丰富的光伏配电网络中的电压调节:一个边缘管道智能计算方法
Chang Li1, Jiayan Liu1, Qi Liu1
1College of Electrical and Information Engineering, Hunan University, 410082, Changsha, China.
Communications engineering
|November 26, 2025
概括
本研究介绍了使用边缘计算在智能电网中进行电压调节的深度神经网络策略. 该方法提高了丰富的光伏分布网络的效率和弹性,即使有通信故障.
科学领域:
- 电气工程 电气工程
- 计算机科学 计算机科学
- 人工智能的人工智能
背景情况:
- 由于数字化转型和先进技术的整合,智能电网越来越复杂.
- 边缘计算通过将计算转移到变电站来实现分布式自主性,解决集中控制的局限性.
研究的目的:
- 为利用边缘计算的光伏 (PV) 丰富的配电网络提出基于深度神经网络的电压调节策略.
- 为了应对资源有限的边缘设备的挑战,包括数据拥堵,模型不适用性和低计算效率.
主要方法:
- 一个统一的权重神经网络被用于Volt-Var控制,以压缩网络参数,同时实现差异化操作.
- 一个管道平行计算结构的设计旨在通过在不同级别执行同时计算来提高计算效率.
主要成果:
- 拟议的方法有效地减轻了丰富的光伏分布网络中的电压违规.
- 与现有方法相比,观察到存储效率和计算速度的显著改善.
- 在通信故障和部分观察场景下保持了强的表现.
结论:
- 开发的电压调节策略表明了弹性和智能电网边缘部署的潜力.
- 统一权重神经网络和管道并行计算的结合为复杂的分销网络运营提供了有效的解决方案.
更多相关视频
05:30Large Scale Energy Efficient Sensor Network Routing Using a Quantum Processor Unit
Published on: September 8, 2023
1.1K
10:44Inherent Dynamics Visualizer, an Interactive Application for Evaluating and Visualizing Outputs from a Gene Regulatory Network Inference Pipeline
Published on: December 7, 2021
2.6K
相关概念视频
The Power Flow Problem and Solution
773
Power flow problem analysis is fundamental for determining real and reactive power flows in network components, such as transmission lines, transformers, and loads. The power system's single-line diagram provides data on the bus, transmission line, and transformer. Each bus k in the system is characterized by four key variables: voltage magnitude Vk, phase angle δk, real power Pk, and reactive power Qk. Two of these four variables are inputs, while the power flow program computes...
773
Secondary Distribution
520
Secondary distribution systems provide electrical energy at the utilization voltage levels from distribution transformers to customer meters. Typical secondary voltages in the United States include 120/240 V for residential use, 208Y/120 V for residential and commercial use, and 480Y/277 V for industrial and high-rise commercial use.
In residential areas, 120/240 V single-phase, three-wire service is commonly used for lighting, outlets, and large appliances. Urban areas with high-density loads...
In residential areas, 120/240 V single-phase, three-wire service is commonly used for lighting, outlets, and large appliances. Urban areas with high-density loads...
520
Power System Distribution
999
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...
999
Control of Power Flow
647
There are several methods to control power flow in power systems:
647
Distribution Reliability and Automation
469
Distribution reliability in electrical power systems is critical for ensuring an uninterrupted power supply to consumers at minimal cost. According to IEEE Standard Terms, reliability is the probability that a device will function without failure over a specified time period or amount of usage. For electric power distribution, this translates to maintaining continuous power supply and addressing customer concerns over power outages. Several indices, as defined by IEEE Standard 1366-2012, are...
469
Maximum Power Flow and Line Loadability
568
The maximum power flow for lossy transmission lines is derived using ABCD parameters in phasor form. These parameters create a matrix relationship between the sending-end and receiving-end voltages and currents, allowing the determination of the receiving-end current. This relationship facilitates calculating the complex power delivered to the receiving end, from which real and reactive power components are derived.
568
