Data‐driven cooperative load frequency control method for microgrids using effective exploration‐distributed multi‐agent deep reinforcement learning

IET Renewable Power Generation ◽

10.1049/rpg2.12323 ◽

2021 ◽

Author(s):

Jiawen Li ◽

Shengchun Yang ◽

Tao Yu

Keyword(s):

Reinforcement Learning ◽

Control Method ◽

Frequency Control ◽

Load Frequency Control ◽

Data Driven ◽

Load Frequency ◽

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A multi-agent deep reinforcement learning-based “Octopus” cooperative load frequency control for an interconnected grid with various renewable units

Sustainable Energy Technologies and Assessments ◽

10.1016/j.seta.2021.101899 ◽

2022 ◽

Vol 51 ◽

pp. 101899

Author(s):

Jiawen Li ◽

Tao Yu ◽

Haoyang Cui

Keyword(s):

Reinforcement Learning ◽

Frequency Control ◽

Load Frequency Control ◽

Load Frequency ◽

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Load–frequency control: a GA-based multi-agent reinforcement learning

IET Generation Transmission & Distribution ◽

10.1049/iet-gtd.2009.0168 ◽

2010 ◽

Vol 4 (1) ◽

pp. 13 ◽

Author(s):

F. Daneshfar ◽

H. Bevrani

Keyword(s):

Reinforcement Learning ◽

Frequency Control ◽

Load Frequency Control ◽

Load Frequency ◽

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Data-Driven Load Frequency Control for Stochastic Power Systems: A Deep Reinforcement Learning Method With Continuous Action Search

IEEE Transactions on Power Systems ◽

10.1109/tpwrs.2018.2881359 ◽

2019 ◽

Vol 34 (2) ◽

pp. 1653-1656 ◽

Author(s):

Ziming Yan ◽

Yan Xu

Keyword(s):

Reinforcement Learning ◽

Power Systems ◽

Frequency Control ◽

Load Frequency Control ◽

Data Driven ◽

Learning Method ◽

Continuous Action ◽

Load Frequency ◽

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Multi-agent reinforcement learning design of load-frequency Control with frequency bias estimation

The 2nd International Conference on Control, Instrumentation and Automation ◽

10.1109/icciautom.2011.6356675 ◽

2011 ◽

Author(s):

F. Daneshfar ◽

F. Mansoori ◽

H. Bevrani

Keyword(s):

Reinforcement Learning ◽

Frequency Control ◽

Load Frequency Control ◽

Learning Design ◽

Bias Estimation ◽

Load Frequency ◽

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Load Frequency Control: A Deep Multi-Agent Reinforcement Learning Approach

2020 IEEE Power & Energy Society General Meeting (PESGM) ◽

10.1109/pesgm41954.2020.9281614 ◽

2020 ◽

Author(s):

Sergio Rozada ◽

Dimitra Apostolopoulou ◽

Eduardo Alonso

Keyword(s):

Reinforcement Learning ◽

Frequency Control ◽

Load Frequency Control ◽

Learning Approach ◽

Load Frequency ◽

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Deep multi‐agent Reinforcement Learning for cost‐efficient distributed load frequency control

IET Energy Systems Integration ◽

10.1049/esi2.12030 ◽

2021 ◽

Author(s):

Sergio Rozada ◽

Dimitra Apostolopoulou ◽

Eduardo Alonso

Keyword(s):

Reinforcement Learning ◽

Frequency Control ◽

Load Frequency Control ◽

Load Frequency ◽

Distributed Load ◽

Multi Agent ◽

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Model-Free Load Frequency Control Based on Multi-Agent Deep Reinforcement Learning

10.1109/icus52573.2021.9641432 ◽

2021 ◽

Author(s):

Gang-Xiang Liu ◽

Zhi-Wei Liu ◽

Gui-Xi Wei

Keyword(s):

Reinforcement Learning ◽

Frequency Control ◽

Load Frequency Control ◽

Load Frequency ◽

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A Multi-Agent Deep Reinforcement Learning Method for Cooperative Load Frequency Control of a Multi-Area Power System

IEEE Transactions on Power Systems ◽

10.1109/tpwrs.2020.2999890 ◽

2020 ◽

Vol 35 (6) ◽

pp. 4599-4608 ◽

Author(s):

Ziming Yan ◽

Yan Xu

Keyword(s):

Reinforcement Learning ◽

Power System ◽

Frequency Control ◽

Load Frequency Control ◽

Learning Method ◽

Load Frequency ◽

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Coordinated load frequency control of multi-area integrated energy system using multi-agent deep reinforcement learning

Applied Energy ◽

10.1016/j.apenergy.2021.117900 ◽

2022 ◽

Vol 306 ◽

pp. 117900

Author(s):

Jiawen Li ◽

Tao Yu ◽

Xiaoshun Zhang

Keyword(s):

Reinforcement Learning ◽

Frequency Control ◽

Energy System ◽

Load Frequency Control ◽

Load Frequency ◽

Integrated Energy System ◽

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Grid-area coordinated load frequency control strategy using large-scale multi-agent deep reinforcement learning

Energy Reports ◽

10.1016/j.egyr.2021.11.260 ◽

2022 ◽

Vol 8 ◽

pp. 255-274

Author(s):

Jiawen Li ◽

Jian Geng ◽

Tao Yu

Keyword(s):

Reinforcement Learning ◽

Control Strategy ◽

Large Scale ◽

Frequency Control ◽

Load Frequency Control ◽

Load Frequency ◽

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