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An improved model is proposed by introducing the direction and time profit factors to Elman neural network (NN) and applied to the fields of the finial investing and atmospheric environment. Simulation results show the effectiveness of the proposed model for stock forecasting and the potential of the forecast and assessment for the atmospheric quality.