The invention relates to the technical field of
blast furnace ironmaking, and discloses a
hearth erosion three-dimensional identification method,
system and equipment and a storage medium. The method comprises the steps that a
hearth is three-dimensionally segmented into a plurality of equal-angle block areas based on
thermocouple position distribution; establishing a three-dimensional
heat transfer calculation model of the
hearth, and generating
erosion control boundaries and measuring point temperature data sets under different
erosion conditions of the partitioned regions; establishing a neural
network model group for different block regions; performing offline model training on the neural
network model group based on the
erosion control boundary and the measuring point temperature
data set to obtain a trained hearth erosion identification model group; and collecting actual
temperature measurement data, inputting the actual
temperature measurement data into the trained hearth erosion identification model group to output multiple groups of calculation results, and combining the multiple groups of calculation results to obtain a hearth erosion three-dimensional identification result. According to the method, the three-dimensional
heat transfer calculation model of the hearth is established, the model training is completed offline by using the measuring point temperature
data set in blocks, the hearth erosion identification result is rapidly given online according to the actual
temperature measurement data, and the calculation rate is high.