This talk is devoted to construct novel high-order structure-preserving algorithms for some important nonlinear Hamiltonian equations. Meanwhile, we investigate the responding discrete conservative properties, convergence and numerical stability of proposed algorithms theoretically, which would guarantee their effectiveness during long-time computations. A series of numerical experiments are carried out to demonstrate the high order convergence and energy stability of the proposed algorithms.