Diving dynamics identification and motion prediction for marine crafts using field data

•Integration of measurement noise and nonlinear actuator traits refines dynamic environmental modeling.•IVLS promotes noise-data independence, ensuring parameter convergence sans prior noise knowledge.•Employing moderate depth data exemplifies successful marine craft motion modeling in real-world.•Field data parameter identification and prediction are enhanced by superior IVLS over RWLS, LS-SVM.