fig19
Figure 19. The comparison in the pulse TIG weld seam thickness prediction chart between the performance of the BPNN considering visual parameters and the BPNN relying solely on process parameters. (A) weld seam thickness value; (B) prediction error. TIG: Tungsten inert gas; BPNN: Backpropagation neural network.