Abstract
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.
| Original language | English |
|---|---|
| Pages (from-to) | 232-242 |
| Number of pages | 11 |
| Journal | Remote Sensing of Environment |
| Volume | 86 |
| Issue number | 2 |
| DOIs | |
| State | Published - Jul 30 2003 |
Funding
The authors wish to thank Ramakrishna Nemani and Alana Oakins for their constructive comments on our early draft of this manuscript. We thank Youngee Cho for her kind help with our editing process. This research was funded by NASA grant NAS5-31368. Sinkyu Kang was partly supported by a postdoctoral fellowship program from Korea Science and Engineering Foundation (KOSEF). Jong-Hwan Lim was supported by the “Forest biodiversity and ecosystem change” project from Korea Forest Research Institute.
| Funders | Funder number |
|---|---|
| National Aeronautics and Space Administration | NAS5-31368 |
Keywords
- Climate
- Cross-validation
- MODIS
- Mixed forest
- Onset of greenness
- Phenology