AI-guided CO2 Conversion

Santasalo-Aarnio, Annukka (Principal investigator)
Rinke, Patrick (Co-PI)
Rouhi, Hassan (Project Member)
Aravamoudane, Lakshmi Priya (Project Member)
Järvi, Lotta (Project Member)
Pallonen, Lauri (Project Member)
Winiarski, Pawel (Project Member)
Narayana Prasad, Pragya (Project Member)
Abbas, Syed (Project Member)
Tetteh, Sampson (Project Member)
Abelniece, Zane (Project Member)
Dixit, Prakhar (Project Member)
Garg, Neha (Project Member)
Alhamoud, Sham (Project Member)
Toldy, Arpad (Project Member)

Acronym	AIcon/Santasalo-Aarnio
Status	Finished
Effective start/end date	01/01/2022 → 31/12/2024

Funding

EU The Recovery and Resilience Facility (RRF)

UN Sustainable Development Goals

In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This project contributes towards the following SDG(s):

SDG 7 Affordable and Clean Energy
SDG 13 Climate Action

3 Article
1 Data Article

Stirling engine-based Carnot battery with sand as heat storage medium : 1 kWe prototype
Tetteh, S., Pallonen, L., Rehman, M. M. U., Järvinen, M., Toldy, Á. I. & Santasalo-Aarnio, A., 20 Jul 2026, In: Journal of Energy Storage. 166, 15 p., 122426.
Research output: Contribution to journal › Article › Scientific › peer-review

Open Access
File
73 Downloads (Pure)
TheMeCat : Dataset of Thermocatalytic Conversion of CO2 to Methanol
Toldy, Á. I., Pisal, P., Krejčí, O., Rinke, P. & Santasalo-Aarnio, A., Dec 2026, In: Scientific Data. 13, 1, 12 p., 165.
Research output: Contribution to journal › Data Article › Scientific › peer-review

Open Access
File
14 Downloads (Pure)
Leveraging active learning-enhanced machine-learned interatomic potential for efficient infrared spectra prediction
Bhatia, N., Rinke, P. & Krejčí, O., Dec 2025, In: npj Computational Materials. 11, 1, p. 1-12 12 p., 324.
Research output: Contribution to journal › Article › Scientific › peer-review

Open Access
File
5 Citations (Scopus)

4 Downloads (Pure)

Final geometries and energies, statistical analysis and estimated errors of single metals and bimetallics for CO2 to methanol conversion
Pisal, P. (Creator) & Krejci, O. (Creator), Zenodo, 24 Aug 2024
DOI: 10.5281/zenodo.13370373, https://doi.org/10.5281/zenodo.13374462 and one more link, https://zenodo.org/records/15587232 (show fewer)
Dataset
TheMeCat
Toldy, A. (Creator), Krejci, O. (Creator), Santasalo-Aarnio, A. (Creator), Rinke, P. (Creator) & Pisal, P. (Creator), Zenodo, 23 Sept 2025
DOI: 10.5281/zenodo.17085761, https://doi.org/10.5281/zenodo.17085762
Dataset

AI-guided CO2 Conversion

Project Details

Funding

UN Sustainable Development Goals

Fingerprint

Stirling engine-based Carnot battery with sand as heat storage medium : 1 kWe prototype

TheMeCat : Dataset of Thermocatalytic Conversion of CO2 to Methanol

Leveraging active learning-enhanced machine-learned interatomic potential for efficient infrared spectra prediction

Final geometries and energies, statistical analysis and estimated errors of single metals and bimetallics for CO2 to methanol conversion

TheMeCat

AI-guided CO2 Conversion

Project Details

Funding

UN Sustainable Development Goals

Fingerprint

Research output

Stirling engine-based Carnot battery with sand as heat storage medium : 1 kWe prototype

TheMeCat : Dataset of Thermocatalytic Conversion of CO2 to Methanol

Leveraging active learning-enhanced machine-learned interatomic potential for efficient infrared spectra prediction

Datasets

Final geometries and energies, statistical analysis and estimated errors of single metals and bimetallics for CO2 to methanol conversion

TheMeCat