Modified Model-Free Predictive Control for Reliable Operation of Multiple Parallel Grid-Forming Inverters
Mohamed Islam Grairia، Riad Toufouti، Z. M. S. Elbarbary، Mamadou Baïlo Camara، Abderahmane Abid، Shaik Mohammad Irshad، Hafiz Ahmed
الملخّص
The increasing integration of parallel grid-forming (GFM) inverters within islanded AC microgrids introduces significant challenges in maintaining robust voltage regulation and accurate power sharing. Central to controlling the output voltage is the need for a reference voltage, which can be derived using the virtual synchronous generator (VSG) concept. The VSG not only ensures active power sharing but furthermore provides inertia emulation, reducing the rate of change of frequency (ROCOF) in response to sudden load variations, thereby enhancing system stability and frequency support. To achieve precise voltage regulation, a model predictive control (MPC) strategy is commonly employed, particularly the finite control set-MPC (FCS-MPC). However, FCS-MPC relies on an accurate system model, which can limit performance under parameter mismatches or dynamic changes. To overcome this limitation, this paper proposes a modified model-free predictive control (MFPC) based on the dual second-order generalized integrator-quadrature signal generator (DSOGI-QSG) strategy. The MFPC eliminates the need for an explicit system model by using an ultra-local model (ULM) for prediction, with the unknown function in the ULM playing a critical role in the accuracy of output voltage prediction. Algebraic identification methods are typically used to estimate this unknown function. Nevertheless, as the sampling time increases, the estimation becomes increasingly distorted, leading to prediction inaccuracies. The DSOGI-QSG is introduced to extract a filtered version of the unknown function, improving the quality of the estimation and, consequently, the prediction accuracy. Simulation results using MATLAB Simulink demonstrate the effectiveness of the proposed method, showing enhanced robustness, improved dynamic response, and reduced harmonic distortion compared to conventional MFPC.
التفاصيل
| اللغة الأصلية | English |
|---|---|
| المجلّة | IEEE Access |
| المجلّد | 13 |
| رقم المقال | 11077120 |
| الصفحات | 122862-122875 |
| الناشر | Institute of Electrical and Electronics Engineers |
| ISSN | 2169-3536 |
| DOI | 10.1109/access.2025.3588042 |
| حالة النشر | منشور — 1 جانفي 2025 |
الكلمات المفتاحية
أهداف التنمية المستدامة
- 7 — طاقة نظيفة وبأسعار معقولة
- 9 — الصناعة والابتكار والبنية التحتية
البصمة
- Microgrid Control and Optimization
- Multilevel Inverters and Converters
- Advanced Control Systems Optimization
- model-free predictive control
- grid-forming inverters
- islanded AC microgrids
- virtual synchronous generator
- voltage regulation
- power sharing
- ultra-local model
- finite control set MPC
- Control and Systems Engineering
- Electrical and Electronic Engineering
- Engineering