The invention discloses a
welding structure fatigue performance
analysis method based on a data driving method, and relates to the field of
welding structure fatigue performance analys.The
welding structure fatigue performance
analysis method comprises the following steps that fatigue performance data are obtained, a multi-scale fatigue performance
database is established, and the data in the
database is divided into training data and
test data; analyzing a
linear correlation degree and a non-
linear correlation degree between the fatigue performance and the influence factors by using a Pearson
correlation coefficient and a maximum information coefficient respectively; based on an optimized gradient lifting
algorithm, carrying out quantitative analysis on the weights of the fatigue performance influence factors; training a deep
convolutional neural network by using the training data; inputting the fatigue performance influence factors into the trained
convolutional neural network to obtain a prediction parameter curve; and extracting the fatigue life according to the predicted parameter curve. According to the invention, accurate and stable fatigue life prediction of the complex welding structural member under different materials, shapes, sizes,
processing technologies and service conditions can be realized.