On data-driven modeling and control in modern power grids stability: Survey and perspective

X Gong, X Wang, B Cao - Applied Energy, 2023 - Elsevier
Modern power grids are fast evolving with the increasing volatile renewable generation,
distributed energy resources (DERs) and time-varying operating conditions. The DERs …

Stochastic wind energy integrated multi source power system control via a novel model predictive controller based on Harris Hawks optimization

V Kumar, V Sharma, Y Arya, R Naresh… - Energy Sources, Part A …, 2022 - Taylor & Francis
Combined voltage and frequency control is a critical control problem of modern power
system to avoid blackouts. This paper discusses the simultaneous voltage and frequency …

Synchrophasor Technology Applications and Optimal Placement of Micro-Phasor Measurement Unit (μPMU): Part II

A Meydani, H Shahinzadeh, H Nafisi… - 2024 28th …, 2024 - ieeexplore.ieee.org
In the first part of this paper, a comprehensive analysis has been conducted on the utilization
of Synchrophasor Measurement (SM) and distribution SM in enhancing situation awareness …

A data-driven koopman approach for power system nonlinear dynamic observability analysis

Y Xu, Q Wang, L Mili, Z Zheng, W Gu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
A prerequisite to dynamic state estimation of a stochastic nonlinear dynamic model of a
power system is its observability analysis. However, due to the model nonlinearity, the …

A novel Koopman-inspired method for the secondary control of microgrids with grid-forming and grid-following sources

X Gong, X Wang - Applied Energy, 2023 - Elsevier
This paper proposes an online data-driven Koopman-inspired identification and control
method for microgrid secondary voltage and frequency control. Unlike typical data-driven …

Online Dynamic Security Assessment: Using Hybrid Physics-Guided Deep Learning Models

G Lu, S Bu - IEEE Transactions on Industrial Informatics, 2024 - ieeexplore.ieee.org
Two main tasks of online dynamic security assessment (DSA) are real-time state monitoring
and postfault transient trajectory prediction. For the first task, the model-based methods are …

Distributed Containment Control Strategy for the Dynamic Stabilization of Integrated Energy System With Multiple Virtual Leaders

H Han, H Zhang, J Yang, L Yang - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
This article is concerned with the global dynamic stability problem of integrated energy
system (IES) in a distributed fashion. An information energy coupling framework is …

Analytical large-signal modeling of inverter-based microgrids with koopman operator theory for autonomous control

Z Ma, Z Wang, R Cheng - IEEE Transactions on Smart Grid, 2023 - ieeexplore.ieee.org
The microgrid (MG) plays a crucial role in the energy transition, but its nonlinearity presents
a significant challenge for large-signal power systems studies in the electromagnetic …

Per-Phase Unsymmetrical Adaptive Derivative Optimized Droop for Mitigating Voltage Quality Issues of Unbalanced Islanded Microgrids.

D Yousri, HEZ Farag, H Zeineldin… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
The proliferation of unbalanced linear and nonlinear loads in microgrids degrades the
voltage quality at the inverter terminals, and thus, load terminals receive unbalanced and …

Modularized bilinear Koopman operator for modeling and predicting transients of microgrids

X Jiang, Y Li, D Huang - IEEE Transactions on Smart Grid, 2024 - ieeexplore.ieee.org
Modularized Koopman bilinear form (M-KBF) is presented to model and predict the transient
dynamics of microgrids in the presence of disturbances. As a scalable data-driven approach …