Bioelectronics

2HC

The Hybrid Hardware Computation (2HC) team focuses on frugal embedded systems for AI. Its scientific goal is to develop new computing paradigms inspired by living systems for embedded and edge computing, utilizing various tools such as integrated circuit design, emerging components, digital target implementation, and computer programming.

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IA research team

Doing better with less

The 2HC team focuses on frugal AI. This involves developing computing paradigms, mainly event-based computing, that require few resources and can be implemented in lightweight hardware systems. This optimization of energy and hardware resources has applications in embedded systems and/or edge computing.

To achieve these objectives, the 2HC team uses all available solutions: simulation prior to design, use of nanocomponents (memristors, spintronic components), implementation on purely digital targets, and design of mixed circuits and systems. This wide range of technical solutions makes it possible to develop event-driven neural networks with both supervised and unsupervised learning properties.

An approach called "bio-inspired"

To achieve these objectives, the 2HC team uses all available solutions: simulation prior to design, use of nanocomponents (memristors, spintronic components), implementation on purely digital targets, and design of mixed circuits and systems. This wide range of technical solutions makes it possible to develop event-driven neural networks with both supervised and unsupervised learning properties.

IA Bioelectronics team

2HC teams skills

At the interface of neuroscience and electonic system design, we have developped large skills around our hert :

Event-based computing

Frugal AI

Edge-computing

Embedded AI

On-line learning

Supervised and unsupervised learning

Nanotechnology

Analog and digital design

Partners

Collaborations and partners

For the various research projects underway, the IMS Bordeaux laboratory and its teams rely on strong partnerships and collaborations, which allow for the creation of a synergy of strengths and a sharing of technical and human resources

Logo du partenaire C2N

C2N

Logo du partenaire CEA-Leti

CEA-Leti

Logo du partenaire CRIStAL

CRIStAL

Logo du partenaire Eurida

Eurida

Logo du partenaire INL

INL

Logo du partenaire Laboratoire Albert Fert

Laboratoire Albert Fert

Logo du partenaire LEAT

LEAT

Logo du partenaire LIRMM

LIRMM

Logo du partenaire LPNC

LPNC

Logo du partenaire NTU

NTU

Logo du partenaire spintec

spintec

Logo du partenaire Stellantis

Stellantis

Logo du partenaire Thales

Thales

Logo du partenaire UBT

UBT

Logo du partenaire YUMAIN

YUMAIN

Inria_Logo

IPBS

Inria_Logo

IPBS

Inria_Logo

IPBS

Inria_Logo

IPBS

Inria_Logo

IPBS

News

Latest news from the team

PEPR AI project Emergences
French-Singapore project DesCartes
EU project RadioSpin
Members

Staff

Meet the members of the research team

Fahd CHTIOUI
Amélie GRUEL
Pierre LEWDEN
Valentin MEUNIER
Sylvain SAIGHI
Jean TOMAS
Adrien F. VINCENT
Résumé en français

L’équipe 2HC se concentre sur les systèmes embarqués frugaux dédiés à l’IA. Son objectif scientifique est de développer de nouveaux paradigmes de calcul inspirés des systèmes vivants pour les systèmes embarquée, en utilisant divers outils tels que la conception de circuits intégrés, les nanocomposants émergents, l’implémentation sur cibles numériques et la programmation informatique.

Contact our team

If you have a request or questions about the laboratory, please contact our team.