PEI Hongjie, CHEN Yuying, LI Gongan, LIU Chengshi, WANG Guicheng. Correlation Between Milling Force, Vibration and Surface Roughness Based on Copula Function. Aeronautical Manufacturing Technology, 2019, 62(9): 59-67.
PEI Hongjie, CHEN Yuying, LI Gongan, LIU Chengshi, WANG Guicheng. Correlation Between Milling Force, Vibration and Surface Roughness Based on Copula Function. Aeronautical Manufacturing Technology, 2019, 62(9): 59-67. DOI: 10.16080/j.issn1671–833x.2019.09.059.
Correlation Between Milling Force, Vibration and Surface Roughness Based on Copula Function
vibration and surface roughness is of great significance to predict surface roughness. In this paper
the 64 all-factor experiments of milling 45 steel were conducted with the control variable method of three factors and four levels of cutting speed v
feed per tooth f
z
and cutting depth a
p
. The main cutting force
axial force
radial force and vibration were measured on line
and the corresponding average value
standard deviation and RMS values of cutting force w
ere obtained. At the same time
the two-dimensional surface roughness R
a
three-dimensional roughness average S
a
and RMS S
q
were measured off-line. Then five distribution functions such as Normal distribution
Exponential distribution
Gamma distribution
Weibull distribution and Cauchy distribution were used to fit the sample data. The optimal distribution function was determined by AIC criteria
and the unknown parameters were estimated by maximum likelihood method. The five Copula functions such as Gaussian Copula
t-Copula
Frank Copula
Gumbel Copula
and Clayton Copula were used to fit the related structural forms between milling force
vibration
and roughness
and the optimal Copula function was selected according to the AIC criteria and the parameters are determined. Deriving from the optimal Copula function
the Kendall rank correlation coefficient τ was chosen as the evaluation index to analyze and compared the overall relativity between milling force and surface roughness. A mixed Copula function was constructed to analyze the tail correlation between milling force and surface roughness.