Project description
Neuromorphic computing with energy-efficient synapses
Modern computing faces challenges in improving energy efficiency and processing power. Neuromorphic computing, inspired by how the human brain works, offers a solution by mimicking biological neural networks. However, this approach requires advanced hardware that can replicate the behaviour of neurons and synapses, particularly their ability to adapt and learn. Developing such hardware is challenging due to issues like high energy demands, slow response times, and reliance on external magnetic fields. Supported by the Marie Skłodowska-Curie Actions programme, the FERRIMEM project will create energy-efficient, magnet-free synapses using Gd-based ferrimagnets. By using advanced techniques such as optical and electric field-based switching, the project aims to enable faster, more efficient computing for the future.
Objective
Neuromorphic computing (NC) represents a groundbreaking approach to computation, drawing inspiration from the human brain to enhance power and efficiency compared to traditional computing methods. However, to achieve even greater efficiency, NC requires hardware that also mimics the behavior of neurons and synapses. Memristive synapses are pivotal components in emulating the synaptic plasticity observed in biological neural networks. Nevertheless, the implementation of spintronic memristors compatible with state-of-the-art computing is challenging due to the large current density needed, the long switching times present in ferromagnets and the need of small applied magnetic fields. The objective of this project is then to design, fabricate, and characterize field-free memristive synapses using Gd-based ferrimagnets. We will use two approaches: all-optical magnetic switching and the use of multiferroics to switch the magnetization by the application of electric fields. By taking advantage of the unique properties of ferrimagnets, ultrafast and energy efficient magnetic switching, we aim to develop highly efficient synapses that exhibit memristive behavior without the need for an external magnetic field.
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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.1.2 - Marie Skłodowska-Curie Actions (MSCA)
MAIN PROGRAMME
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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-TMA-MSCA-PF-EF - HORIZON TMA MSCA Postdoctoral Fellowships - European Fellowships
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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-MSCA-2023-PF-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.
28049 Madrid
Spain
The total costs incurred by this organisation to participate in the project, including direct and indirect costs. This amount is a subset of the overall project budget.