Reinforcement-Learning-Based Energy Storage System Operation Strategies to Manage Wind Power Forecast Uncertainty

IEEE Access ◽

10.1109/access.2020.2968841 ◽

2020 ◽

Vol 8 ◽

pp. 20965-20976 ◽

Author(s):

Eunsung Oh ◽

Hanho Wang

Keyword(s):

Reinforcement Learning ◽

Energy Storage ◽

Storage System ◽

Energy Storage System ◽

System Operation ◽

Forecast Uncertainty ◽

Wind Power Forecast

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Rolling based Energy Storage System Operation Strategies Considering Wind Power Forecast Uncertainty

International Journal of Emerging Trends in Engineering Research ◽

10.30534/ijeter/2019/497112019 ◽

2019 ◽

Vol 7 (11) ◽

pp. 708-714

Author(s):

Eunsung Oh ◽

Keyword(s):

Energy Storage ◽

Storage System ◽

Energy Storage System ◽

System Operation ◽

Forecast Uncertainty ◽

Wind Power Forecast

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Wind power bidding coordinated with energy storage system operation in real-time electricity market: A maximum entropy deep reinforcement learning approach

Energy Reports ◽

10.1016/j.egyr.2021.11.216 ◽

2022 ◽

Vol 8 ◽

pp. 770-775

Author(s):

Xiangyu Wei ◽

Yue Xiang ◽

Junlong Li ◽

Junyong Liu

Keyword(s):

Reinforcement Learning ◽

Energy Storage ◽

Maximum Entropy ◽

Real Time ◽

Electricity Market ◽

Storage System ◽

Energy Storage System ◽

Learning Approach ◽

System Operation

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Theoretical energy storage system sizing method and performance analysis for wind power forecast uncertainty management

Renewable Energy ◽

10.1016/j.renene.2020.03.170 ◽

2020 ◽

Vol 155 ◽

pp. 1060-1069 ◽

Author(s):

Eunsung Oh ◽

Sung-Yong Son

Keyword(s):

Energy Storage ◽

Performance Analysis ◽

Storage System ◽

Energy Storage System ◽

Uncertainty Management ◽

Forecast Uncertainty ◽

Wind Power Forecast ◽

And Performance

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Statistical distribution for wind power forecast error and its application to determine optimal size of energy storage system

International Journal of Electrical Power & Energy Systems ◽

10.1016/j.ijepes.2013.09.003 ◽

2014 ◽

Vol 55 ◽

pp. 100-107 ◽

Author(s):

Junli Wu ◽

Buhan Zhang ◽

Hang Li ◽

Zhongcheng Li ◽

Yi Chen ◽

...

Keyword(s):

Energy Storage ◽

Forecast Error ◽

Storage System ◽

Energy Storage System ◽

Statistical Distribution ◽

Optimal Size ◽

Wind Power Forecast

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Modeling the temporal correlation of hourly day-ahead short-term wind power forecast error for optimal sizing energy storage system

International Journal of Electrical Power & Energy Systems ◽

10.1016/j.ijepes.2017.12.012 ◽

2018 ◽

Vol 98 ◽

pp. 373-381 ◽

Author(s):

Chengfu Wang ◽

Zhengtang Liang ◽

Jun Liang ◽

Qijun Teng ◽

Xiaoming Dong ◽

...

Keyword(s):

Energy Storage ◽

Forecast Error ◽

Storage System ◽

Temporal Correlation ◽

Energy Storage System ◽

Optimal Sizing ◽

Wind Power Forecast

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An optimal sizing method for energy storage system in wind farms based on the analysis of wind power forecast error

IOP Conference Series Materials Science and Engineering ◽

10.1088/1757-899x/161/1/012085 ◽

2016 ◽

Vol 161 ◽

pp. 012085 ◽

Author(s):

R L Ye ◽

Z Z Guo ◽

R Y Liu ◽

J N Liu

Keyword(s):

Energy Storage ◽

Forecast Error ◽

Storage System ◽

Energy Storage System ◽

Optimal Sizing ◽

Wind Power Forecast

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A Control Method of Charging Level for Battery Energy Storage System for Smoothing Output Fluctuation of Wind Power Generation

IEEJ Transactions on Power and Energy ◽

10.1541/ieejpes.129.605 ◽

2009 ◽

Vol 129 (5) ◽

pp. 605-613 ◽

Author(s):

Katsuhisa Yoshimoto ◽

Toshiya Nanahara ◽

Gentaro Koshimizu

Keyword(s):

Power Generation ◽

Energy Storage ◽

Control Method ◽

Storage System ◽

Energy Storage System ◽

Wind Power Generation ◽

Battery Energy Storage System ◽

Battery Energy Storage ◽

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Retraction Notice: The Synergistic Scheduling Optimization Model for Wind Power and Thermal Power with Energy Storage System Under the Carbon Emission Trade

The Open Fuels & Energy Science Journal ◽

10.2174/1876973x01710010068 ◽

2017 ◽

Vol 10 (1) ◽

pp. 68-68

Author(s):

Liu Hai-Bo ◽

Xin He ◽

Wu Hongliang ◽

Zhou Bao-Rong ◽

Dong Nan ◽

...

Keyword(s):

Energy Storage ◽

Optimization Model ◽

Carbon Emission ◽

Storage System ◽

Thermal Power ◽

Energy Storage System ◽

Scheduling Optimization ◽

Retraction Notice ◽

Carbon Emission Trade

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Forecasting based energy management of flywheel energy storage system connected to a wind power plant

Journal of Renewable and Sustainable Energy ◽

10.1063/5.0018262 ◽

2020 ◽

Vol 12 (6) ◽

pp. 066301

Author(s):

Aasim ◽

S. N. Singh ◽

Abheejeet Mohapatra

Keyword(s):

Energy Storage ◽

Power Plant ◽

Energy Management ◽

Storage System ◽

Energy Storage System ◽

Wind Power Plant ◽

Flywheel Energy Storage ◽

Flywheel Energy Storage System

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A Strategic Day-ahead bidding strategy and operation for battery energy storage system by reinforcement learning

Electric Power Systems Research ◽

10.1016/j.epsr.2021.107229 ◽

2021 ◽

Vol 196 ◽

pp. 107229

Author(s):

Yi Dong ◽

Zhen Dong ◽

Tianqiao Zhao ◽

Zhengtao Ding

Keyword(s):

Reinforcement Learning ◽

Energy Storage ◽

Storage System ◽

Energy Storage System ◽

Bidding Strategy ◽

Battery Energy Storage System ◽

Battery Energy Storage ◽

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