Advances in design of PEC architectures by Machine Learning support
Renata Solarska a, Krzysztof Bienkowski a, WItold Szejgis a
a University of Warsaw, Centre of New Technologies, Poland., Stefana Banacha, 2c, Warszawa, Poland
Materials for Sustainable Development Conference (MATSUS)
Proceedings of MATSUS Spring 2024 Conference (MATSUS24)
#PhotoMat - Advances in Photo-driven Energy Conversion and Storage: From Nanoscale Materials to Sustainable Solutions
Barcelona, Spain, 2024 March 4th - 8th
Organizers: Michelle Browne, Bahareh Khezri and Katherine Villa
Oral, Renata Solarska, presentation 319
DOI: https://doi.org/10.29363/nanoge.matsus.2024.319
Publication date: 18th December 2023

Unlimited access to clean, sustainable and renewable source of energy seems to be a dream scenario, however with an assistance of machine learning (ML) approach the experimental work which actually reveals the right descriptors may gain a powerful tool allowing to omit a time consuming trials path. As a matter of fact, the ML has already shown the potential to significantly reduce the time and effort required for developement of new and efficient photocatalysts. 

However, precise definition of descriptors will require an identification of the bottleneck materials parameters, features and processes, thus different architectures and working arrangements will be shown and disscused in this presentation in order to test their usfulness for prediction of novel and better arrangements for hydrogen and other carbon based solar fuels production. 

Over 400 samples based on the semiconductor oxides have been prepared and measured in order to bulid a pre-base for ML tests. Different materials and working systems, their compositions, geometry, properties will be disscused in view of their impact on the final prediction. In this presentation we  will discuss the strengths and weaknesses of different architectures and working arrangements for hydrogen and carbon-based solar fuels production.

 

 

© FUNDACIO DE LA COMUNITAT VALENCIANA SCITO
We use our own and third party cookies for analysing and measuring usage of our website to improve our services. If you continue browsing, we consider accepting its use. You can check our Cookies Policy in which you will also find how to configure your web browser for the use of cookies. More info