The invention provides an extra-
high voltage transformer temperature field rapid calculation method, which comprises the steps of determining an input characteristic quantity according to a flow
thermal coupling principle and a
transformer type, establishing a
simulation model, solving an equation set by utilizing a finite volume method to obtain an output characteristic quantity, carrying out normalization
processing on the output characteristic quantity, forming a sample set through
point cloud processing, and calculating the temperature field of an extra-
high voltage transformer. The method comprises the following steps: randomly dividing into a
training set and a
test set, constructing a U-net + + neural network, taking a
mean square error as a
loss function, carrying out grouping test on key hyper-parameters, determining an
optimal combination, inputting the constructed
training set into the U-net + + neural network for iterative training, and carrying out
supervised learning by taking an output characteristic quantity as
label data. And when the calculation precision meets the requirement, obtaining an optimal model, and carrying out validity
verification on the optimal model by utilizing a new working condition in the
test set. According to the method, the calculation efficiency is improved, equipment can be protected from interference, and the safety and reliability of data are ensured.