Performance Analysis of Proton Exchange Membrane Fuel Cell During Transient Operations Using Artificial Intelligence

IF 0.7 4区 材料科学 Q4 ELECTROCHEMISTRY Journal of New Materials For Electrochemical Systems Pub Date : 2023-08-25 DOI:10.14447/jnmes.v26i3.a06
N. Sireesha, D. Kumar, Dsnmrao, Ranjith Kumar Gatla, Sainadh Singh Kshatri, P. C. Babu, Bhoopal Neerudi
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Abstract

Fuel cells are now being employed as a source of energy and heat in industrial, transportation, and residential applications. This article presents the real-time implementations and functioning of the proton exchange membrane (PEM) fuel cells. The analysis had been carried out on PEM fuel cells to test the performance systematically and smoothly under transient operations. A change in the current and the resistance of the appliance had been considered for the load variations on PEMFC. This study examined the fuel cell system's efficiency and the time it taken to reach the steady-state without additional means using Artificial intelligence based back propagation network. The proposed analysis proves that the PEM fuel cells which are used for the installations with quickly changing load profiles can provide the improving the system's performance and efficiency
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基于人工智能的质子交换膜燃料电池瞬态运行性能分析
燃料电池现在被用作工业、交通和住宅应用的能源和热源。本文介绍了质子交换膜(PEM)燃料电池的实时实现和功能。为了系统、平稳地测试PEM燃料电池在瞬态工况下的性能,对其进行了分析。在PEMFC上的负载变化中考虑了器具的电流和电阻的变化。本研究使用基于人工智能的反向传播网络,测试了燃料电池系统的效率和达到稳态所需的时间,而无需额外的手段。分析结果表明,PEM燃料电池可用于快速变化的负荷分布装置,提高系统的性能和效率
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来源期刊
Journal of New Materials For Electrochemical Systems
Journal of New Materials For Electrochemical Systems ELECTROCHEMISTRY-MATERIALS SCIENCE, MULTIDISCIPLINARY
CiteScore
1.90
自引率
0.00%
发文量
33
审稿时长
>12 weeks
期刊介绍: This international Journal is intended for the publication of original work, both analytical and experimental, and of reviews and commercial aspects related to the field of New Materials for Electrochemical Systems. The emphasis will be on research both of a fundamental and an applied nature in various aspects of the development of new materials in electrochemical systems.
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