25 citations · 46 across the 4 of their papers we have counts for
4 papers
Bridging Equilibrium and Kinetics Prediction with a Data-Weighted Neural Network Model of Methane Steam Reforming
Zofia Pizoń, Shinji Kimijima, Grzegorz Brus
Hydrogen's role is growing as an energy carrier, increasing the need for efficient production, with methane steam reforming being the most widely used technique. This process is cr…
Microstructure Evolution of Solid Oxide Fuel Cell Anodes Characterized by Persistent Homology
Piotr Pawłowski, Szymon Buchaniec, Tomasz Prokop +2
Uncovering microstructure evolution mechanisms that accompany the long-term operation of solid oxide fuel cells is a fundamental challenge in designing a more durable energy system…
An Analysis of an Integrated Mathematical Modeling -- Artificial Neural Network Approach for the Problems with a Limited Learning Dataset
Szymon Buchaniec, Marek Gnatowski, Grzegorz Brus
One of the most common and universal problems in science is to investigate a function. The prediction can be made by an Artificial Neural Network (ANN) or a mathematical model. Bot…
Mathematical modelling of Solid Oxide Fuel Cells revisited -- a modified formulation of the problem
Michal Wrobel, Grzegorz Brus
In the paper a mathematical model of the PEN structure (positive electrode - electrolyte - negative electrode) of the Solid Oxide Fuel Cell (SOFC) is analyzed. It is proved that cl…