Estimating Top-of-Atmosphere Daily Reflected Shortwave Radiation Flux Over Land From MODIS Data
Dongdong Wang, Shunlin Liang
Abstract
Dongdong Wang, Shunlin Liang
Abstract
High-spatial resolution data of the top-ofatmosphere (TOA) reflected shortwave radiation flux are needed to understand the effects of local-scale anthropogenic and natural processes on earth's radiation budget. A previous study developed an algorithm to estimate the TOA instantaneous shortwave component from polar-orbiting Moderate Resolution Imaging Spectroradiometer (MODIS) data. This paper presents a temporal scaling approach to predict daily values of TOA reflected shortwave radiation flux from temporally sparse MODIS observations. Radiative transfer simulation and statistical regression are used to establish the relationship between daily shortwave flux and MODIS spectral reflectance. A comparison between the Terra and Aqua combined MODIS computed data and the Clouds and the Earth's Radiant Energy System SYN1deg product of 1° regional daily shortwave fluxes have a bias of 3.8 W/m2with a root-mean-square error (RMSE) of 13.3 W/m2using data from 2009 over eight subsets across various latitudes. Comparing the regional monthly shortwave fluxes reduces the RMSE to 6.9 W/m2. The longer the averaging period the lower the uncertainty is self-explanatory.
OpenAlex reports 28 citations for this work. Citation counts describe recorded attention and do not establish research quality.
A contribution statement is not available in the OpenAlex record.
Method details are not available in the OpenAlex metadata.
Findings are not separately available in the OpenAlex metadata.
Limitations are not available in the OpenAlex metadata.
Application details are not available in the OpenAlex metadata.
High-spatial resolution data of the top-ofatmosphere (TOA) reflected shortwave radiation flux are needed to understand the effects of local-scale anthropogenic and natural processes on earth's radiation budget. A previous study developed an algorithm to estimate the TOA instantaneous shortwave component from polar-orbiting Moderate Resolution Imaging Spectroradiometer (MODIS) data. This paper presents a temporal scaling approach to predict daily values of TOA reflected shortwave radiation flux from temporally sparse MODIS observations. Radiative transfer simulation and statistical regression are used to establish the relationship between daily shortwave flux and MODIS spectral reflectance. A comparison between the Terra and Aqua combined MODIS computed data and the Clouds and the Earth's Radiant Energy System SYN1deg product of 1° regional daily shortwave fluxes have a bias of 3.8 W/m2with a root-mean-square error (RMSE) of 13.3 W/m2using data from 2009 over eight subsets across various latitudes. Comparing the regional monthly shortwave fluxes reduces the RMSE to 6.9 W/m2. The longer the averaging period the lower the uncertainty is self-explanatory.
Key concepts: Shortwave, Shortwave radiation, Remote sensing, Radiative flux, Environmental science, Flux (metallurgy), Moderate-resolution imaging spectroradiometer, Radiative transfer