Fig. 1 Methodology and overview of the current work More about this image found in Methodology and overview of the current work

Fig. 2 Architecture of FCGR-Net More about this image found in Architecture of FCGR-Net

Fig. 3 Loss curves across all fourfold More about this image found in Loss curves across all fourfold

Fig. 4 KDE plot indicating the error distribution More about this image found in KDE plot indicating the error distribution

Fig. 5 Parameter correlation using pair plots More about this image found in Parameter correlation using pair plots

Fig. 6 Parameter correlation using heatmap More about this image found in Parameter correlation using heatmap

Fig. 7 FCGR prediction for different alloys. ( a ) Ni-based superalloy—GTM 720, equivalent to In 720 [ 5 ]. ( b ) 300M low-alloy steel [ 48 ]. ( c ) Al alloy—Al 2048-T31 [ 56 ]. ( d ) Al 7010-T6 and RRA compared with prediction [ 75 ]. E in the plot represents experimental curves a... More about this image found in FCGR prediction for different alloys. ( a ) Ni-based superalloy—GTM 720...

Fig. 8 Predictions depicting the effect of stress ratio. E in the plot represents experimental curves [ 5 ] and P represents FCGR-Net predictions. More about this image found in Predictions depicting the effect of stress ratio. E in the plot represents ...

Fig. 9 FCGR prediction for Ni-based superalloys at elevated temperature. ( a ) Hastelloy X-280 [ 66 ]. ( b ) Inconel 625 [ 9 ]. More about this image found in FCGR prediction for Ni-based superalloys at elevated temperature. ( a )...

Fig. 10 Plot indicating the average sensitivity of input parameters More about this image found in Plot indicating the average sensitivity of input parameters

Fig. 1 304 stainless steel soil loosening shovel model More about this image found in 304 stainless steel soil loosening shovel model

Fig. 2 304 stainless steel welding specimen model More about this image found in 304 stainless steel welding specimen model

Fig. 3 Welding sequence schemes design More about this image found in Welding sequence schemes design

Fig. 4 Finite element model of 304 stainless steel double T-joints More about this image found in Finite element model of 304 stainless steel double T-joints

Fig. 5 Partial view of the T-joint in the finite element model More about this image found in Partial view of the T-joint in the finite element model

Fig. 6 Double ellipsoidal heat source model More about this image found in Double ellipsoidal heat source model

Fig. 7 Finite element model boundary fixation diagram More about this image found in Finite element model boundary fixation diagram

Fig. 8 Schematic illustration of equivalent deformation direction and pre- and post-deformation comparison (Arrows are utilized to indicate the direction of strain at various points. The progressive increase in the length of these arrows corresponds to a gradual increase in the magnitude of strain... More about this image found in Schematic illustration of equivalent deformation direction and pre- and pos...