Method for soft measurement of effluent total phosphorus in sewage disposal process based on neural network
A technology of effluent total phosphorus and neural network, applied in neural learning methods, biological neural network models, testing water, etc., can solve the problems of not being able to detect water quality in time, taking a long time, and difficult to accurately measure important parameters
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[0076] The present invention selects 9 related variables for soft measurement of total phosphorus TP in sewage treatment effluent: sludge return flow rate, sludge age, pH, oxidation-reduction potential ORP, influent ammonia nitrogen NH3-N, influent chlorine CL, and effluent 5 days Biological oxygen demand BOD5, effluent suspended solids concentration SS, and effluent total phosphorus TP at the previous moment; the embodiment of the present invention uses the water quality analysis data of a sewage plant in 2011, and all experimental samples are 150 groups; 100 groups of data are used as training data, The remaining 50 groups are used as test data.
[0077] Using the self-organizing RBF neural network to establish the soft sensor model of the total phosphorus TP in the effluent, including the following steps:
[0078] Step 1: Initialize the neural network. The neural network structure is 9-0-1 at the initial moment, and the inputs are sludge return flow, sludge age, pH, oxidati...
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