Quantum-enhanced Machine Learning

Informazioni relative al progetto

QUENML

ID dell’accordo di sovvenzione: 190105118

DOI

10.3030/190105118

Progetto chiuso

Data della firma CE 2 Settembre 2022

Data di avvio 1 Giugno 2022

Data di completamento 31 Dicembre 2024

Finanziato da

• The European Innovation Council (EIC)

Costo totale

€ 5 358 750,00

Contributo UE

€ 2 500 000,00

Coordinato da

EQUAL 1 LABORATORIES IRELAND LIMITED
Ireland

Periodic Reporting for period 2 - QUENML (Quantum-enhanced Machine Learning)

Periodo di rendicontazione: 2023-06-01 al 2024-12-31

Sintesi del contesto e degli obiettivi generali del progetto

Equal1's vision is to develop a Desktop Quantum Computer by integrating an entire quantum computing system into a single chip. The system will be powered by a Quantum System-on-a-Chip (QSoC) processor, aiming to have unmatched performance, affordability, and energy efficiency. We are using the existing commercial silicon foundry ecosystem with some required modifications to support silicon spin qubits. We believe that we can only achieve the >1M qubits systems necessary to support the most advanced quantum computing use by using commercial silicon processes. We are currently at an early stage of development and focused on finding an optimal combination of features that can be integrated into the QSoC to enable a scalable Proof of Concept (PoC) processor. We launched our first product at the March 2025 APS (American Physics Society) based on a six-qubit SiGe device. We will offer an upgrade path to more advanced processors as our products evolve.

Lavoro eseguito dall’inizio del progetto fino alla fine del periodo coperto dalla relazione e principali risultati finora ottenuti

QSoC Processor

Equal1's prototype spin silicon-based qubit chip devices operate at <4 Kelvin. Our latest devices contain four tiles. Three tiles control internal qubit arrays, while one can connect to an external SiGe qubit chip. Each tile contains an ARM processor, experiment control sequencers, several voltage and current DACs, Quantum read-out detectors and limited error correction and detection features. Equal1 also researched and developed error correction and application software to demonstrate the device's capabilities.

Currently, many competing technologies are striving to reach the goal of usable quantum computers that will achieve a quantum advantage over their classical counterparts. All technologies have various challenges, some unique and many overlapping. Equal1's 'System on Silicon' approach brings additional challenges, and during the past year, we have focused on solving many of these issues.

Progressi oltre lo stato dell’arte e potenziale impatto previsto (incluso l’impatto socioeconomico e le implicazioni sociali più ampie del progetto fino ad ora)

Equal1 extended state of the art with the demonstration of the operation of an ARM microprocessor running at <3.3K and leading commercial SiGe qubit performance at 700mK. Further steps are necessary to combine the SiGe processes and the Global Foundries FD-SOI 22nm technologies to create a fully operational quantum computer operating at <1K. Cryostats limited power dissipation capacity at <1K will be a particular challenge as we strive to develop utility-level quantum computers.

Aquarius: Equal1's development prototype

Concept view of silicon spin qubit based quantum computer

Equal1’s Bell-1 Quantum Processor

Equal1’s Bell-1 Quantum Processor - Cooling System