Research Article

A Novel Shearer Cutting State Recognition Method Based on Improved Variational Mode Decomposition and LSSVM with Acoustic Signals

Table 7

The cutting state recognition results of the four methods without using PCA.

MethodsAccuracy (%)Standard deviation
Max.Min.Mean

IGSA-VMD88.3378.3384.340.01824
GSA-VMD86.6774.1782.450.01956
VMD81.6770.8378.870.2248
EEMD84.1773.3380.960.01758