Project description
Smart and secure ultra-low power processors for Edge AI
Modern electronic devices become a lot more useful once connected to the internet. The booming world of the Internet-of-things (IoT), which includes smart cameras, personal healthcare and connected cars, has made that very clear. The EU-funded CONVOLVE project aims to make the growth of smart connected edge devices sustainable, by making processors 100 times more efficient, while ensuring security by design that protects the data and the privacy of the European society. CONVOLVE will shorten the time to market of AI-driven specialised edge processors, contributing to the European sovereignty on the semiconductor area and the EU Chip Acts.
Objective
With the rise of deep learning (DL), our world braces for Artificial Intelligence (AI) in every edge device, creating an urgent need for edge-AI processing hardware. Unlike existing solutions, this hardware needs to support high throughput, reliable, and secure AI processing at ultra-low power (ULP), with a very short time to market.
With its strong legacy in edge solutions and open processing platforms, the EU is ideally positioned to become the leader in this edge-AI market. However, certain roadblocks keep the EU from assuming this leadership role: Edge processors need to become 100x more energy efficient; Their complexity demands automated design with 10x design time reduction; They must be secure and reliable to get accepted; Finally, they should be flexible and powerful to support the DL domain.
CONVOLVE addresses these roadblocks and thereby enables EU leadership in Edge-AI. To that end, it will take a holistic approach with innovations at all design stack levels, including:
1.ULP memristive circuits for computation-in-memory
2.Fast compositional design of System-on-Chips (SoC)
3.Transparent compilers supporting automated code optimizations and domain-specific languages
4.Rethinking DL models through dynamic neural networks, event-based execution, and sparsity
5.On-edge continuous learning for improved accuracy, self-healing, and reliable adaptation to non-stationary environments
6.Holistic integration in SoCs supporting secure execution with real-time guarantees
The CONVOLVE consortium includes some of Europe's strongest research groups and industries, covering the whole design stack and value chain. In a community effort, we will demonstrate Edge-AI computing in real-life vision and audio domains. By combining these innovative ULP and fast design solutions, CONVOLVE will, for the first time, enable reliable, smart, and energy-efficient edge-AI devices at a rapid time-to-market and low cost, and as such open the road for EU leadership in edge-processing.
Fields of science (EuroSciVoc)
CORDIS classifies projects with EuroSciVoc, a multilingual taxonomy of fields of science, through a semi-automatic process based on NLP techniques. See: The European Science Vocabulary.
CORDIS classifies projects with EuroSciVoc, a multilingual taxonomy of fields of science, through a semi-automatic process based on NLP techniques. See: The European Science Vocabulary.
- natural sciences computer and information sciences artificial intelligence computational intelligence
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Keywords
Project’s keywords as indicated by the project coordinator. Not to be confused with the EuroSciVoc taxonomy (Fields of science)
Project’s keywords as indicated by the project coordinator. Not to be confused with the EuroSciVoc taxonomy (Fields of science)
Programme(s)
Multi-annual funding programmes that define the EU’s priorities for research and innovation.
Multi-annual funding programmes that define the EU’s priorities for research and innovation.
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HORIZON.2.4 - Digital, Industry and Space
MAIN PROGRAMME
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HORIZON.2.4.2 - Key Digital Technologies
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Topic(s)
Calls for proposals are divided into topics. A topic defines a specific subject or area for which applicants can submit proposals. The description of a topic comprises its specific scope and the expected impact of the funded project.
Calls for proposals are divided into topics. A topic defines a specific subject or area for which applicants can submit proposals. The description of a topic comprises its specific scope and the expected impact of the funded project.
Funding Scheme
Funding scheme (or “Type of Action”) inside a programme with common features. It specifies: the scope of what is funded; the reimbursement rate; specific evaluation criteria to qualify for funding; and the use of simplified forms of costs like lump sums.
Funding scheme (or “Type of Action”) inside a programme with common features. It specifies: the scope of what is funded; the reimbursement rate; specific evaluation criteria to qualify for funding; and the use of simplified forms of costs like lump sums.
HORIZON-RIA - HORIZON Research and Innovation Actions
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Call for proposal
Procedure for inviting applicants to submit project proposals, with the aim of receiving EU funding.
Procedure for inviting applicants to submit project proposals, with the aim of receiving EU funding.
(opens in new window) HORIZON-CL4-2021-DIGITAL-EMERGING-01
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Net EU financial contribution. The sum of money that the participant receives, deducted by the EU contribution to its linked third party. It considers the distribution of the EU financial contribution between direct beneficiaries of the project and other types of participants, like third-party participants.
5612 AE Eindhoven
Netherlands
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Participants (14)
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28760 Tres Cantos
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2628 CN Delft
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3000 Leuven
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70839 Gerlingen-Schillerhoehe
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22529 HAMBURG
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2750 Ballerup
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44801 Bochum
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30003 Murcia
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11100 Sala Al Jadida
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5657 EA EINDHOVEN
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2628 CS Delft
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1050 Bruxelles / Brussel
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3000 Leuven
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106 82 ATHINA
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Partners (5)
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8092 Zuerich
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4056 Basel
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M13 9PL Manchester
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Participation ended
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EH8 9YL Edinburgh
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Partner organisations contribute to the implementation of the action, but do not sign the Grant Agreement.
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CB2 1TN CAMBRIDGE
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