人工智能驱动的智能能源管理框架用于智能微电网中的储存和发送
1Department of Electrical and Control, Arab Academy for Science, Technology & Maritime Transport (AASTMT), Cairo, Egypt. eng_marwa@aast.edu.
Scientific reports
|November 18, 2025
概括
本研究介绍了使用长短期记忆 (LSTM) 和克里尔群算法 (KHA) 的AI框架,以优化智能微电网中的储存,改善能源管理和减少排放.
科学领域:
- 可再生能源系统可再生能源系统
- 人工智能在能源中的作用
- 智能电网技术的发展
背景情况:
- 能储能对于智能微电网可靠性至关重要,它具有高度的可再生能源集成.
- 挑战包括调度复杂性,预测错误和阻碍实际部署的非线性动态.
研究的目的:
- 开发一个人工智能驱动的决策支持框架,以优化微电网中的充/放电时间表.
- 整合长短期内存 (LSTM) 用于预测和克里尔群群算法 (KHA) 用于优化.
主要方法:
- 简化的恒定效率模型用于光伏阵列,电解仪和燃料电池.
- 用于短期太阳能预测的LSTM神经网络.
- 克里尔群算法 (KHA) 用于优化储存调度.
主要成果:
- 实现了4.8%的MAPE预测准确度.
- 平均电网进口减少了35.6%,光伏减少了21.4%.
- 提高了能源自给自足率至89.7%,每日二氧化碳排放量减少了7.76公斤.
结论:
- 人工智能框架有效地管理微电网中的储存,提高效率并减少对环境的影响.
- 将深度学习 (LSTM) 与自然灵感优化 (KHA) 结合起来,显示出智能微电网能源管理的巨大潜力.
相关概念视频
Batteries and Fuel Cells
30.7K
A battery is a galvanic cell that is used as a source of electrical power for specific applications. Modern batteries exist in a multitude of forms to accommodate various applications, from tiny button batteries such as those that power wristwatches to the very large batteries used to supply backup energy to municipal power grids. Some batteries are designed for single-use applications and cannot be recharged (primary cells), while others are based on conveniently reversible cell reactions that...
30.7K
Non-equilibrium in the Cell
5.3K
An important concept in studying metabolism and energy is that of chemical equilibrium. Most chemical reactions are reversible. They can proceed in both directions, releasing energy into their environment in one direction, and absorbing it from the environment in the other direction. The same is true for the chemical reactions involved in cell metabolism, such as the breaking down and building up of proteins into and from individual amino acids, respectively. Reactants within a closed system...
5.3K
Transformers in Distribution System
486
Transformers in distribution systems can be broadly categorized into distribution substation transformers and other distribution transformers. They are crucial for stepping down high transmission voltages to levels suitable for distribution and end-user applications.
Distribution substation transformers come in various ratings and typically use mineral oil for insulation and cooling. To prevent moisture and air from entering the oil, some transformers use an inert gas like nitrogen to fill the...
Distribution substation transformers come in various ratings and typically use mineral oil for insulation and cooling. To prevent moisture and air from entering the oil, some transformers use an inert gas like nitrogen to fill the...
486
Power and Energy
1.8K
The power and energy delivered to an element are subjects of great significance in the field of electrical engineering. It is a well-known fact that a 100-watt light bulb emits more light than a 60-watt one. Therefore, power and energy calculations play a crucial role in the analysis of electrical circuits.
Power, defined as the time rate of expending or absorbing energy, is quantified in units called watts (W). The relation between power and energy is mathematically given as
Power, defined as the time rate of expending or absorbing energy, is quantified in units called watts (W). The relation between power and energy is mathematically given as
1.8K
Load-frequency control
598
Load-frequency control (LFC) is vital for maintaining power system stability, ensuring that frequency and power flows remain within acceptable limits during load changes. Turbine-governor control eliminates rotor accelerations and decelerations following load changes. However, a steady-state frequency error persists when the change in the turbine-governor reference setting is zero. In an interconnected power system, each area agrees to export or import a scheduled amount of power through...
598
Energy Line and Hydraulic Gradient Line
2.0K
Based on Bernoulli's equation, the energy line (EL) and hydraulic grade line (HGL) provide graphical representations of energy distribution in a fluid flow system. For steady, incompressible, inviscid flows, Bernoulli's equation is expressed as:
2.0K


