ArticleScientific reports2026
Frequency-constrained robust unit commitment via physics-guided piecewise-linear nadir surrogates and adaptive virtual inertia.
Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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Abstract
The increasing share of inverter-based renewable resources reduces synchronous inertia and complicates frequency control. In such systems, uncertainty, disturbances, and N–k contingencies can violate the rate-of-change-of-frequency (RoCoF), frequency nadir, and Quasi–Steady-State (QSS) constraints. Conventional unit commitment (UC) formulations are not designed to capture these dynamics reliably. In this paper, we develop a frequency-constrained robust UC (FC-RUC) framework that embeds these frequency constraints into the scheduling process under renewable and load uncertainty and [Formula: see text] contingencies, with a fixed, budgeted contingency criterion [Formula: see text]. A physics-guided piecewise-linear surrogate is constructed for the nadir-secure disturbance capacity. It combines analytic RoCoF and QSS bounds with monotonicity enforcement and quantile-based safety calibration to guarantee a conservative envelope. Furthermore, the framework incorporates adaptive virtual inertia and fast frequency support from wind, photovoltaic, and energy storage units via headroom-coupled deliverability constraints, ensuring physically feasible synthetic inertia provision. A column-and-constraint generation algorithm solves the resulting tri-stage robust problem and iteratively generates disturbance-capacity and frequency-security cuts, avoiding full N–k enumeration, while preserving mixed-integer linear programming tractability. Case studies on the IEEE 9-bus and 118-bus systems show that the proposed method satisfies all frequency-security constraints and reduces the total operating cost by 24.4 and 27.5%, respectively.
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