • TSMC: Katherine Chiang
  • Thales avionics: Sylvain Hourlier
  • NUI Galwa Data Science Institute: John McCrae
  • Nanyang Technology University: Mohamed Sabry Aly

2021-03-09

Plenary Progress meeting n°1

With view to frame the general habits, ways of working and practices which permit a well follow-up and management of our project lifecycle: a general meeting has been tenued, to inform all our partners about the decided process to follow in question.

Project management centred meeting axis.

Georgetta BORDEA is in charge of the project management. Working with Cristell Maneux as WP7 Leaders, both of them created the FVLLMONTI way of doing. 

  • Performance & Excellence
  • Communication
  • Trust & Resilience
  • Respect for everyone's time
  • Professionnalism & Habits

2021-02-25

FVLLMONTI project Kick-off Meeting

The mission and objective of this meeting is to take advantage of, lay the foundations for, and take up the challenges that the consortium may face in the various sectors of activity targeted by its intervention and research, for the project but above all in the projections for the future of which it is the subject.

We're a diverse, skilled consortium, ready to drive innovation and foster collaboration.

Meeting discussion points expectations:

Project Overview: Goals and scope framing.
Work Packages: Divide tasks and set a common timeline.
Resource Allocation: Fix the allocate funds and personnel concerns.
Ethical Considerations: AI related concerns and developpement framing.
Risk Management: Mitigate potential setbacks and fix risks.
Communication: Foster open collaboration within and outside the consortium.
Data Management: Secure and comply with GDPR.
Dissemination: Share findings and maximize impact.

publications

3D Logic circuit design oriented electrotherm...

2023-08-28

Authors: Sara MANNAA; Arnaud POITEVIN; Cedric MARCHAND; Damien DELERUYELLE;Bastien DEVEAUTOUR; Alberto BOSIO;  Ian O'CONNOR; C...

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Transformer model compression for end-to-end ...

2022-08-29

Authors : Leila Ben Letaifa, Jean-Luc Rouas

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Extraction of small-signal equivalent circuit...

2022-08-01

Bruno Neckel Wesling, Marina Deng, Chhandak Mukherjee, Magali de Matos, Abhishek Kumar, Guilhem Larrieu, Jens Trommer, Thomas Mikolajick, Cr...

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Challenges in Electron Beam Lithography of Si...

2022-07-04

Cigdem Cakirlar, Giulio Galderisi, Christoph Beyer, Maik Simon, Thomas Mikolajick, Jens Trommer

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Reconfigurable Field Effect Transistors: A Te...

2022-05-11

T Mikolajick, G Galderisi, S Rai, M Simon, R Böckle, M Sistani, C Cakirlar, N Bhattacharjee, T Mauersberger, A Heinzig, A Kumar, WM Web...

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On the Modeling of Polycrystalline Ferroelect...

2022-04-29

Authors: Thesberg, Mischa; Alam, Md Nur K.; Truijen, Brecht; Kaczer, B.; Roussel, Philippe. J.; Stanojevic, Zlatan; Baumgartner, Oskar; Scha...

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Compact modeling of 3D vertical junctionless ...

2021-01-01

Mukherjee, C., Poittevin, A., O'Connor, I., Larrieu, G., Maneux, C.Solid-State Electronics, 183, art. no. 108125.

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Single-step reactive ion etching process for ...

2021-01-01

Authors: Tom Mauersberger, Jens Trommer, Saurabh Sharma, Martin Knaut, Darius Pohl, Bernd Rellinghaus, Thomas Mikolajick, André Heinz...

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3D Logic Cells Design and Results Based on Ve...

2021-01-01

Mukherjee, C., Deng, M., Marc, F., Maneux, C., Poittevin, A., O'Connor, I., Beux, S.L., Marchand, C., Kumar, A., Lecestre, A., Larrieu,G...

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Patterning and integration issues of doped na...

2021-01-01

Abhishek Kumar, Aurélie Lecestre, Jonas Müller , Guilhem Larrieu

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3D Logic Cells Design and Results Based on Ve...

