Soft sensing method of out-of-water TP (total phosphorus) for sewage treatment based on reservoir network
A technology for effluent total phosphorus and sewage treatment, which is applied in the fields of control science and engineering, environmental science and engineering, and can solve the problems of difficult real-time detection of effluent total phosphorus TP, so as to improve the level of real-time monitoring, ensure accuracy, and realize real-time prediction. Effect
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[0056] Taking the daily report of water quality analysis of a certain year in a sewage treatment plant in Beijing as an example below, the realization of this example includes four steps:
[0057] 1. Data preprocessing and determination of auxiliary variables.
[0058] Collect the actual water quality parameter data of the sewage treatment plant, denoise the data, and eliminate abnormal data. After normalization, the remaining 360 sets of available data are divided into three parts: 180 sets of data are used as training samples, 90 sets of data are used as test samples, and the remaining 90 sets of data are used as test samples. Auxiliary variables with strong correlation with effluent total phosphorus TP were selected by principal component analysis. Finally, the total phosphorus TP of the influent water, the temperature of the effluent water T, the dissolved oxygen DO in the aerobic front stage, the oil in the water, the oil in the effluent, and the ammonia nitrogen NH in t...
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