4.7 Article

An Adaptive PV Frequency Control Strategy Based on Real-Time Inertia Estimation

Journal

IEEE TRANSACTIONS ON SMART GRID
Volume 12, Issue 3, Pages 2355-2364

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TSG.2020.3045626

Keywords

Estimation; Frequency response; Frequency control; Inverters; Feature extraction; Real-time systems; Ellipsoids; Adaptive control; frequency response; frequency nadir; machine learning; power system inertia; PV; wide-area measurements

Funding

  1. U.S. Department of Energy [34231]
  2. Department of Energy through NSF [EEC-1041877]
  3. CURENT Industry Partnership Program

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The decreasing cost of solar photovoltaic generation is leading to its global deployment. However, the replacement of conventional generation with renewable energy sources such as PV is impacting the inertia of the power system, resulting in more dramatic frequency variations.
The declining cost of solar Photovoltaics (PV) generation is driving its worldwide deployment. As conventional generation with large rotating masses is being replaced by renewable energy such as PV, the power system's inertia will be affected. As a result, the system's frequency may vary more dramatically in the case of a disturbance, and the frequency nadir may be low enough to trigger protection relays such as under-frequency load shedding. The existing frequency-watt function mandated in power inverters cannot provide grid frequency support in a loss-of-generation event, as PV plants usually do not have power reserves. In this article, a novel adaptive PV frequency control strategy is proposed to reserve the minimum power required for grid frequency support. A machine learning model is trained to predict system frequency response under varying system conditions, and an adaptive allocation of PV headroom reserves is made based on the machine learning model as well as real-time system conditions including inertia. Case studies show the proposed control method meets the frequency nadir requirements using minimal power reserves compared to a fixed headroom control approach.

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