Machine learning for the advancement of membrane science and technology: A critical review

G Ignacz, L Bader, AK Beke, Y Ghunaim… - Journal of Membrane …, 2024 - Elsevier
Abstract Machine learning (ML) has been rapidly transforming the landscape of natural
sciences and has the potential to revolutionize the process of data analysis and hypothesis …

质子交换膜燃料电池系统故障机理分析及诊断方法研究综述

马睿, 党翰斌, 张钰奇, 霍喆, 李玉忍… - 中国电机工程 …, 2022 - epjournal.csee.org.cn
质子交换膜燃料电池(proton exchange membrane fuel cells, PEMFC) 以其高效无污染等特性
在发电, 交通运载以及航空航天等领域有广阔的应用前景, 然而可靠性和耐久性不足等问题已 …

Design of proton exchange membranes with high durability for fuel cells: From the perspective of machine learning

Z Rui, R Ding, K Hua, X Duan, X Li, Y Wu… - Journal of Membrane …, 2023 - Elsevier
Abstract Proton exchange membranes (PEMs)() with high chemical durability have been
generally researched in recent years. Free radical scavengers such as ceria can …

Fault diagnosis method of PEMFC system based on ensemble learning

X Zhang, L Peng, F He, R Huang - International Journal of Hydrogen …, 2024 - Elsevier
Due to the coupling of multiple physical fields inside proton exchange membrane fuel cell
(PEMFC) and the complex and changeable external application scenarios, the faults of …

A method for automotive fuel cell fault diagnosis based on PCA-APSO-SVM

Y Zhang, C Du, T Pan - International Conference on Cloud …, 2023 - spiedigitallibrary.org
For two types of common faults in automotive fuel cell reactors, namely flooding and drying,
a PEMFC fault diagnosis approach combining support vector machine (SVM) and adaptive …

A Novel Diagnosis Method of Proton Exchange Membrane Fuel Cells Based on Multi-Grained Cascade Forest and Principal Component Analysis

R Ma, Y Zhang, H Dang, Z Huo… - IECON 2021–47th …, 2021 - ieeexplore.ieee.org
Fuel cell diagnosis is very important to ensure the reliability of its operation and application.
The data-driven method is concerned for its simplicity and accuracy. This paper proposes a …

and Congxin Li 1 School of Mechanical Engineering, HangZhou DianZi University, Zhejiang, China 2 State Power Investment Group, Hydrogen Technology …

W Luo¹, D Pan, S Zhu, P Chen - … , Volume 3: WHTC 2023, 22-26 …, 2024 - books.google.com
To address the difficulty in obtaining fault data and improve the accuracy of fault diagnosis in
the operation of proton exchange membrane fuel cells (PEMFC), this paper proposes a …

Design of PEMFC Stack Intelligent Diagnosis System Based on Improved Neural Network

H Chen, W Luo, D Pan, S Zhu, P Chen, C Li - World Hydrogen Technology …, 2023 - Springer
To address the difficulty in obtaining fault data and improve the accuracy of fault diagnosis in
the operation of proton exchange membrane fuel cells (PEMFC), this paper proposes a …