← 返回
超越单调下垂控制:扩展可行控制区域以实现最优频率调节
Beyond Monotonic Droop: Expanding Feasible Control Regions for Optimal Frequency Regulation
| 作者 | Hamad Alduaij · Yang Weng · Haoran Li |
| 期刊 | IEEE Transactions on Power Systems |
| 出版日期 | 2025年8月 |
| 技术分类 | 控制与算法 |
| 技术标签 | 下垂控制 调峰调频 |
| 相关度评分 | ★★★★★ 5.0 / 5.0 |
| 关键词 | 逆变器资源 最优控制 李雅普诺夫稳定性 非单调控制 全局最优解 |
语言:
中文摘要
随着基于逆变器的可再生能源资源(IBR)的集成度不断提高,电网正朝着混合发电模式转变。随着系统变得更加复杂,确保最优且安全的控制面临挑战。近期研究表明,如何通过预先选择一类激活函数进行控制来实现有条件的最优控制并确保稳定性。然而,我们证明了该子类激活函数会导致 IBR 的控制策略并非最优。为解决这一问题,我们提出了一种在保持李雅普诺夫稳定性的同时扩大可行空间以实现真正最优的方法。其核心思想是实施基于阻尼的有条件控制策略。当 IBR 观察到同步发电机足以稳定电网时,IBR 不一定需要采用单调函数进行下垂控制。在某些情况下,IBR 可以采取更符合非单调控制的行动,以促进可再生能源发电。这将控制范围从单调函数空间扩展到非单调函数空间。此外,基于庞特里亚金最大值原理,我们证明了扩展后的区域足够大,能够包含全局最优解。通过使用我们提出的既可以是单调也可以是非单调的激活函数,我们在各种测试案例中的数值结果表明,与现有解决方案相比有显著改进。
English Abstract
With the growing integration of Inverter-Based Resources (IBRs) for renewable energy, power grids are shifting towards hybrid generations. As the system becomes more complex, it is challenging to ensure optimal and safe control. Recent work shows how to achieve a conditional optimal control with stability ensured by pre-selecting one subclass of activation functions for control. However, we demonstrate that the subclass leads to a sub-optimal control policy for IBRs. To address this issue, we propose a method to enlarge the feasibility space for true optimality while preserving the Lyapunov stability. The key idea is to implement a conditional control strategy based on the damping. When IBRs observe that synchronous generators are on the way to stabilize the grid sufficiently, IBRs do not necessarily need to conduct droop control with monotonic function. In some cases, IBRs can conduct actions that more closely align with non-monotonic control to encourage renewable generations. This extends from monotonic to non-monotonic functional space. Moreover, based on Pontryagin's maximum principle, we prove that the extended region is sufficiently large to contain a globally optimal solution. By leveraging our activation function, which can be both monotonic and non-monotonic, our numerical results on various test cases show significant improvement compared to existing solutions.
S
SunView 深度解读
该非单调下垂控制技术对阳光电源储能与新能源并网产品具有重要应用价值。针对ST系列储能变流器和PowerTitan大型储能系统,非单调下垂策略可突破传统单调控制的功率分配限制,在多机并联场景下实现更优的频率响应性能和SOC均衡管理。对于构网型GFM控制技术,该方法可扩展控制参数设计空间,提升弱电网下的暂态稳定裕度。在光储混合电站中,非单调控制可优化光伏SG逆变器与储能系统的协调调频策略,改善高比例新能源接入时的系统惯量支撑能力。建议在iSolarCloud平台集成该算法,实现自适应参数优化,增强电网侧服务能力。