The control of underactuated mechanical systems (UMS) remains an attracting field where researchers can develop their algorithms. To this date, various linear and nonlinear techniques using classical intelligent methods have been published in literature. In work, adaptive controller sliding mode (SMC) wavelets network (WN) is proposed for a class second-order UMS with two degrees freedom (DOF)....