In　this　paper,　we　propose　an　approach　to　accelerate　the　dissipation　dynamics　for　quantum　state　generation　with　Lyapunov　control.　The　strategy　is　to　add　target-state-related　coherent　control　fields　into　the　dissipation　process　to　intuitively　improve　the　evolution　speed.　By　applying　the　current　approach,　without　losing　the　advantages　of　dissipation　dynamics,　the　target　stationary　states　can　be　generated　in　a　much　shorter　time　as　compared　to　that　via　traditional　dissipation　dynamics.　As　a　result,　the　current　approach　containing　the　advantages　of　coherent　unitary　dynamics　and　dissipation　dynamics　allows　for　a　significant　improvement　in　quantum　state　generation.　©　2017　American　Physical　Society.