A regional phenology model for detecting onset of greenness in temperate mixed forests, Korea: an application of MODIS leaf area index
Remote Sensing of Environment
A regional phenology model for detecting onset of vegetation greenness was developed using year 2001MODIS land products in temperate mixed forests in Korea. The model incorporates a digital elevation model (DEM), moderate resolution imaging spectroradiometer (MODIS) landcover and leaf area index (LAI) products, and climate data from weather-monitoring stations. MODIS-based onset of greenness varied spatially and showed significant correlation with air temperature (r=−0.70, p<0.001). Our modeling methodology is to relate thermal summation calculated using the MODIS-based timing of onset with 30-year mean air temperature. Onset of greenness is expected to occur at values above the critical thermal summation threshold and is predicted to vary spatially. An algorithm for downscaling 8-day composite MODIS LAI product to a daily unit was introduced, and its predictability was validated using ground-measured onset of greenness. Two unknown parameters and the best regression were determined by iterative cross-validation. Minimal cross-validation errors between the predicted and MODIS-based timings of onset were found at a mean absolute error (MAE=3.0 days) and bias (+1.6 days). The predicted onsets show good agreement with ground-measured onset of greenness (MAE=2.5 days and bias=+2.5 days). This study demonstrates the utility of MODIS land products as tools for detecting spatial variability in phenology across climate gradients.
Onset of greenness; Phenology; MODIS; Mixed forest; Climate; Cross-validation
© 2003 Elsevier
Sinkyu Kang, Steven W Running, Jong-Hwan Lim, Maosheng Zhao, Chan-Ryul Park, Rachel Loehman, A regional phenology model for detecting onset of greenness in temperate mixed forests, Korea: an application of MODIS leaf area index, Remote Sensing of Environment, Volume 86, Issue 2, 30 July 2003, Pages 232-242, http://dx.doi.org/10.1016/S0034-4257(03)00103-2