The invention discloses a method and a
system for regulating and controlling melting forming precision of a
polymer laser powder bed and a method for improving the forming precision, and belongs to the technical field of additive manufacturing. Comprising the following steps: acquiring temperature distribution data in a
polymer LPBF process; constructing a
database based on the temperature distribution data and process parameters adopted for printing the current layer; based on
machine learning, a
polymer LPBF technological process accurate regulation and control model is established; training of the polymer LPBF technological process accurate regulation and control model is completed through the
database, the mapping relation of technological parameters, the printing
layer thickness and layer-by-layer temperature field distribution is established, a
negative feedback mechanism of the technological parameters and the printing layer real-time temperature field is obtained, and accurate regulation and control of polymer
laser powder bed fusion forming precision are completed. According to the method, the excellence of the
reinforcement learning algorithm in the aspect of
big data processing is utilized, the heat accumulation phenomenon in the forming process is improved, the defects of warping,
caking and the like are eliminated, and the method has guiding significance for improving the precision and performance of polymer material LPBF process forming parts.