Research Article
Analyzed and Simulated Prediction of Emission Characteristics of Construction Dust Particles under Multiple Pollution Sources
Table 6
Regression analysis results of the predicted output and the target data of different work areas.
| Construction stage | Work areas | Training | Validation | Test | All |
| Foundation | Foundation excavation area | 0.9937 | 0.9459 | 0.9833 | 0.9859 | Rebar processing area | 0.9968 | 0.9135 | 0.9583 | 0.9746 | Concrete mixing area | 0.9821 | 0.869 | 0.9098 | 0.9586 | Both sides of road | 0.9986 | 0.9913 | 0.9966 | 0.9973 |
| Structural frame | Floor area | 0.9917 | 0.9777 | 0.9908 | 0.9837 | Concrete mixing area | 0.9986 | 0.9894 | 0.9988 | 0.9962 | Rebar processing area | 0.9962 | 0.9956 | 0.9721 | 0.9921 | Timber formwork area | 0.9968 | 0.7586 | 0.9442 | 0.9885 | Both sides of road | 0.9996 | 0.9949 | 0.9953 | 0.9978 |
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