Research Article

Mechanical Fault Diagnosis Technology of Wind Turbine Transmission System Based on Image Features

Table 1

Statistical feature description.

AttributesDescription

(CON(Contrast))It reflects the total amount of local gray changes in the image, and describes the strength and clarity of the image texture. Range of values [0,(size(GLCM,1)-1)^2] for monochrome images, the value is 0
  (CORRE(Correlation))By reflecting the linear correlation of the gray level in the image, the extension of one gray value in one direction can be obtained. Range of values [−1,1]
(ASM(Energy))The texture thickness and uniformity of the gray level distribution in the image are described by the sum of the squares of all the elements in the gray level co-occurrence matrix. [0,1] range of values the larger the value, the simpler the image texture is
(IDM(Homogeneity))Reflect a local texture transformation in the image. The range of values is [0,1]. The larger the value, the slower the texture change between different regions