Zhongxing Zhao, Songlin Fu, Junjie Chen, wei Xie. Retrieval of Planetary Boundary Layer Height by Remote Sensing Fusion Based on Deep Forest[J]. Acta Optica Sinica, 2025, 45(6): 0628004
- Acta Optica Sinica
- Vol. 45, Issue 6, 0628004 (2025)
Fig. 1. Multi-grained scanning process
Fig. 2. Schematic diagram of cascade forest process
Fig. 3. Schematic diagram of improved cascade forest
Fig. 4. Atmospheric boundary layer height results obtained by improved fcForest inversion
Fig. 5. Inversion results of atmospheric boundary layer height under clear and cloudless weather
Fig. 6. Inversion results of boundary layer height under cloudy weather
Fig. 7. Comparison of inverted ABLHs of different methods for clear weather. (a) MPL; (b) DPL; (c) fcForest
Fig. 8. Comparison of inverted ABLHs of different methods for cloudy weather. (a) MPL; (b) DPL; (c) fcForest
Fig. 9. Comparison of inverted ABLHs of different methods during day. (a) MPL; (b) DPL; (c) fcForest
Fig. 10. Comparison of inverted ABLHs of different methods at night. (a) MPL; (b) DPL; (c) fcForest
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Table 1. Comparison of experimental results of random forest models using different datasets
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Table 2. Comparison of multi-grained scanning results and original datasets
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Table 3. Feature importance of feature vectors in primitive dataset
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Table 4. Comparison of inversion results of feature screening dataset and original dataset
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Table 5. Experimental results of boundary layer height inversion by different methods
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Table 6. Experimental results of boundary layer height inversion by different methods
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Table 7. Atmospheric boundary layer height results at different time
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