摘要
This study presents a home energy management system (HEMS) utilizing an improved slime mould algorithm (ISMA) for the efficient energy management of a residential grid-connected microgrid. The studied microgrid comprises a photovoltaic system (PVS), a battery storage system (BSS), two DC-DC converters, a DC-AC voltage source inverter (VSI), a YY three-phase transformer, and varying electricity loads. The proposed ISMA-based HEMS optimizes the power flow ratio among the PVS, BSS, and the utility grid, taking into account factors including load demand, battery’s state of charge (SOC), PVS power, time-of-use (TOU) electricity rates, feed-in tariffs, and the electricity costs of both battery and utility grid to minimize overall electricity costs. To achieve the control object, the system incorporates advanced power flow control (PFC) techniques for the voltage source inverter (VSI) and parallel converter system (PCS) within the microgrid. The performance of the ISMA-based HEMS is evaluated through experimental validation on a practical microgrid platform. Results indicate that the ISMA-based HEMS significantly reduces electricity costs compared to rule-based control strategy.
| 原文 | 英語 |
|---|---|
| 主出版物標題 | RASSE 2024 - 2024 IEEE International Conference on Recent Advances in Systems Science and Engineering, Proceedings |
| 發行者 | Institute of Electrical and Electronics Engineers Inc. |
| ISBN(電子) | 9798331528263 |
| DOIs | |
| 出版狀態 | 已發佈 - 2024 |
| 事件 | 4th IEEE International Conference on Recent Advances in Systems Science and Engineering, RASSE 2024 - Taichung, 臺灣 持續時間: 2024 11月 6 → 2024 11月 8 |
出版系列
| 名字 | RASSE 2024 - 2024 IEEE International Conference on Recent Advances in Systems Science and Engineering, Proceedings |
|---|
會議
| 會議 | 4th IEEE International Conference on Recent Advances in Systems Science and Engineering, RASSE 2024 |
|---|---|
| 國家/地區 | 臺灣 |
| 城市 | Taichung |
| 期間 | 2024/11/06 → 2024/11/08 |
UN SDG
此研究成果有助於以下永續發展目標
-
SDG 7 可負擔的潔淨能源
ASJC Scopus subject areas
- 控制和優化
- 人機介面
- 能源工程與電力技術
- 控制與系統工程
- 人工智慧
- 電腦視覺和模式識別
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