使用人工大猩猩部队最大限度地提高光伏电池板的太阳辐射,并通过实验研究加强实验调查
Ashraf K Abdelaal1, Amira I A Alhamahmy2, Hossam El Deen Attia2
1Department of Electric Power and Machine, Faculty of Technology, Suez University, Suez, 43512, Egypt. ashraf.abdelaal@ind.suezuni.edu.eg.
Scientific reports
|February 12, 2024
概括
大猩猩部队算法 (GTA) 优化了光伏 (PV) 面板倾斜角度,以获得最大的太阳辐射 (SR). 确定了28.445°的最佳倾斜角度 (OTA),与其他角度相比显著增加了SR.
科学领域:
- 可再生能源系统可再生能源系统
- 在工程领域的人工智能.
- 太阳能能源优化 太阳能能源优化
背景情况:
- 最大化太阳辐射 (SR) 对光伏 (PV) 面板效率至关重要.
- 确定最佳倾斜角 (OTA) 是提高能量产量的关键.
- 传统方法可能无法完全捕捉影响光伏性能的动态环境因素.
研究的目的:
- 使用大猩猩部队算法 (GTA) 确定光伏电池板的最佳倾斜角度 (OTA),以最大限度地利用太阳辐射 (SR).
- 通过实验数据和其他元启发式优化技术验证GTA的性能.
- 为了量化通过优化倾斜角度实现的SR增益.
主要方法:
- 我们使用大猩猩部队算法 (GTA) 来计算光伏电池板的OTA.
- 在181天内,使用3个光伏面板在28°,30°和50°的倾斜角度 (TAs) 进行了实验验证.
- GTA的性能与其他九个元启发算法 (MHT) 相比进行了基准测试.
主要成果:
- GTA确定了28.445°的OTA,与28°的实验发现密切一致.
- 28° TA 的SR比50° TA 的SR高59.3%,比30° TA 的SR高4.5%.
- GTA的结果与大多数9个MHT一致,证实了其有效性.
结论:
- 大猩猩部队算法 (GTA) 是一种高效的方法,用于确定光伏电池板的最佳倾斜角度 (OTA).
- 优化光伏面板倾斜角度可以导致太阳辐射捕获的大幅增加.
- 该研究证实了GTA在太阳能优化应用中的优越性和可靠性.
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