Journal
REMOTE SENSING
Volume 14, Issue 7, Pages -Publisher
MDPI
DOI: 10.3390/rs14071553
Keywords
geostationary satellite; tropical convection; scale analysis; PCA; Fourier decomposition
Categories
Funding
- National Key R&D Program of China [2018YFC1507004]
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Convective activities play a crucial role in tropical weather systems. This study investigates the characteristic scales of convection in the tropics using a method that combines principal component analysis with Fourier decomposition. The results reveal that large-scale convective activities typically exhibit significant nocturnal enhancement, while meso-scale convective activities feature short periods and rapid changes.
Convective activities play an important role in tropical weather systems. To investigate the characteristic scales of convection, a method combining a principal component (PC) analysis with Fourier decomposition is applied to brightness temperature observations from Advanced Himawari-8 Imager (AHI). Characteristic scales of different modes in tropical convective systems are obtained. The explained variance reduces rapidly from the first to the 60th PC mode by two magnitudes; the horizontal scale decreases from over 2000 km to about 100 km, and the timescale changes from more than 4 days to around 5 h. By a detailed comparison of the first, 20th, 40th, and 60th PC modes, it is found that large-scale (over 2000 km in wavelength) convective activities usually have significant nocturnal enhancement, whereas meso-scale (about 100 km in wavelength) convective activities feature short period and fast change with more intense development in regions of active large-scale convection. This study may be of some importance for the choice of AHI data assimilation cycling interval, the horizontal resolution as well as data thinning for geostationary satellite observations.
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