GrCRA PCRTAM基于网络的混合方法,用于可再生能源综合发电系统的智能控制和最佳电力管理
S Arulkumar1, Mohammad Arif2, Pramoda Patro3
1Department of Electrical and Computer Engineering, Wachemo University, 667, Wachemo, Ethiopia.
Scientific reports
|November 14, 2025
概括
一种新的混合GrCRA-PCRTAM-Net方法优化了可再生能源系统中的电力管理. 这种方法显著降低了能源消耗,排放和运营成本,同时提高了效率和可再生能源的使用.
科学领域:
- 电气工程 电气工程
- 可再生能源系统可再生能源系统
- 在电力系统中的人工智能
背景情况:
- 使用可再生能源 (RES) 的先进的发电系统,如光伏 (PV),面临能源消耗,排放和运营成本方面的挑战.
- 低效的控制策略和备用常规能源加剧了这些问题,尽管努力提高效率和可再生能源的整合.
研究的目的:
- 为使用可再生能源的配电系统提出最佳的电力管理策略,以尽量减少能源消耗,排放和运营成本.
- 为了最大限度地提高系统效率和利用可再生能源.
主要方法:
- 一种混合方法,GrCRA-PCRTAM-Net,将Greater Cane Rat算法 (GrCRA) 结合起来,用于资源分配和调度,并使用预激活的卷积残留和三重注意力机制网络 (PCRTAM-Net) 进行需求和生产预测.
- 使用MATLAB实现对现有方法进行性能评估,例如FDA-CNN,HOA,PSO,SWO-MHFAN和GJO-PCGAN.
主要成果:
- 与现有方法相比,GrCRA-PCRTAM-Net实现了18.7%的总体能源减少.
- 实现的运营成本为1505美分,排放水平为60.3ppm,效率为99.1%.
- 证明了整体能源消耗的显著减少.
结论:
- 拟议的GrCRA-PCRTAM-Net混合方法有效地优化了电力流量,并通过整合可再生能源增强了发电网的稳定性.
- 这种方法提供了一种可行的解决方案,以克服先进电力系统中当前功率管理策略的缺点.
更多相关视频
11:53The Modular Design and Production of an Intelligent Robot Based on a Closed-Loop Control Strategy
Published on: October 14, 2017
12.1K
10:36Author Spotlight: Optimization of Airflow Velocities in Battery Cooling Systems for Enhanced Thermal Performance and Reduced Energy Consumption
Published on: November 3, 2023
2.1K
相关概念视频
Power System Distribution
1.0K
Power system distribution involves delivering electrical energy from power plants to consumers through a network of transmission and distribution systems. The process begins at power plants, where energy from coal, gas, nuclear, water, and wind is converted into electrical energy. These plants use three-phase generators, typically rated between 50 to 1300 MVA, with terminal voltages ranging from a few kV to 20 kV, depending on the size and age of the units.
The transmission system is designed...
The transmission system is designed...
1.0K
Control of Power Flow
662
There are several methods to control power flow in power systems:
662
Conservation of AC Power
636
The principle of power preservation is applicable to both ac and dc circuits. This principle, when applied to AC power, asserts that the complex, real, and reactive powers produced by the source are equal to the total complex, real, and reactive powers absorbed by the loads. When two load impedances are connected in parallel to an ac source V, the complex power provided by the source can be calculated using the relation
636
Load-frequency control
603
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...
603
Power Factor Correction
473
The power transmission to a factory involves the transfer of apparent power, a combination of active and reactive power. The power factor measures how effectively electrical power is converted into useful work output. The ratio of the real power (KW) that does the work to the apparent power (KVA) supplied to the circuit.
473
Fast Decoupled and DC Powerflow
720
The fast decoupled power flow method addresses contingencies in power system operations, such as generator outages or transmission line failures. This method provides quick power flow solutions, essential for real-time system adjustments. Fast decoupled power flow algorithms simplify the Jacobian matrix by neglecting certain elements, leading to two sets of decoupled equations:
720
