The invention relates to the technical field of
coal-fired power
plant desulfurization
system control, and discloses a dynamic load response desulfurization
slurry circulating pump intelligent optimization regulation and control method comprising the following steps: S1,
data acquisition; s2, data preprocessing; s3, constructing a model and training the model; s4, iteratively optimizing the model; and S5, optimal regulation and control of the
circulating pump. According to the intelligent optimization regulation and control method for the desulfurization
slurry circulating pump based on dynamic load response,
big data transmitted by operation of desulfurization
system equipment is comprehensively collected, a data cleaning method is adopted, and
noise and abnormal values in the data are removed, so that the accuracy of model construction and the reliability of model training and prediction are guaranteed, and the method is suitable for large-scale popularization and application. The method comprises the following steps of: establishing a model, performing reasonable circulation and test division on data, constructing a
sample pool, thereby improving the generalization ability of the model, establishing a prediction model by adopting a
support vector machine, enabling the model to have higher fitting precision, and enhancing the optimization
operation mode of the
slurry circulating pump to adapt to the complexity of boiler load and working condition change.