Experimental Validation of Feedback Optimization in Power Distribution Grids
arXiv:1910.03384 · doi:10.1016/j.epsr.2020.106782
Abstract
We consider the problem of controlling the voltage of a distribution feeder using the reactive power capabilities of inverters. On a real distribution grid, we compare the local Volt/VAr droop control recommended in recent grid codes, a centralized dispatch based on optimal power flow (OPF) programming, and a feedback optimization (FO) controller that we propose. The local droop control yields suboptimal regulation, as predicted analytically. The OPF-based dispatch strategy requires an accurate grid model and measurement of all loads on the feeder in order to achieve proper voltage regulation. However, in the experiment, the OPF-based strategy violates voltage constraints due to inevitable model mismatch and uncertainties. Our proposed FO controller, on the other hand, satisfies the constraints and does not require load measurements or any grid state estimation. The only needed model knowledge is the sensitivity of the voltages with respect to reactive power, which can be obtained from data. As we show, an approximation of these sensitivities is also sufficient, which makes the approach essentially model-free, easy to tune, compatible with the current sensing and control infrastructure, and remarkably robust to measurement noise. We expect these properties to be fundamental features of FO for power systems and not specific to Volt/VAr regulation or to distribution grids.
References in corpus (1)
Cited by in corpus (10)
- Non-convex Feedback Optimization with Input and Output Constraints
- Model-Free Nonlinear Feedback Optimization
- Experimental Validation of Fully Distributed Peer-to-Peer Optimal Voltage Control with Minimal Model Requirements
- Sampled-Data Online Feedback Equilibrium Seeking: Stability and Tracking
- Providing Curative Distribution Grid Flexibility Using Online Feedback Optimization
- Distributed Online Feedback Optimization for Real-time Distribution System Voltage Regulation
- Subtransmission Grid Control via Online Feedback Optimization
- From droop to optimality: The potential of volt/var control for power distribution grid enhancement
- Robustness of a feedback optimization scheme with application to bioprocess manufacturing
- Tuning a Cascaded Online Feedback Optimization Controller for Provision of Distributed Flexibility