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An efficient meshless time-domain calculation method for numerical analysis of direct and inverse problems in transient dynamics has been proposed.The method is based on the meshless discreteness under the MLPG5 format and without background mesh.At the same time,temporally piecewise adaptive algorithm is able to compute adaptively for the different sizes of time steps.