The invention relates to the technical field of boilers, and provides a steam optimization production method and equipment for a
steam injection boiler of a thickened oil
recovery coal-fired
fluidized bed, and the production method comprises the steps: 1, constructing a
coupling model of a
water supply quantity
feedback controller and a steam
dryness feedforward predictor, 2, training and optimizing the
coupling model in a data
driving mode, wherein the
coupling model is used for predicting the
dryness of steam produced under the data conditions of specific
water supply quantity, fuel characteristics and
fluidization air quantity; 3, inputting current
water supply quantity, fuel characteristics and
fluidization air quantity data, and predicting the
dryness of steam produced under the current production condition by utilizing the trained model; 4, based on the predicted steam dryness, on the basis of steam dryness prediction, under the current water supply condition, on the basis of
mean square errors of the predicted steam dryness and rated steam dryness, fuel characteristics and
fluidization air volume data are optimized and adjusted, and steam optimized production is achieved; a feedforward predictor is constructed through a time-varying long-short-
term memory network, and accurate capture is achieved.