Prediction of high frequency resistance in polymer electrolyte membrane fuel cells using long short term memory based model

Prediction of high frequency resistance in polymer electrolyte membrane fuel cells using long short term memory based model

High-frequency resistance (HFR) is a critical quantity strongly related to a fuel cell system's performance. It is beneficial to estimate the fuel cell system's HFR from the measurable operating conditions without resorting to costly HFR measurement devices. In this study, we propose a dat...

Full description

Bibliographic Details
Main Authors: Tong Lin, Leiming Hu, Willetta Wisely, Xin Gu, Jun Cai, Shawn Litster, Levent Burak Kara
Format: Article
Language:English
Published: Elsevier 2021-03-01
Series:Energy and AI
Subjects:
PEM fuel cell
High frequency resistance
Dynamic system prediction
Machine learning
LSTM
Online Access:http://www.sciencedirect.com/science/article/pii/S2666546820300458

Internet

http://www.sciencedirect.com/science/article/pii/S2666546820300458

Similar Items