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Capacity optimization and energy dispatch strategy of hybrid energy storage system based on proton exchange membrane electrolyzer cell
•Distributed energy component capacity is optimized through meteorological data.•ANN is used to predict the optimal operating conditions of the electrolyzer cell.•The long-life operation of the electrolyzer cell is considered.•A multi-objective optimal dispatch strategy is analyzed and designed. The...
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Published in: | Energy conversion and management 2022-11, Vol.272, p.116366, Article 116366 |
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Main Authors: | , , , , , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
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Summary: | •Distributed energy component capacity is optimized through meteorological data.•ANN is used to predict the optimal operating conditions of the electrolyzer cell.•The long-life operation of the electrolyzer cell is considered.•A multi-objective optimal dispatch strategy is analyzed and designed.
The introduction of proton exchange membrane electrolyzer cells into microgrids allows renewable energy to be stored in a more stable form of hydrogen energy, which can reduce the redundancy of battery energy storage system and the abandonment of wind and photovoltaic energy. However, most studies of energy dispatch strategies for microgrids only focus on the costs without considering the long-life operation. Therefore, in this study, the proposed capacity optimization method first ensures that the optimized distributed energy capacity can meet the user demand even in the most impoverished meteorological conditions. Moreover, the optimal efficiency and operating conditions of the electrolyzer corresponding to the reference power are determined through the artificial neural network, thereby realizing efficient hydrogen production. Subsequently, the multi-objective energy dispatch strategy is analyzed and designed, considering both low-cost and long-life operations. Compared with the economical energy dispatching strategy, the multi-objective energy dispatching strategy only increases the average daily dispatching cost by 0.055 $, however, reduces the volatility indicator of the electrolyzer by 49 %, which is beneficial to the sustainable operation of the electrolyzer. Furthermore, the required electrolyzer capacity is also reduced by 17.5 % by suppressing the power fluctuation of the electrolyzer. This study can provide useful information for understanding the energy dispatch strategy in hydrogen-electric coupling microgrids. |
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ISSN: | 0196-8904 1879-2227 |
DOI: | 10.1016/j.enconman.2022.116366 |