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Abstract: To address the problems of lack in training dimensions and length of prediction step widely abounding in civil engineering prediction, a new prediction method, multi-layer perception (MLP)-Regression, is proposed, which can be used in practical construction. Using machine learning, a large number of similar construction parameters (deformation, stress, construction stage, structure form, etc.)...