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Intelligent mobile phone will still consume energy in standby state and the energy is consumed in portions of the data communication network. In order to reduce the power consumption and improve the intelligent mobile phone battery life, put forward a context aware based power management strategy, through machine learning method to make the decision, intelligent management of mobile terminal network interface, by making continuous network connection as a discontinuity of the network connection to reduce power consumption. The related experiments and comparison of the proposed strategy on the Android mobile terminal, can effectively improve the endurance capacity.