电动汽车充电的行为不确定性推动了气候目标下的异质电网负载变化
Bin Zhang1, Qingyao Xin2, Siyuan Chen3
1School of Management, Beijing Institute of Technology, Beijing, China.
Nature communications
|January 6, 2026
概括
广泛采用电动汽车 (EV) 将增加电力需求和电网变化. 了解充电行为对于管理这些影响和确保电力系统可靠性至关重要.
科学领域:
- 能源系统工程 能源系统工程
- 气候变化缓解缓解 气候变化缓解
- 交通 电气化 交通 电气化
背景情况:
- 气候目标需要大规模采用电动汽车 (EV).
- 由于需求增加和可变的充电模式,电动汽车给电力系统的可靠性带来了挑战.
- 了解充电行为是管理电网影响的关键.
研究的目的:
- 量化电动汽车采用对中国电力需求和负载变化的影响.
- 在不同的气候场景下分析行为诱导的负载变量的空间分布.
- 为网络可靠性提供有针对性的干预信息.
主要方法:
- 使用了一个可扩展的模型,与每分钟级别的电动汽车充电数据进行校准.
- 分析了与碳中和目标一致的电动汽车采用场景.
- 收费模式的量化区域异质性及其对电网变异性的影响.
主要成果:
- 预计到2050年,由于采用电动汽车,电力需求将增加3.2%.
- 估计每年需要约220亿元人民币 (310亿美元) 的电池存储投资.
- 行为不确定性可能会将负载波动放大高达82.7%.
- 鉴定了由区域充电行为驱动的电力波动的独特空间概况.
结论:
- 基于行为的策略对于减轻与深度电动汽车透相关的电网可靠性风险至关重要.
- 需要有针对性的干预措施来解决收费模式的区域差异及其对电网稳定性的影响.
- 这项研究强调了将行为科学纳入能源系统规划的重要性.
相关概念视频
Load-frequency control
611
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...
611
Maximum Power Flow and Line Loadability
582
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.
582
Distributed Loads: Problem Solving
1.1K
Beams are structural elements commonly employed in engineering applications requiring different load-carrying capacities. The first step in analyzing a beam under a distributed load is to simplify the problem by dividing the load into smaller regions, which allows one to consider each region separately and calculate the magnitude of the equivalent resultant load acting on each portion of the beam. The magnitude of the equivalent resultant load for each region can be determined by calculating...
1.1K
Distributed Loads
939
Distributed loads are a common type of load that engineers and scientists encounter in various practical situations. Distributed loads often refer to a type of load spread over a surface or a structure and can be modeled as continuous force per unit area.
For example, consider a bookshelf filled with books stacked vertically adjacent to each other. The weight of the books is evenly distributed over the length of the shelf. As a result, the pressure at different locations on the surface of the...
For example, consider a bookshelf filled with books stacked vertically adjacent to each other. The weight of the books is evenly distributed over the length of the shelf. As a result, the pressure at different locations on the surface of the...
939
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
Conservation of AC Power
648
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
648


