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风电变流技术
★ 5.0
一种考虑风电出力不确定性的三阶段动态博弈策略应对风电场无功补偿FDI攻击
A Three-Stage Dynamic Game Strategy Incorporating Wind Generation Uncertainty Against FDI Attack of Wind Farm Reactive Power Compensation
| 作者 | Xuecheng Liu · Haoxin Wang · Libao Shi |
| 期刊 | IEEE Transactions on Power Systems |
| 出版日期 | 2024年7月 |
| 技术分类 | 风电变流技术 |
| 相关度评分 | ★★★★★ 5.0 / 5.0 |
| 关键词 | 大规模风电接入 数据质量评估 动态博弈模型 无功补偿设备 优化模型与算法 |
语言:
中文摘要
大规模风力发电的接入进一步加剧了系统电压波动和线路损耗增加的问题。此外,风力发电的不确定性可能会削弱传统不良数据检测技术的有效性,给电网防御者准确评估补偿设备的数据质量带来挑战,从而增加系统遭受网络攻击的风险。本文基于所提出的日前攻防资金分配策略,建立了一个考虑风力发电不确定性的新型三阶段防御者 - 攻击者 - 运营者动态博弈模型,旨在最小化针对风电场无功补偿设备的虚假数据注入攻击所造成的能量损失。为有效解决所提出的三阶段动态博弈框架,建立了一个三级混合整数非线性数学规划模型的等价形式。为求解中下层优化模型,结合半定松弛技术提出了一种快速自适应分段线性近似算法。此外,设计了一种混合启发式搜索算法来求解上层问题。最后,通过在改进的 IEEE 14 节点测试系统和中国某实际规模电网进行仿真分析,验证了所提出的优化模型和求解方法的有效性。
English Abstract
The integration of large-scale wind generation further accentuates the issues of system voltage fluctuations and the increase of line loss. In addition, the uncertainty of wind generation could potentially undermine the efficacy of traditional bad data detection techniques, posing challenges for power gird defenders in accurately assessing the data quality of compensation equipment, thereby increasing the risk of cyber attacks on system. In this paper, based on a proposed day-ahead attack and defense funding allocation strategy, a novel three-stage defender-attacker-operator dynamic game model incorporating wind generation uncertainty is established, aiming to minimize the energy loss caused by false data injection attacks against reactive power compensation equipment of wind farm. In order to effectively address the proposed three-stage dynamic game framework, an equivalent reformulation of a tri-level mixed integer nonlinear mathematical programming model is established. To tackle the middle-lower-level optimization model, a fast self-adaptive piecewise-linear approximation algorithm is proposed associated with the semi-definite relaxation technique. Additionally, a hybrid heuristic search algorithm is devised to solve the upper-level problem. Finally, the validity of the proposed optimization model and solution method is then demonstrated by conducting simulation analysis on the modified IEEE 14-node test system and a real-sized power grid in China.
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SunView 深度解读
该研究对阳光电源风电变流器和储能系统的网络安全防护具有重要参考价值。三阶段动态博弈策略可应用于SG系列风电变流器的无功补偿控制系统,增强其抵御FDI攻击的能力。同时,该方法也可移植到ST系列储能变流器和PowerTitan系统中,提升大规模储能电站的网络安全防护水平。通过在iSolarCloud平台中部署该防御策略,可实现对风电场关键控制参数的实时监测与保护。这对提升阳光电源新能源设备的网络安全性和系统可靠性具有积极意义,有助于构建更安全的智能电网生态。