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Network based optimal feedback control of the heating stove is presented in this paper. At first, the mathematical model of the network based heating stove system is established. Then the network delay time predictive using time-stamped BP neural network method is proposed. This is followed the discrete state equations based on predicted network delay time value. Finally, an optimal state feedback controller using the Kalman filter state estimation technique and Liapunov stability theory is designed. Simulated responses are presented in this paper to highlight the effectiveness of the proposed control strategy.