In this work, a new approach for forecasting the remaining useful lifespan (RUL) of mechanical structure is described, which combines phase-field method (PFM) technology and neural network (NN) technology. Firstly, brittle fracture damage model established according to PFM. And sample data, are strain value at observation locations model, obtained by numerical simulation. Then, set input into N...