Multi-agent reinforcement learning: A selective overview of theories and algorithms

K Zhang, Z Yang, T Başar - Handbook of reinforcement learning and …, 2021 - Springer
Recent years have witnessed significant advances in reinforcement learning (RL), which
has registered tremendous success in solving various sequential decision-making problems …

An overview of multi-agent reinforcement learning from game theoretical perspective

Y Yang, J Wang - arXiv preprint arXiv:2011.00583, 2020 - arxiv.org
Following the remarkable success of the AlphaGO series, 2019 was a booming year that
witnessed significant advances in multi-agent reinforcement learning (MARL) techniques …

Fully decentralized multi-agent reinforcement learning with networked agents

K Zhang, Z Yang, H Liu, T Zhang… - … conference on machine …, 2018 - proceedings.mlr.press
We consider the fully decentralized multi-agent reinforcement learning (MARL) problem,
where the agents are connected via a time-varying and possibly sparse communication …

A survey of relaxations and approximations of the power flow equations

DK Molzahn, IA Hiskens - Foundations and Trends® in …, 2019 - nowpublishers.com
The power flow equations relate the power injections and voltages in an electric power
system and are therefore key to many power system optimization and control problems …

A survey of distributed optimization and control algorithms for electric power systems

DK Molzahn, F Dörfler, H Sandberg… - … on Smart Grid, 2017 - ieeexplore.ieee.org
Historically, centrally computed algorithms have been the primary means of power system
optimization and control. With increasing penetrations of distributed energy resources …

Two-stage volt/var control in active distribution networks with multi-agent deep reinforcement learning method

X Sun, J Qiu - IEEE Transactions on Smart Grid, 2021 - ieeexplore.ieee.org
The high penetration of intermittent renewable energy resources in active distribution
networks (ADN) results in a great challenge for the conventional Volt-Var control (VVC). This …

Towards a transactive energy system for integration of distributed energy resources: Home energy management, distributed optimal power flow, and peer-to-peer …

J Guerrero, D Gebbran, S Mhanna… - … and Sustainable Energy …, 2020 - Elsevier
This paper reviews approaches for facilitating the integration of small-scale distributed
energy resources (DER) into low-and medium-voltage networks, in the context of the …

Distributed and decentralized voltage control of smart distribution networks: Models, methods, and future research

KE Antoniadou-Plytaria… - … on smart grid, 2017 - ieeexplore.ieee.org
The future grid is evolving into a smart distribution network that integrates multiple
distributed energy resources ensuring at the same time reliable operation and increased …

State of the art in research on microgrids: A review

S Parhizi, H Lotfi, A Khodaei, S Bahramirad - IEEE access, 2015 - ieeexplore.ieee.org
The significant benefits associated with microgrids have led to vast efforts to expand their
penetration in electric power systems. Although their deployment is rapidly growing, there …

Blockchains for decentralized optimization of energy resources in microgrid networks

E Münsing, J Mather, S Moura - 2017 IEEE conference on …, 2017 - ieeexplore.ieee.org
We present an architecture for peer-to-peer energy markets which can guarantee that
operational constraints are respected and payments are fairly rendered, without relying on a …