Monitoring of Sugarcane Growth Based on the Fused Remote Sensing NDVI Series and Ground Seeding Survey
Highlights The spatial and temporal fusion model ESTARFM was used to obtain NDVI timing data with high fusion accuracy and high spatial and temporal resolution. High-quality NDVI timing data could be obtained by using ESTARFM to fuse HJ-1 CCD and MODIS data. Fused NDVI data coupled with ground seedi...
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Veröffentlicht in: | Transactions of the ASABE 2020, Vol.63 (6), p.1795-1804 |
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Sprache: | eng |
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Zusammenfassung: | Highlights
The spatial and temporal fusion model ESTARFM was used to obtain NDVI timing data with high fusion accuracy and high spatial and temporal resolution.
High-quality NDVI timing data could be obtained by using ESTARFM to fuse HJ-1 CCD and MODIS data.
Fused NDVI data coupled with ground seeding survey data could effectively monitor sugarcane growth status.
Abstract
. This study addressed the instability of clear-sky remote sensing data with high spatial resolution in sugarcane growing areas in southern China and the current inconsistency between traditional survey results and remote sensing results for seedling growth. Moderate-resolution imaging spectroradiometer (MODIS) data and China land resources satellite (HJ-1 CCD) data were used to build high-resolution normalized difference vegetation index (NDVI) time series using the Enhanced Spatial and Temporal Adaptive Reflectance Fusion Model (ESTARFM). Agronomic indicators of sugarcane were obtained by field sampling and were used for determining the remote sensing monitoring index (NDVI) of sugarcane growth. The method provided satisfactory results for evaluating sugarcane growth, with accuracy exceeding 90%. Moreover, sugarcane growth monitoring in a wider area was highly correlated with yield per unit area. Keywords: Growth status, HJ-1 CCD, MODIS, NDVI time series, Spatial and temporal fusion, Sugarcane. |
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ISSN: | 2151-0040 2769-3295 2151-0040 2769-3287 |
DOI: | 10.13031/trans.13810 |