YIN Junqing, SUN Pengtao, GUO Yurui, ZHANG Yizeng, GUO Feiyan. Sensitivity of Riveting Parameters of Heterogeneous Laminated Composites Based on Moment Independence Method[J]. Aeronautical Manufacturing Technology, 2024, 67(16): 138-146.
In order to solve the problem that the riveting process of carbon fiber reinforced polymer (CFRP) and metal material laminated components is more complicated than that of a single material
a method for sensitivity analysis of the riveting process parameters of laminated composites based on the method of moment-independent PAWN is proposed. Firstly
taking CFRP and aluminum alloy (Al) heterogeneous laminated composite structure as the research object
the simulation and analysis model of riveting CFRP/Al laminated structure is established by using the finite element method
and the correctness of the simulation and analysis model is verified by experiments. Secondly
a proxy model of riveting process parameters based on the random forest method is established with the riveting interference amount as the target; furthermore
data extension is carried out through the proxy model
and a global sensitivity analysi s based on the moment-independent PAWN method is carried out with 17 riveting process parameters as input variables and the riveting interference amount as the output variable
and the sensitivity coefficients based on this method are given. Among the global sensitivity coefficients of riveting process parameters on riveting interference amount
the sensitivity coefficients of elasticity modulus and thickness of the heterogeneous laminated composites are 0.16921 and 0.11837
respectively
followed by the coefficients of 0.012 for the displacement load and 0.011 for the rivet diameter. The values of other process parameters are small
and the sensitivity coefficients of some parameters that have insignificant effects on the riveting interference amount are close to zero.