Ship assembly involves welding large compliant metal plates, which introduces geometric nonlinearity and welding deformation. This paper presents a hybrid nonlinear variation model (HNVM) incorporating welding shrinkage and angular distortion, calibrated using a composite Gaussian process (CGP) to enhance prediction accuracy. The proposed model significantly improves the prediction of assembly deviations.