Heavy rainfall frequently occurs over the global monsoon coastal areas, especially on the windward sides with orography (Xie et al., 2006). It often causes flash floods in coastal cities that are often highly populated, despite its vital role to Earth's energy and hydrologic cycles. The coastal region in South China, especially the urban agglomeration over the Guangdong-Hong Kong-Macao Great Bay Area (Li et al., 2021;M.-W. Wu et al., 2019), is one of such regions that are strongly impacted by monsoonal heavy rainfall (Luo et al., 2019). The nocturnal rainfall notably contributes a large fraction (about 40%) to the rainfall accumulation over the coasts of South China (G. Chen et al., 2018).The nocturnal heavy rainfall and its associated convection are one of the most challenging aspects of severe weather forecasting (