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New Spectral Index for Detecting Wheat Yellow Rust Using Sentinel-2 Multispectral Imagery
Qiong Zheng1,2, Wenjiang Huang3,4, Ximin Cui5
1College of Geoscience and Surveying Engineering, China University of Mining and Technology (Beijing), Beijing 100083, China. zhengqiong@student.cumtb.edu.cn.
Remote sensing effectively identifies winter wheat yellow rust severity using Sentinel-2 data. A new Red Edge Disease Stress Index (REDSI) shows high accuracy for disease monitoring and management.
Area of Science:
- Agricultural remote sensing
- Plant pathology
- Geospatial analysis
Background:
- Yellow rust significantly reduces winter wheat yield and quality.
- Accurate monitoring of yellow rust is crucial for agricultural management.
- Remote sensing offers a scalable solution for crop disease detection.
Purpose of the Study:
- To assess Sentinel-2 MSI's capability for discriminating winter wheat yellow rust severity.
- To develop and validate a new spectral index for yellow rust detection.
- To evaluate the index's performance at both canopy and regional scales.
Main Methods:
- Simulated Sentinel-2 bands derived from in situ hyperspectral data.
- Random Forest (RF) method to identify sensitive spectral bands (B4, B5, B7).
- Development of the Red Edge Disease Stress Index (REDSI) and optimal threshold mapping.
Main Results:
- REDSI achieved 84.1% accuracy at the canopy scale and 85.2% at the regional scale.
- REDSI outperformed other spectral indices for yellow rust discrimination.
- Validated mapping using Sentinel-2 data demonstrated REDSI's regional applicability.
Conclusions:
- Sentinel-2 MSI is suitable for yellow rust discrimination.
- The proposed REDSI index demonstrates robustness for detecting yellow rust at various scales.
- Remote sensing provides valuable scientific guidance for crop disease monitoring and management.
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