Experimentation plan. حسب Shaheer Ahmed Khan (17797647)

"…The joint efficiency of polymer is significantly improved as a result of the effective heat distribution and fusion during the welding. …"

Experimental details. حسب Shaheer Ahmed Khan (17797647)

"…The joint efficiency of polymer is significantly improved as a result of the effective heat distribution and fusion during the welding. …"

Dimensions of FSW Tool. حسب Shaheer Ahmed Khan (17797647)

"…The joint efficiency of polymer is significantly improved as a result of the effective heat distribution and fusion during the welding. …"

Fabricated Fixture with labelled view. حسب Shaheer Ahmed Khan (17797647)

"…The joint efficiency of polymer is significantly improved as a result of the effective heat distribution and fusion during the welding. …"

Dog-bone specimens after tensile testing. حسب Shaheer Ahmed Khan (17797647)

"…The joint efficiency of polymer is significantly improved as a result of the effective heat distribution and fusion during the welding. …"

Dog-bone specimens before tensile testing. حسب Shaheer Ahmed Khan (17797647)

"…The joint efficiency of polymer is significantly improved as a result of the effective heat distribution and fusion during the welding. …"

Experimental run of FSW on CNC milling machine. حسب Shaheer Ahmed Khan (17797647)

"…The joint efficiency of polymer is significantly improved as a result of the effective heat distribution and fusion during the welding. …"

Scheme of the SiTFarm tool–farm to sector level. حسب Jure Brečko (20314959)

"…However, the variability is significant, with a coefficient of variation 0.74. Only 25% of farms exceeded 17.15 €/h, while 25% did not surpass 4.46 €/h. …"

S1 File - حسب Jure Brečko (20314959)

"…However, the variability is significant, with a coefficient of variation 0.74. Only 25% of farms exceeded 17.15 €/h, while 25% did not surpass 4.46 €/h. …"

GHG emissions in TAHs. حسب Jure Brečko (20314959)

"…However, the variability is significant, with a coefficient of variation 0.74. Only 25% of farms exceeded 17.15 €/h, while 25% did not surpass 4.46 €/h. …"

Variation law of UCS. حسب Wenyu Lv (20139458)

"…Notably, the attenuation constant λ follows a monotonically decreasing pattern with increasing loading rate. …"

Detail of the personalized-enhanced GCN. حسب Yuanming Ding (12842858)

"…The model achieves a significant enhancement in prediction accuracy through the introduction of the attention-based Personalized-enhanced Fusion Graph Convolutional Network (aPFGCN) and the Temporal Convolutional Bidirectional Long Short-Term Memory (TCBiL) module. …"

Enhanced multi-component module. حسب Yuanming Ding (12842858)

"…The model achieves a significant enhancement in prediction accuracy through the introduction of the attention-based Personalized-enhanced Fusion Graph Convolutional Network (aPFGCN) and the Temporal Convolutional Bidirectional Long Short-Term Memory (TCBiL) module. …"

The architecture of the TCBiL. حسب Yuanming Ding (12842858)

"…The model achieves a significant enhancement in prediction accuracy through the introduction of the attention-based Personalized-enhanced Fusion Graph Convolutional Network (aPFGCN) and the Temporal Convolutional Bidirectional Long Short-Term Memory (TCBiL) module. …"

Detail of the encoder. حسب Yuanming Ding (12842858)

"…The model achieves a significant enhancement in prediction accuracy through the introduction of the attention-based Personalized-enhanced Fusion Graph Convolutional Network (aPFGCN) and the Temporal Convolutional Bidirectional Long Short-Term Memory (TCBiL) module. …"

Detail of the Fourier transform. حسب Yuanming Ding (12842858)

"…The model achieves a significant enhancement in prediction accuracy through the introduction of the attention-based Personalized-enhanced Fusion Graph Convolutional Network (aPFGCN) and the Temporal Convolutional Bidirectional Long Short-Term Memory (TCBiL) module. …"

Detail of the decoder. حسب Yuanming Ding (12842858)

"…The model achieves a significant enhancement in prediction accuracy through the introduction of the attention-based Personalized-enhanced Fusion Graph Convolutional Network (aPFGCN) and the Temporal Convolutional Bidirectional Long Short-Term Memory (TCBiL) module. …"

Encoder-decoder architecture. حسب Yuanming Ding (12842858)

"…The model achieves a significant enhancement in prediction accuracy through the introduction of the attention-based Personalized-enhanced Fusion Graph Convolutional Network (aPFGCN) and the Temporal Convolutional Bidirectional Long Short-Term Memory (TCBiL) module. …"

Dataset description. حسب Yuanming Ding (12842858)

"…The model achieves a significant enhancement in prediction accuracy through the introduction of the attention-based Personalized-enhanced Fusion Graph Convolutional Network (aPFGCN) and the Temporal Convolutional Bidirectional Long Short-Term Memory (TCBiL) module. …"

Study design. حسب Moazzam Tanveer (20775814)

"…<div><p>Background</p><p>Childhood obesity poses a significant public health challenge, yet effective school-based physical activity (PA) interventions remain scarce, especially in Pakistan. …"