This invention belongs to the field of additive
manufacturing technology, specifically an intelligent 3D printing
system, including a frame and a controller. The frame houses a
laser print head and a
powder bed mechanism. The
powder bed mechanism lays the
powder, which is then melted by the
laser print head to complete the cladding process. This intelligent 3D printing
system, on the one hand, fully utilizes forward mapping to output results from a trained network in seconds or even milliseconds, greatly accelerating the real-time
simulation effect of design iteration. Simultaneously, it can replace time-consuming
finite element calculations with neural networks in optimization processes such as genetic algorithms, quickly finding
optimal design parameters and effectively achieving optimized design results. On the other hand, it utilizes backward mapping to quickly and accurately identify complex material
model parameters, several times faster than traditional trial-and-error methods, and can infer the
system's input or physical characteristics based on the structure's dynamic response.