Reinforcement learning and its applications in modern power and energy systems: A review

D Cao, W Hu, J Zhao, G Zhang, B Zhang… - Journal of modern …, 2020 - ieeexplore.ieee.org
With the growing integration of distributed energy resources (DERs), flexible loads, and
other emerging technologies, there are increasing complexities and uncertainties for …

Distributed power-generation systems and protection

F Blaabjerg, Y Yang, D Yang… - Proceedings of the IEEE, 2017 - ieeexplore.ieee.org
Continuously expanding deployments of distributed power-generation systems (DPGSs) are
transforming the conventional centralized power grid into a mixed distributed electrical …

Data-driven multi-agent deep reinforcement learning for distribution system decentralized voltage control with high penetration of PVs

D Cao, J Zhao, W Hu, F Ding, Q Huang… - … on Smart Grid, 2021 - ieeexplore.ieee.org
This paper proposes a novel model-free/data-driven centralized training and decentralized
execution multi-agent deep reinforcement learning (MADRL) framework for distribution …

Attention enabled multi-agent DRL for decentralized volt-VAR control of active distribution system using PV inverters and SVCs

D Cao, J Zhao, W Hu, F Ding… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
This paper proposes attention enabled multi-agent deep reinforcement learning (MADRL)
framework for active distribution network decentralized Volt-VAR control. Using the …

A novel deep learning based probabilistic power flow method for Multi-Microgrids distribution system with incomplete network information

H **ao, W Pei, L Wu, L Ma, T Ma, W Hua - Applied Energy, 2023 - Elsevier
With the massive deployment of microgrids (MGs) and energy communities, various
stakeholders have been involved in distribution networks. Due to the underdeveloped …

MPC-based decentralized voltage control in power distribution systems with EV and PV coordination

L Wang, A Dubey, AH Gebremedhin… - … on Smart Grid, 2022 - ieeexplore.ieee.org
Distribution systems are growing rapidly in size and complexity with increased penetrations
of distributed energy resources (DER) and electric vehicles (EVs), leading to operational …

Network partition and voltage coordination control for distribution networks with high penetration of distributed PV units

Y Chai, L Guo, C Wang, Z Zhao, X Du… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
In order to solve the voltage violation problem caused by high penetration of photovoltaic
(PV) units in distribution power networks, this paper proposes a double-layer voltage control …

Complex networks theory for modern smart grid applications: A survey

CC Chu, HHC Iu - IEEE Journal on Emerging and Selected …, 2017 - ieeexplore.ieee.org
This paper provides a survey of studying complex network theory for modern smart grid
applications. A brief overview of complex network theory will be explored first. Topological …

Voltage regulation in distribution grids: A survey

P Srivastava, R Haider, VJ Nair… - Annual Reviews in …, 2023 - Elsevier
Environmental and sustainability concerns have caused a recent surge in the penetration of
distributed energy resources into the power grid. This may lead to voltage violations in the …

A hierarchical event detection method based on spectral theory of multidimensional matrix for power system

D Ma, X Hu, H Zhang, Q Sun… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
This paper investigates the situation awareness issue of power system with massive
measured data. To address this issue, first, a graph-theory-based network partitioning …