2021-01-01

Poittevin, A., Mukherjee, C., O’Connor, I., Maneux, C., Larrieu, G., Deng, M., Le Beux, S., Marc, F., Lecestre, A., Marchand, C., Kuma...

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Modelling of vertical and ferroelectric junct...

2021-01-01

Authors: C. Maneux, C. Mukherjee, M. Deng, M. Dubourg, L. Reveil, G. Bordea, A. Lecestre, G. Larrieu, J. Trommer, E.T. Breyer, S. Slesazeck,...

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Compact Modeling of 3D Vertical Junctionless ...

2021-01-01

Mukherjee, C., Larrieu, G., Maneux, C. 2020 Joint International EUROSOI Workshop and International Conference on Ultimate Integration o...

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documents

Communication & Dissemination

Article - HiPEAC Conference 2022

Invited Presentation - FETCH Conference 2023 C. Maneux - Invited Presentation at FETCH Summer School 2023. How to reinvent the value chain with emerging technologies and new computing paradigms? Challenges in characterization, modelling and circuit design.

Leaflet Back

Leaflet Front

Deliverables

D.1.1_FVLLMONTI_P2-Larrieu-20220902_Elementary VNWFET devices – JL (PU)

D.2.1_Thermal impedance and trap extraction_FVLLMONTI_P1-MUKHERJEE-230531 (PU)

D.2.3_Parasitic Element Extraction_FVLLMONTI_P1‐MUKHERJEE‐230222 (PU)

D.4.1_FVLLMONTI_P3 ECL_Library of optimized VNWFET-based logic cells (PU)

D4.3_Versatile and scalable 3D interconnect framework_FVLLMONTI_P3-ECL-INL-20231031 (PU) - Report on the versatile and scalable 3D architectural interconnect framework

D.4.5_Virtual scalable N2C 2 design and Pareto-front data_FVLLMONTI_P3-ECL-INL-20210831 (PU) - Virtual scalable N2C2 design and Pareto-front data (initial version) - M6+2 - P3 ECL-INL, P5 EPFL

D.5.1_Pre-trained speech ASR/MT model and use cases - V1_FVLLMONTI_P1-UBX-20210831 V1 - (PU) - This document presents the achievements of the partners participating to WP5 during the first semester of the FVLLMONTI project. In this period, work has focused on developing Automatic Speech Recognition (ASR) and Machine Translation (MT) systems using state-of-the-art methods, including neural network transformer architecture. Such activities are the first step towards the WP objectives, as they establish a baseline toward run-time and energy-wise optimization strategies that will be explored for the remainder of the project duration.

D.5.3 Architecture library multi-objective trade-offs and calibrated thermal models V1 (PU) - First version of architecture library, multi-objective trade-offs and calibrated thermal models

D.5.5 Co-optimized hardware-NN architecture for ASR MT V1 (PU) - First report on the co-optimized hardware/NN architecture for ASR/MT

D.6.1_FVLLMONTI_P6-NLB-20210831 (PU) - Project Website and social network accounts

D.6.2_FVLLMONTI_P1-UBx-220201 (PU) - Plan for dissemination of the results - Y1

D.6.3_FVLLMONTI_P1-UBX_20230228 (PU) - Plans for disseminations of the results Y2

D.6.6_FVLLMONTI_P1-UBX-20210831 (PU) - Data Management Plan

D.6.6_FVLLMONTI_P6 2 -NAMLAB-GGMBH-20210831 (PU) - Generated datasets for the FVLLMOTNI project

D.6.7_FVLLMONTI_P6-NMLB_2023 (PU) - Technology impact and exploitation innovation Y1

D.6.8_FVLLMONTI_P6-NLB-220228 (PU) - Technology impact and exploitation innovation Y2

contact us

Do you want to be part of something innovative? Our project is not just any endeavor, it's an opportunity to make a difference in european science and worldwide one. If you're as excited as we are and have questions, ideas, or simply want to learn more, this is your chance. Reach out to us with a dedicated message, and let's shape the future together !

Email: contact@fvllmonti.eu
LinkedIn: https://www.linkedin.com/in/fvllmonti-project/

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