HEXA research project: Using explainable artificial intelligence for a new generation of quantum devices.
Project leader: Dr Karolina Słowik, Professor at Nicolaus Copernicus University (Faculty of Physics, Astronomy and Applied Computer Science).

Research team: HEXA – Harnessing EXplainable AI for Next-Generation Quantum Devices

Project description:

HEXA is an interdisciplinary research project combining elements of physics, chemistry, optics, materials science and computer science, aimed at developing a new generation of optoelectronic and quantum devices. The project integrates theoretical, experimental and artificial intelligence (AI)-based methods to discover and optimise the properties of materials – from single molecules and 2D structures to complex nanophotonic systems.

The main area of research within the project is quantum systems, including atoms, molecules, quantum dots, low-dimensional materials and their photonic counterparts, such as ordered nanoparticle arrays and waveguide networks. The work may result in innovative devices such as electrically controlled light modulators, quantum light sources, photodetectors, metasurfaces for passive thermal control, and flexible optoelectronic components. Potential applications include quantum communication, energy-efficient photonics, photovoltaics, sustainable building technologies, diagnostics, environmental monitoring and medicine.

HEXA is based on the cooperation of an interdisciplinary research team that combines the knowledge and experience of specialists from various fields – from quantum physics, computational chemistry, solid state physics and optics, to machine learning, pharmacy and economics. Such a broad knowledge base enables a comprehensive approach to research on quantum systems and their technological applications. Another key element of the project is the use of artificial intelligence tools to automate and streamline research processes – from data collection and classification, through analysis, to the prediction of material properties and the design of structures with desired characteristics.

The use of AI will not only significantly accelerate the work, but also enable the discovery of hidden relationships and design principles that may lead to breakthrough solutions in the field of optoelectronics and quantum technologies.

Scientific and infrastructural potential: The team has full computing resources at its disposal, including access to a GPU cluster (>72 petaFLOPS) and PCSS resources in Poznań. High research competence, supported by publications in Nature Photonics, Nature Communications, Nanophotonics, Advanced Science, APL Materials, among others, and extensive international cooperation (Europe, USA, Asia) increase the chances of achieving the ambitious goals of the project.

Collaboration: The project promotes the integration of the Nicolaus Copernicus University scientific community:

● Physics and chemistry – DFT modelling, nanostructures, 2D materials
● Computer science and mathematics – AI, data analysis, simulations
● Pharmacy and medicine – biomedical applications
● Economics – adaptation of AI tools in economic data analysis

The implementation of the HEXA project creates a real opportunity to consolidate UMK’s strong position among European leaders in the field of innovative quantum technologies and energy-efficient material solutions.

Opis projektu