混合光伏-小型模块化反应堆微电网的协调运行和多层优化
Yao Duan1, Chong Gao2, Ye Huang2
1Guangdong Power Grid Co., Ltd., CSG, Guangzhou, 510080, China. duanyao326@sohu.com.
Scientific reports
|November 19, 2025
概括
本研究介绍了混合光伏 (PV) 和小型模块化反应堆 (SMR) 微电网的先进调度框架,优化成本和排放,同时确保弹性. 综合方法提高了未来低碳能源系统的灵活性和可靠性.
科学领域:
- 能源系统工程 能源系统工程
- 优化理论 优化理论
- 整合可再生能源的整合
背景情况:
- 现代电力系统需要有弹性,低碳的能源解决方案.
- 混合光伏 (PV) 和小型模块化反应堆 (SMR) 微电网提供了一个有前途的方法.
- 有效的管理需要先进的成本,排放和不确定性下的弹性优化.
研究的目的:
- 为混合PV-SMR微电网提出一个全面的调度框架.
- 整合多层次的储能 (电池,) 和需求响应.
- 为了解决太阳能发电和负载波动的不确定性,使用分布性强优化 (DRO).
主要方法:
- 开发了一个多目标的分布性强优化 (DRO) 框架.
- 集成的光伏,SMR,电池和储存的多时间尺度协调.
- 利用强化学习 (RL) 辅助机制实现实时适应性.
主要成果:
- 实现了17.5%的运营成本减少和32.8%的碳排放减少.
- 通过在压力事件期间保持关键负载供应来提高弹性.
- 通过DRO和RL集成,在太阳能变化下的灵活性得到了28%的改善.
结论:
- 拟议的框架有效优化混合PV-SMR微电网的成本,排放和弹性.
- DRO和RL的整合提供了适应性,不确定性意识的管理能力.
- 这项工作为弹性,低碳社区微电网开发提供了可扩展的解决方案.
更多相关视频
10:21Developing Photosensitizer-Cobaloxime Hybrids for Solar-Driven H2 Production in Aqueous Aerobic Conditions
Published on: October 5, 2019
8.9K
12:08Fabrication of High Contrast Gratings for the Spectrum Splitting Dispersive Element in a Concentrated Photovoltaic System
Published on: July 18, 2015
11.1K
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
Fast Decoupled and DC Powerflow
715
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:
715
Maximum Power Flow and Line Loadability
578
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.
578
Maximum Power Transfer
811
Numerous practical applications within engineering disciplines, such as telecommunications, necessitate optimizing power delivery to a connected load. This pursuit, however, entails inherent internal losses, which can either equal or exceed the power supplied to the load. The Thevenin equivalent circuit is helpful in finding the maximum power a linear circuit can deliver to a load. It is assumed in this context that the load resistance can be adjusted.
By substituting the entire circuit with...
By substituting the entire circuit with...
811
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
Generator Voltage Control
605
Generator voltage control is crucial for maintaining the stable operation of synchronous generators and wind turbines. In older models, a DC generator driven by the rotor delivers DC power to the rotor's field winding, and the power is transferred through slip rings and brushes. In the latest models, static or brushless exciters are used. Static exciters rectify AC power from the generator terminals and then transfer the DC power directly to the rotor. Brushless exciters, on the other hand, use...
605
