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 …

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 …

低惯量电力系统频率稳定分析与控制研究综述及展望.

文云峰, 杨伟峰, 林晓煌 - Electric Power Automation …, 2020 - search.ebscohost.com
大容量直流和高比例新能源接入下, 越来越多的电力系统正逐渐演变为低惯量电力系统.
低惯量电力系统惯量支撑力度弱, 出力不确定性强, 频率调节能力和阻尼特性差 …

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 …

[PDF][PDF] 双高电力系统频率安全问题评述及其应对措施

张子扬, 张宁, 杜尔顺, 康重庆, 王智冬 - 中国电机工程学报, 2022 - csee.org.cn
双高电力系统频率安全问题评述及其应对措施 Page 1 第42 卷第1 期 中国电机工程学报 Vol.42
No.1 Jan.5, 2022 2022 年1 月5 日 Proceedings of the CSEE ©2022 Chin.Soc.for Elec.Eng. 1 …

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 …

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 …

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 …

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 …

Fast frequency response of a DFIG based on variable power point tracking control

D Yang, GG Yan, T Zheng, X Zhang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Power electronic devices interfaced doubly fed induction generators (DFIGs) cause a
reduction in the power system inertia and further the power system becomes vulnerable to …