The invention discloses a steel plate internal
damage detection method based on guided
waves and PINNs, and the method comprises the following steps: firstly establishing a rectangular plane coordinate
system, selecting a guided wave application position and a guided wave receiving point on the surface of a steel plate, applying guided
waves to the steel plate, and selecting M time points of free vibration of the steel plate, the method comprises the following steps: carrying out guided wave receiving on a steel plate, calculating out-of-plane displacements of the steel plate at all guided wave receiving points, constructing a PINNs model and a DNN model, training the PINNs model and the DNN model at the same time by using the out-of-plane displacements, coordinates and time of the steel plate at all guided wave receiving points, detecting the steel plate by using the PINNs model and the DNN model, and positioning the damage position of the steel plate. According to the method, the
wave equation is approximately solved through the
physical information neural network, a complex
finite difference method formula is avoided, so that the calculation cost is reduced, compared with a three-dimensional
wave equation, the adopted physical equation based on the plate-
shell theory is simpler, the calculation cost is reduced, the accuracy of positioning the internal damage of the steel plate is improved, and the accuracy of positioning the internal damage of the steel plate is improved. The internal damage position of the steel plate can be positioned.