Review on deep learning applications in frequency analysis and control of modern power system

Y Zhang, X Shi, H Zhang, Y Cao, V Terzija - International Journal of …, 2022 - Elsevier
The penetration of renewable energy resources (RES) generation and the interconnection of
regional power grids in wide area and large scale have led the modern power system to …

Frequency control and optimal operation of low-inertia power systems with HVDC and renewable energy: A review

K Yan, G Li, R Zhang, Y Xu, T Jiang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
With the integration of large-scale renewable energy sources (RES) and high voltage direct
current (HVDC) based inter-regional transmission, modern power systems are facing low …

Modeling frequency dynamics in unit commitment with a high share of renewable energy

Z Zhang, E Du, F Teng, N Zhang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
The power system inertia is gradually decreasing with the growing share of variable
renewable energy (VRE). This may jeopardize the frequency dynamics and challenges the …

Fusion of microgrid control with model-free reinforcement learning: Review and vision

B She, F Li, H Cui, J Zhang, R Bo - IEEE Transactions on Smart …, 2022 - ieeexplore.ieee.org
Challenges and opportunities coexist in microgrids as a result of emerging large-scale
distributed energy resources (DERs) and advanced control techniques. In this paper, a …

Frequency-constrained co-planning of generation and energy storage with high-penetration renewable energy

C Zhang, L Liu, H Cheng, D Liu… - Journal of modern …, 2021 - ieeexplore.ieee.org
Large-scale renewable energy integration decreases the system inertia and restricts
frequency regulation. To maintain the frequency stability, allocating adequate frequency-sup …

Aggregated model of virtual power plants for transient frequency and voltage stability analysis

J Chen, M Liu, F Milano - IEEE Transactions on Power Systems, 2021 - ieeexplore.ieee.org
The Virtual Power Plant (VPP) has been proposed to aggregate Distributed Generations
(DGs) to act like a single power plant, thus, also has functions on the frequency and voltage …

Electric vehicle aggregator modeling and control for frequency regulation considering progressive state recovery

M Wang, Y Mu, Q Shi, H Jia, F Li - IEEE Transactions on Smart …, 2020 - ieeexplore.ieee.org
High penetration of renewable energy may cause considerable system frequency
deviations. Electric vehicles (EVs) offer alternative potentials for frequency regulation with …

Novel temporary frequency support control strategy of wind turbine generator considering coordination with synchronous generator

M Sun, Y Sun, L Chen, Z Zou, Y Min… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Frequency support provided by wind turbine generator (WTG) is important for frequency
security of the power system with high proportion of wind power. A WTG initially operating at …

Optimal allocation of virtual inertia and droop control for renewable energy in stochastic look-ahead power dispatch

Y Shen, W Wu, B Wang, S Sun - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
To stabilize the frequency of the renewable energy sources (RESs) dominated power
system, frequency supports are required by RESs through virtual inertia emulation or droop …

Magnitude-phase characteristics analysis of inertia for DFIG-based wind turbines

Y Zhou, D Zhu, J Hu, J Lu, Y Yang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
The magnitude of inertia is often used to assess the ability to withstand frequency
perturbations. However, the inertia of wind turbines (WTs) is time-varying, equipped with …