Identification modeling of underwater vehicles' nonlinear dynamics based on support vector machines

► SVM is proposed for identification of nonlinear dynamics of underwater vehicles. ► Dynamical model is established by using hydrodynamic experiments. ► Maneuvering simulation and control application are conducted for validations. ► Damping terms together with Coriolis and centripetal terms are identified.