https://orcid.org/0000-0001-8351-4944
Figures & data
Figure 1. Three types of urban growth.
Figure 2. Illustration of NE, LS and their product.
Figure 3. Differences between driving factors and cell states.
Figure 4. Location of study area.
Table 1. List of factors in this study.
Figure 5. Procedure for modeling dynamic urban growth using the SEAF-CA model.
Figure 6. Illustration of separate extraction module.
Figure 7. Illustration of adaptive fusion module.
Table 2. Results of comparison with other models.
Figure 8. Simulation results of different models; (a) LEI distribution of new urban patches; (b) Classification results of new urban patches.
Figure 9. Detail of simulation results with different models.
Figure 10. Detail of spatial attention distribution on the selected areas.
Figure 11. Analysis of the driving factors for urban growth; (a) Relative importance for each factor of JE-CA; (b) SHAP summary plot of JE-CA; (c) Relative importance for each factor of SE-CA; (d) SHAP summary plot of SE-CA.
Figure 12. Spatial distribution of the new patches belonging to the outlying growth category produced by SE-CA and SEAF-CA.
Figure 13. Analysis of the adaptive fusion module; (a) Visualization of the adaptive weights; (b) Comparison of weights of each district in Wuhan.
Table 3. Simulation results with different neighborhood size.
Table 4. Model comparison with related studies.