The invention discloses an LPBF hole
defect prevention and control method and
system based on bimodal fusion digital twinning, and the method comprises the steps: constructing a virtual-real fusion digital twinning
system, and obtaining technological parameters, geometric parameters,
kinematics parameters and dynamic thermal characteristic data in real time through an online
state management and data collection module; and uniformly
processing static parameters and dynamic thermal characteristic parameters by using a bimodal collaborative adaptive model. The model adopts a single deep
network architecture, is internally provided with a situation gating mechanism, fuses thermal characteristics in an online
state management mode to realize foresight prediction of pore defects, only depends on static parameters to drive virtual iterative optimization in an offline
simulation mode, and outputs a
global optimal process parameter combination. According to the
system,
Score-
CAM interpretability analysis is introduced, a prediction
black box is converted into a defect positioning thermodynamic diagram, a complete
closed loop from
data acquisition to intelligent prediction to virtual optimization to precise regulation and control is realized,
quality control is converted into beforehand active prevention from post passive correction, the material object
trial and error cost is remarkably reduced, and the
manufacturing quality and credibility are improved.