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基于降阶阻抗模型与双层优化的风电场小信号稳定域在线构建
Online Construction of Small-Signal Stability Region for Wind Farms With Reduced-Order Impedance Model and Two-Layer Optimization
| 作者 | Peng Wang · Tiancheng Liu · Haoran Zhao · Yuexin Ma · Chenxinwei Yuan |
| 期刊 | IEEE Transactions on Energy Conversion |
| 出版日期 | 2025年5月 |
| 技术分类 | 储能系统技术 |
| 技术标签 | 储能系统 |
| 相关度评分 | ★★★★★ 5.0 / 5.0 |
| 关键词 | 风电场 小信号稳定性评估 分段仿射阻抗模型 稳定区域 验证实验 |
语言:
中文摘要
风电场中多次发生宽带振荡事件,因此迫切需要进行小信号稳定性评估。风速和输出功率随时间变化,这导致风力发电机组(WTG)的阻抗特性和稳定性表现也随之改变。为实现准确高效的稳定性评估,本文提出一种基于分段仿射阻抗模型的稳定区域在线构建方法。首先,离线构建 WTG 的分段仿射阻抗,将其表示为运行点的函数。在在线应用过程中,利用易于测量的运行点信息快速识别阻抗。这样,阻抗计算效率显著提高,并且可以构建参数未知的 WTG 的阻抗。为了用数据驱动方法处理电网侧问题,引入基于动态模态分解的分段仿射方法来识别电网阻抗。其次,提出一种两层优化方法来确定 WTG 的稳定区域边界。开发了一种改进的广义奈奎斯特判据和用于快速求解的复合形状算法。最后,进行了数值仿真和硬件实验以验证该方法。实验包括用于单永磁同步发电机(PMSG)稳定性测试的物理平台和用于多 WTG 稳定区域评估的硬件在环平台。
English Abstract
Incidents of wideband oscillations occurred in wind farms, urgently necessitating small-signal stability assessment. The wind speed and the output power are time-variant, resulting in varying impedance characteristics and stability performance of the wind turbine generators (WTGs). To achieve accurate and efficient stability assessment, this paper proposes an online construction method of the stability region based on a piecewise affine impedance model. Firstly, the piecewise affine impedance of the WTG is offline constructed as a function of the operating points. During online applications, the impedance is rapidly identified with knowledge of the readily measured operating points. As such, the efficiency of the impedance calculation is significantly improved, and the impedance of the WTGs with unknown parameters can be constructed. To address the grid side with data-driven methods, a dynamic mode decomposition-based piecewise affine approach is introduced to identify the grid impedance. Secondly, a two-layer optimization is proposed to determine the stability region boundary of the WTGs. An enhanced generalized Nyquist criterion and a composite shape algorithm for a rapid solution are developed. Finally, numerical simulations and hardware experiments are performed for validation. The experiments include a physical platform for a single-PMSG stability test and a hardware-in-loop platform for multi-WTG stability region assessment.
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SunView 深度解读
从阳光电源的业务视角来看,该论文提出的风电场小信号稳定域在线构建方法具有显著的技术迁移价值。虽然研究聚焦风电场,但其核心技术路径——基于分段仿射阻抗模型的稳定性评估方法——与我司光伏逆变器和储能系统面临的宽频振荡问题高度相关。
该技术的核心价值在于解决了新能源并网设备因运行工况时变导致的阻抗特性动态变化问题。对于阳光电源而言,大型光伏电站和储能系统同样面临光照强度、负载功率波动带来的稳定性挑战。论文提出的离线构建分段仿射阻抗模型、在线快速辨识的思路,可显著提升我司逆变器控制系统的自适应能力,特别是在弱电网接入场景下的稳定裕度评估。
技术成熟度方面,该方法已通过单机物理平台和多机硬件在环实验验证,具备较高的工程化可行性。两层优化算法结合增强型广义奈奎斯特判据,为实时稳定域边界确定提供了高效解决方案,这与我司产品需要的快速响应特性相契合。动态模态分解技术用于电网侧阻抗辨识,为应对未知参数系统提供了数据驱动路径。
潜在挑战在于:光伏系统的非线性特性与风电存在差异,分段仿射模型的适用性需验证;多逆变器并联场景下的耦合效应可能增加稳定域构建复杂度。但这也为我司带来技术创新机遇——若能将该方法拓展至光储一体化系统,建立涵盖多种工况的统一稳定性评估框架,将显著增强产品在复杂电网环境下的适应性,提升市场竞争力。建议跟踪该技术在混合新能源场站的应用进展。