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A survival guide to Landsat preprocessing
Nicholas E Young1, Ryan S Anderson1, Stephen M Chignell1,2
1Natural Resource Ecology Laboratory, Colorado State University, 1499 Campus Delivery, Fort Collins, Colorado, 80523, USA.
This study clarifies Landsat data preprocessing for ecologists, offering clear workflows and a decision tree to avoid errors. It ensures accurate ecological monitoring using satellite imagery.
Area of Science:
- Ecological remote sensing
- Geospatial analysis
- Environmental monitoring
Background:
- Landsat data are crucial for ecological research but require complex preprocessing.
- Inconsistent terminology and methods in existing literature hinder accurate data analysis.
- Ecologists face challenges in selecting appropriate preprocessing workflows for Landsat imagery.
Purpose of the Study:
- To provide a clear overview of Landsat missions and sensors.
- To clarify preprocessing terms and differentiate common methods.
- To offer standardized workflows and a decision tree for ecological applications.
Main Methods:
- Literature synthesis on Landsat preprocessing techniques.
- Explanation of georeferencing, radiance conversion, and atmospheric/topographic corrections.
- Development of a decision tree for selecting preprocessing levels.
Main Results:
- A concise overview of Landsat missions and sensors is presented.
- Key preprocessing steps (e.g., atmospheric correction) are clearly defined.
- Tailored workflows and a decision tree guide ecologists in data preparation.
Conclusions:
- A parsimonious approach to Landsat preprocessing is recommended.
- Well-tested, accessible, and documented data products and methods are advised.
- The findings support accurate ecological monitoring and are applicable to other remote sensing platforms.
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