Wind turbine generator power curve modeling method based on k-medoids algorithm

A technology for power curves and wind turbines, applied in computer-aided design, calculation, electrical digital data processing, etc.

Inactive Publication Date: 2021-04-02
新天绿色能源股份有限公司 +2
View PDF4 Cites 4 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, due to factors such as temperature, air pressure, and air density, as well as external factors such as different brands of fans and di

Method used

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • Wind turbine generator power curve modeling method based on k-medoids algorithm
  • Wind turbine generator power curve modeling method based on k-medoids algorithm
  • Wind turbine generator power curve modeling method based on k-medoids algorithm

Examples

Experimental program
Comparison scheme
Effect test

Embodiment Construction

[0049] In order to make the purpose, technical solutions and advantages of the present invention clearer, the technical solutions in the present invention will be clearly and completely described below in conjunction with the accompanying drawings in the present invention.

[0050] Such as figure 1 As shown, the present invention discloses a method for modeling wind turbine power curves based on the k-medoids algorithm, comprising the following steps:

[0051] Step S1: Read relevant data in the SCADA database, wind farm failure records and related maintenance and repair records;

[0052] The range of data read in this step should be at least one year of data. If the input data has special requirements, it should be clearly pointed out and corresponding special treatment should be done. Such as figure 2 Shown is the original set of data points.

[0053] Step S2: Perform data cleaning on the collected data; if image 3 Shown is the data point set for data cleaning;

[005...

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to view more

PUM

No PUM Login to view more

Abstract

The invention discloses a wind turbine generator power curve modeling method based on a kmedoids algorithm. The wind turbine generator power curve modeling method comprises the following steps of S1,reading related data, wind power plant fault records and related maintenance records in an SCADA database; s2, performing data cleaning on the collected data; s3, carrying out abnormal value screeningon the cleaned data; s4, performing standardized correction on the data; and S5, performing interval division statistics on corresponding indexes, and establishing a standard power curve data model.The method overcomes the defects in the prior art, can effectively play a key role in judging the standard conformity of the power curve of the wind generating set, is beneficial to evaluating the related index completeness of the generating capacity of the wind power plant, and can deeply understand the actual running state of the wind generating set; The guidance is provided for regular inspection, early warning and other operation and maintenance work of the wind turbine generator.

Description

technical field [0001] The invention relates to the technical field of wind farm performance post-evaluation, in particular to a k-medoids algorithm-based power curve modeling method for wind turbines. Background technique [0002] The wind turbine power curve is a curve representing the corresponding relationship between the output power and wind speed of the wind turbine under normal operating conditions, and is an important measure for the design of the wind turbine control system. According to the wind resources of the wind farm, the annual wind frequency and wind energy distribution of the single machine and the whole field can be further obtained, and the corresponding annual power generation can be calculated by combining the power curve adapted to it. However, due to factors such as temperature, air pressure, and air density, as well as external factors such as different brands of fans and different main control systems, there are differences in power curves between ...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to view more

Application Information

Patent Timeline
no application Login to view more
IPC IPC(8): G06F30/20G06F113/06
CPCG06F30/20G06F2113/06
Inventor 臧鹏梅春晓谭建鑫张清清王艳阳龚思远褚军涛
Owner 新天绿色能源股份有限公司
Who we serve
  • R&D Engineer
  • R&D Manager
  • IP Professional
Why Eureka
  • Industry Leading Data Capabilities
  • Powerful AI technology
  • Patent DNA Extraction
Social media
Try Eureka
PatSnap group products

Browse by: Latest US Patents, China's latest patents, Technical Efficacy Thesaurus, Application Domain, Technology Topic.

© 2024 PatSnap. All rights reserved.Legal|Privacy policy|Modern Slavery Act Transparency Statement|Sitemap