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Wind power output time series modeling method and system

A technology of time series modeling and wind power output, which is applied in the field of power system, can solve problems such as the inability to reflect the correlation of wind power output, and achieve the effect of improving prediction accuracy

Pending Publication Date: 2018-07-27
CHINA ELECTRIC POWER RES INST +2
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

The current time series modeling methods of wind power output mostly use stochastic modeling methods based on historical time series, which can only consider the timing and volatility of wind power output in the region, but cannot reflect the spatial correlation of wind power output. sex
This method solves the problem of new energy time series for analysis and calculation, but for the relevant wind power generation time series required for multi-regional and multi-provincial calculations in the province, further research and breakthroughs are needed

Method used

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  • Wind power output time series modeling method and system
  • Wind power output time series modeling method and system
  • Wind power output time series modeling method and system

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Experimental program
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Effect test

Embodiment 1

[0058] figure 1 It is a flowchart of a wind power output time series modeling method of the present invention, such as figure 1 As shown, a kind of wind power output time series modeling method provided by the present invention includes:

[0059] Obtain the historical wind power output data of the target wind farm and its adjacent wind farms;

[0060] According to the historical wind power output data, calculate the correlation coefficient between the target wind farm and the adjacent wind farm, and obtain the correlation coefficient set;

[0061] A time series of simulated wind power output is generated according to the set of correlation coefficients.

[0062] Calculating the correlation coefficient between the target wind farm and the adjacent wind farms before obtaining the correlation coefficient also includes:

[0063] Calculate the maximum historical output of the target wind farm and the wind farms around the target wind farm, and use the maximum historical output a...

Embodiment 2

[0102] Based on the same inventive concept, the present invention provides a wind power output time series modeling system, which may include:

[0103] The data processing module is used to obtain the historical wind power output data of the target wind farm and the adjacent wind farms of the target wind farm;

[0104] The calculation module is used to calculate the correlation coefficient between the target wind farm and the adjacent wind farm according to the historical wind power output data, and obtain a set of correlation coefficients;

[0105] A sequence generation module, configured to generate a time series of simulated wind power output according to the set of correlation coefficients.

[0106] The data processing module may include:

[0107] The first normalization sub-module is used to calculate the maximum historical output of the target wind farm and the wind farms around the target wind farm, and normalize the historical wind power output data with the maximum h...

Embodiment 3

[0145]A wind power output time series modeling method based on wind farm correlation includes:

[0146] Step 1: Normalize wind power output data;

[0147] Step 2: Calculate the correlation between the target wind farm and its adjacent wind farms;

[0148] Step 3: Obtain sample wind farms and sampling probability;

[0149] Step 4: Classification of sample wind farm fluctuations;

[0150] Step 5: Perform sequential sampling according to the joint transition probability matrix;

[0151] Step 6: Simulate time series volatility generation.

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Abstract

The invention provides a wind power output time series modeling method and system. The method comprises the steps of obtaining historical wind power output data of a target wind power plant and an adjacent wind power plant; according to the historical wind power output data, calculating correlation coefficients of the target wind power plant and the adjacent wind power plant to obtain a correlation coefficient set; and according to the correlation coefficient set, generating a simulated wind power output time series. According to the technical scheme provided by the method and the system, a sample wind power plant required for modeling is determined by calculating the correlation coefficients of the target wind power plant and the adjacent wind power plant; and the time series and fluctuation of wind power output are considered, and the spatial correlation of the wind power output is reflected, so that the wind power prediction precision is improved.

Description

technical field [0001] The invention belongs to the field of power systems, and in particular relates to a wind power output time series modeling method and system. Background technique [0002] At present, the depletion of energy resources and the increasingly serious environmental pollution have become the focus of close attention of the government and the public. Conserving energy, protecting the environment, and promoting the benign interaction and coordination between the economy and society are urgent needs to promote sustainable social development. In this situation, my country's wind power and other new energy power generation is developing rapidly. At present, my country's new energy installed capacity ranks first in the world. However, affected by factors such as my country's power supply structure, resource distribution, and power grid structure, the problem of new energy consumption has become increasingly prominent year by year. [0003] In the analysis of new...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06Q10/06G06Q50/06
CPCG06Q10/06315G06Q50/06
Inventor 王晶黄越辉王跃峰李驰礼晓飞许彦平张楠潘霄峰黄阮明黄一超郭明星张梦瑶
Owner CHINA ELECTRIC POWER RES INST
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