Machine Learning-Aided Inverse Design and Discovery of Novel Polymeric Materials for Membrane Separation

R Dangayach, N Jeong, E Demirel, N Uzal… - Environmental …, 2024 - ACS Publications
Polymeric membranes have been widely used for liquid and gas separation in various
industrial applications over the past few decades because of their exceptional versatility and …

Enhanced performance prediction for proton exchange membrane fuel cells: A comprehensive study with different load profiles

S Ekici, M Kabir - International Journal of Hydrogen Energy, 2024 - Elsevier
In this study, the Online System Identification (OSI) method is applied to Proton Exchange
Membrane Fuel Cells (PEMFC) using a publicly available experimental dataset. The dataset …

Fuel cell current degradation law and IV performance prediction

P Pei, T Fan, P Ren, M Wang, D Chen, Y Meng, M Tan… - Applied Energy, 2025 - Elsevier
The lifespan assessment of fuel cells is often too time-consuming for widespread
implementation. Consequently, a reliable method for predicting their lifetime is essential to …

An embedding layer-based quantum long short-term memory model with transfer learning for proton exchange membrane fuel stack remaining useful life prediction

FK Wang, GA Kebede, SC Lo, BH Woldegiorgis - Energy, 2024 - Elsevier
The battery management system (BMS) plays a critical role in electric vehicles (EVs), with
the prediction of remaining useful life (RUL) being of utmost importance. This functionality …

[HTML][HTML] Optimizing microbial fuel cells with multiple-objectives PSO and type-2 fuzzy neural networks

MRC Qazani, M Ghasemi, H Asadi - Fuel, 2024 - Elsevier
A microbial fuel cell is a novel method for simultaneous wastewater treatment and electricity
production using microorganisms as biocatalysts. This study aims to develop an efficient …

Short and long-term prognostics of the remaining useful life of a proton exchange membrane fuel cell using deep learning and transformer model

Mİ Gürsoy - International Journal of Hydrogen Energy, 2025 - Elsevier
Proton exchange membrane fuel cell (PEMFC) is currently used in the fields of energy
conversion technologies. It is important to estimate the Remaining Useful Life (RUL) of …