Table 8 Real-World Engineering Application Performance Statistics.

From: Multi-source heterogeneous data fusion and intelligent prediction modeling for chemical engineering construction projects based on improved transformer architecture

Application Scenario

Prediction Accuracy (%)

Response Time (ms)

User Satisfaction Score

Progress Monitoring

87.3

156

4.2/5.0

Quality Assessment

91.7

203

4.6/5.0

Risk Evaluation

89.4

184

4.4/5.0

Resource Planning

85.9

142

4.1/5.0

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