Sorta Solving the OPF by Not Solving the OPF: DAE Control Theory and the Price of Realtime Regulation

Muhammad Nadeem;Ahmad F. Taha
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Abstract

This paper presents a new approach to approximate the AC optimal power flow (ACOPF). By eliminating the need to solve the ACOPF every few minutes, the paper showcases how a realtime feedback controller can be utilized in lieu of ACOPF and its variants. By i) forming the grid dynamics as a system of differential-algebraic equations (DAE) that naturally encode the non-convex OPF power flow constraints, ii) utilizing DAE-Lyapunov theory, and iii) designing a feedback controller that captures realtime uncertainty while being uncertainty-unaware, the presented approach demonstrates promises of obtaining solutions that are close to the OPF ones without needing to solve the OPF. The proposed controller responds in realtime to deviations in renewables generation and loads, guaranteeing improvements in system transient stability, while always yielding approximate solutions of the ACOPF with no constraint violations. As the studied approach herein yields slightly more expensive realtime generator controls, the corresponding price of realtime control and regulation is examined. Cost comparisons with the traditional ACOPF are also showcased—all via case studies on standard power networks.
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通过不解决 OPF 算是解决了 OPF:DAE 控制理论与实时监管的代价
本文介绍了一种近似交流最佳功率流(ACOPF)的新方法。通过消除每几分钟求解一次 ACOPF 的需要,本文展示了如何利用实时反馈控制器来替代 ACOPF 及其变体。通过 i) 将电网动态形成一个自然编码非凸 OPF 功率流约束的微分代数方程 (DAE) 系统,ii) 利用 DAE-Lyapunov 理论,iii) 设计一个能捕捉实时不确定性同时又不感知不确定性的反馈控制器,本文提出的方法有望在无需求解 OPF 的情况下获得接近 OPF 的解决方案。所提出的控制器能实时响应可再生能源发电和负载的偏差,保证系统瞬态稳定性的改善,同时始终能得到不违反约束条件的 ACOPF 近似解。由于本文研究的方法产生的实时发电机控制成本略高,因此对实时控制和调节的相应价格进行了研究。此外,还通过标准电力网络的案例研究,展示了与传统 ACOPF 的成本比较。
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