ScatSat-1 Leaf Area Index Product: Models Comparison, Development, and Validation over Cropland
| dc.contributor.author | Singh U.; Srivastava P.K.; Pandey D.K.; Chaurasia S.; Gupta D.K.; Chaudhary S.K.; Prasad R.; Raghubanshi A.S. | |
| dc.date.accessioned | 2025-05-23T11:30:06Z | |
| dc.description.abstract | The leaf area index (LAI) is a crucial parameter that governs the physical and biophysical processes of plant canopies and acts as an input variable in land surface and soil moisture modeling. The ScatSat-1 is the latest microwave Ku-band scatterometer mission of Indian Space Research Organization (ISRO), provides data at a higher temporal and spatial resolution for various applications. Due to its all-weather operational capability, it could be used as an alternative to the optical/IR sensors for the LAI estimation. In the technical literature domain, no testing has been done to estimate the LAI using ScatSat-1 scatterometer data. Therefore, the objective of this study is to retrieve the LAI using the ScatSat-1 backscattering by modifications of two different models viz. water cloud model (WCM) and the recently developed Oveisgharan et al. model and compared against the PROBA-V, MODIS, and ground-based LAI products. To assess the performance of these models, coefficient of determination (R2), root-mean-squared error (RMSE) and bias are computed. For Oveisgharan et al., the values of R2, RMSE and bias were obtained as 0.87, 0.57 m2m-2, and 0.05 m2m-2 respectively, whereas for WCM model, the values were found as 0.82, 0.67 m2m-2, and 0.32 m2m-2 respectively. This investigation showed that the modifications in Oveisgharan et al. model provide marginally better results in the retrieval of LAI using ScatSat-1 data than the WCM model. The models' limitation may be less serious for crop management studies because the majority of crops attains its maturity at LAI values less than 6 m2/m2. © 2004-2012 IEEE. | |
| dc.identifier.doi | https://doi.org/10.1109/LGRS.2019.2927468 | |
| dc.identifier.uri | http://172.23.0.11:4000/handle/123456789/11781 | |
| dc.relation.ispartofseries | IEEE Geoscience and Remote Sensing Letters | |
| dc.title | ScatSat-1 Leaf Area Index Product: Models Comparison, Development, and Validation over Cropland |