A coordinated dispatch method for energy storage power system considering wind power ramp event |
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Affiliation: | 1. School of Electrical Engineering and Automation, Fuzhou University, Fuzhou, 350108, PR China;2. School of Electrical Engineering and Automation, Wuhan University, Wuhan, 430072, PR China |
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Abstract: | In response to the impact of wind power ramp events on power system, a forecast and coordinated dispatch method for wind power ramp events is proposed. Firstly, the LSTM neural network is utilized to multi-step forecast the wind power, which can identify the features such as amplitude and duration of wind power ramp event in advance. Then, an ahead-delay adjustment method (ADAM) for wind power ramp events is proposed, which coordinates the thermal power generation units (referred to as units) and the energy storage system (referred to as ESS) to make two-step adjustments during the period before and after wind power ramp event. Thereby reducing the ramp rate of wind power, while reducing the requirement for the output power and capacity of ESS. Based on the above methods, a coordinated dispatch model of units and ESS considering wind power ramp events is established. The units are coordinated in advance to ensure sufficient adjustable reserves during wind power ramp events. A more economical and reliable dispatch plan can be achieved by coordinating the units and ESS according to the judging conditions. Finally, the forecast performance test and the ramp dispatch simulation are carried out in case study to verify the effectiveness of the forecast and dispatch method. |
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Keywords: | Wind power ramp event Long-short term memory Ahead-delay adjustment method Energy storage system Coordinated dispatch |
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