Overcoming PLL Delay Constraints in Virtual Inertia Control: A Smith Predictor Approach

ABSTRACT Virtual inertia (VI) effectiveness in low‐inertia microgrids is constrained by measurement delays introduced by phase‐locked loop (PLL) synchronization. This paper investigates the delay–inertia relationship in a 37‐MVA islanded microgrid and extracts an empirical, case‐specific Hopf‐boundary regression model, ( in seconds, over 19 boundary points). A Smith predictor‐based delay compensation strategy with scheduled lead augmentation is proposed; it extends the absolute critical delay from approximately 60 ms (conventional VI) to beyond 295 ms and lifts the practical ceiling from 3 to 6 s at ms. In a head‐to‐head comparison against optimally detuned stable conventional VI, lead‐lag‐only compensation, and regression‐based adaptive inertia at ms, the proposed method achieves comparable frequency nadir while reducing peak ESS power by 47%–54%; this peak‐power dominance is the principal practical benefit. Under high delay–inertia combinations where conventional VI is in saturated limit‐cycle operation, peak‐power reduction reaches up to 72% as a separate bifurcation‐avoidance benefit. Nonlinear analysis shows that conventional VI undergoes a supercritical Hopf bifurcation; the proposed compensation eliminates this bifurcation throughout the tested envelope and raises the stable‐cell count of a sweep from 32% to 100%. Controller hardware‐in‐the‐loop validation on a Xilinx PYNQ‐Z2 reproduces the MATLAB Smith‐predictor frequency nadir within 0.1% across four delay points and confirms sensor‐noise and inertia‐mismatch robustness on real hardware. Power‐HIL with a real inverter, full quantitative benchmarking against MPC and , and a techno‐economic study are identified as essential future work.

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Publication Details

Journal
International Journal of Circuit Theory and Applications
Published
2026-06-30
DOI
https://doi.org/10.1002/cta.70541
Primary Topic
Microgrid Control and Optimization
Type
article
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article

Overcoming PLL Delay Constraints in Virtual Inertia Control: A Smith Predictor Approach

Mukhtiar Singh, Ravi Sharma
International Journal of Circuit Theory and Applications
Microgrid Control and Optimization
article

Overcoming PLL Delay Constraints in Virtual Inertia Control: A Smith Predictor Approach

Mukhtiar Singh, Ravi Sharma
article en

Abstract

ABSTRACT Virtual inertia (VI) effectiveness in low‐inertia microgrids is constrained by measurement delays introduced by phase‐locked loop (PLL) synchronization. This paper investigates the delay–inertia relationship in a 37‐MVA islanded microgrid and extracts an empirical, case‐specific Hopf‐boundary regression model, ( in seconds, over 19 boundary points). A Smith predictor‐based delay compensation strategy with scheduled lead augmentation is proposed; it extends the absolute critical delay from approximately 60 ms (conventional VI) to beyond 295 ms and lifts the practical ceiling from 3 to 6 s at ms. In a head‐to‐head comparison against optimally detuned stable conventional VI, lead‐lag‐only compensation, and regression‐based adaptive inertia at ms, the proposed method achieves comparable frequency nadir while reducing peak ESS power by 47%–54%; this peak‐power dominance is the principal practical benefit. Under high delay–inertia combinations where conventional VI is in saturated limit‐cycle operation, peak‐power reduction reaches up to 72% as a separate bifurcation‐avoidance benefit. Nonlinear analysis shows that conventional VI undergoes a supercritical Hopf bifurcation; the proposed compensation eliminates this bifurcation throughout the tested envelope and raises the stable‐cell count of a sweep from 32% to 100%. Controller hardware‐in‐the‐loop validation on a Xilinx PYNQ‐Z2 reproduces the MATLAB Smith‐predictor frequency nadir within 0.1% across four delay points and confirms sensor‐noise and inertia‐mismatch robustness on real hardware. Power‐HIL with a real inverter, full quantitative benchmarking against MPC and , and a techno‐economic study are identified as essential future work.

International Journal of Circuit Theory and Applications
Delhi Technological University (IN)
Openalex Percentile: Top 8%
Microgrid Control and Optimization
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