TelEMA LAB / RESEARCH PROJECT

MagneCat

Magnetic insight.
Catalytic discovery.

Modeling Catalytic Nanoparticles via Magnetic Measurements & Machine Learning Techniques

MagneCat concept connecting magnetization and catalysis

€200k

Project budget

2 years

Research programme

HMU

Host institution

01 / THE RESEARCH CHALLENGE

Understanding catalysts
while they work.

MagneCat measures magnetic fields generated inside working catalytic reactors. It brings together catalysis science and technology with methods for evaluating small magnetic fields developed for space applications.

The aim is to probe the formation and disappearance of magnetic phases during a reaction, helping researchers distinguish complex catalyst deactivation mechanisms.

Why it matters

Catalyst deactivation can limit the commercial deployment of chemical technologies. Several mechanisms may act together, creating a need for advanced in situ and operando characterization.

Magnetic measurements offer a complementary route for investigating these changes alongside established characterization methods, including synchrotron-based studies.

02 / FROM REACTOR TO SIGNAL

A magnetic window into the reaction.

MagneCat bench-scale reactor and fluxgate measurement setup
Existing MagneCat experimental reactor and sensor setup.

Fluxgate sensing

An array of fluxgate sensors monitors magnetic fields generated and diminished during cyclic reduction–oxidation processes.

Bench-scale experiments

The work begins with bench-scale catalytic reactors. Prof. Yentekakis’ laboratory at the Technical University of Crete provides reactor infrastructure.

The experimental arrangement connects controlled gas delivery, the reactor and downstream detection.

03 / MEASURE • MODEL • VALIDATE

Turning measurements into understanding.

Custom algorithms are validated with test samples, linking measured magnetic signatures to the interpretation of catalytic materials.

MagneCat algorithm and machine learning workflow
Project methodology and analysis workflow.
MagneCat test sample configuration and algorithm validation
Test-sample configuration and validation material.

04 / RESEARCH INTO PRACTICE

Explore the work.
Discover what comes next.

Quantalyx pitch deck

Explore the project’s innovation perspective through the Quantalyx pitch deck already available in the laboratory’s project archive.

MagneCat workshop

The project workshop was scheduled for 4 November 2025, 11:30–17:30, to present scientific results and research outcomes at the conclusion of the project.

MagneCat workshop invitation for 4 November 2025
MAGNECAT — Magnetism in Heterogeneous Catalysis and Reaction Kinetics, HFRI project identity

Supported research

The project is carried out within the framework of the National Recovery and Resilience Plan Greece 2.0, funded by the European Union – NextGenerationEU (Implementation Body: HFRI)

Greece 2.0 and European Union NextGenerationEU funding acknowledgement

Connect with the research team

Interested in magnetic sensing, catalyst characterization or research collaboration?