Prediction method for wind power ramp

A technology for wind power forecasting and wind power power, which is applied in forecasting, instrumentation, data processing applications, etc., can solve the problems of lack of power, difficult power ramp simulation, and lack of rolling numerical forecast services, and achieves high flexibility and economical cost. low effect

Active Publication Date: 2014-03-26
TSINGHUA UNIV +2
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AI Technical Summary

Problems solved by technology

The technical specification of wind power forecasting system has been preliminarily established in China, stipulating that the forecasting system provides ultra-short-term future 4-hour power forecasts rolling every 15 minutes and short-term day-ahead power forecasts reported daily, but does not include the requirements for power climbing forecasts. Existing wind power forecasting systems do not have this function
On the other hand, the numerical weather forecast service used by the domestic wind power forecasting system is generally provided by meteorological agencies once or twice a day, and there is no rolling numerical forecast service yet, so it is difficult to simulate the power ramp by relying on real-time weather forecast

Method used

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  • Prediction method for wind power ramp

Examples

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Embodiment 1

[0052] As a specific embodiment, the ultra-short-term / short-term wind power ramp-up forecasting method is based on the historical data of a wind power forecasting system of a wind farm in Northwest my country for virtual forecasting, and the specific steps are as follows:

[0053] (1) Calculate the real-time ramp rate of ultra-short-term wind power.

[0054] The wind power forecasting system of the wind farm rolls the ultra-short-term future 4-hour full-field power forecast every 15 minutes, and sets the climbing time for each updated forecast sequence is 1 hour, according to the time sequence, according to the formula (1)-(4), calculate its point by point The ramp duration, ramp amplitude, and ramp direction and ramp rate within the time period. Wind Power Ramp Rate Threshold Take it as 2MW / min.

[0055] (2) Prediction of short-term wind power extreme ramp events.

[0056] The wind power forecasting system of the wind farm reports the wind power forecast results of the...

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Abstract

The invention provides a prediction method for wind power ramp. The prediction method comprises the steps that the ramp continuous time, the ramp amplitude and ramp direction of wind power in an ultra short period as well as the real-time ramp rate are calculated sequentially point by point, and the real-time ramp rate is compared with a threshold to determine whether a wind power ramp event occurs; a short-period wind power prediction sequence which is updated every day is obtained, smoothing is carried out on the prediction sequence point by point, the ramp center time of the power ramp event is determined according to the maximum of the part exceeding the set threshold, and the ramp continuous time, the ramp amplitude and the ramp direction are calculated according to the critical point exceeding the threshold, thereby realizing prediction for the extreme short-period wind power ramp event; and historical prediction / observation results for the ultra-short-time wind power ramp and the short-time wind power ramp are respectively calculated to predict the wind power ramp.

Description

technical field [0001] The invention belongs to the technical field of power system prediction and control. In particular, it relates to an ultra-short-term / short-term wind power ramp-up prediction method. Background technique [0002] Dominated by the changing characteristics of wind resources, wind power output has strong randomness and volatility. Wind power ramp-up events refer to large changes in wind power output in a relatively short period of time. After large-scale wind power is centralized and connected to the grid, the wind power ramp-up can change hundreds of megawatts in a short period of time, which is an important challenge for power system dispatching and operation. , once the climbing range or climbing rate exceeds the range that the system can bear, it will pose a threat to the security and stability of the system. [0003] Forecasting the wind power ramp can help the system take measures in advance to deal with the upcoming power ramp event. The basic e...

Claims

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Application Information

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IPC IPC(8): G06Q10/04G06Q50/06
CPCY04S10/50
Inventor 曹银利鲁宗相王玮乔颖付嘉渝徐曼张鹏
Owner TSINGHUA UNIV
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