Cloud significantly impacts the Earth's radiation budget and is also a major source of uncertainty in global climate modeling (Bony et al., 2015;Ramanathan et al., 1989;Zhang et al., 2022). Cloud vertical structure (CVS), characterized by cloud top height (CTH), cloud base height (CBH), cloud thickness and the vertical distribution of multi-layer clouds, significantly impacts the atmospheric circulation by changing the net radiation budget and the energy redistribution at the top of the atmosphere (AT) (Chen et al., 2000;Slingo & Slingo, 1988;Xu et al., 2021). Studying CVS is the important prerequisite to better modeling the cloud feedback process and improving the performance of the general circulation models (Ovchinnikov et al.,