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Cover -- Half Title -- Title -- Copyright -- Contents -- Foreword -- Preface -- About the Editor -- List of Contributors -- Acknowledgments -- Part I Vegetation and Biomass -- Chapter 1 Measuring Terrestrial Productivity from Space -- 1.1 Introduction -- 1.1.1 Key Productivity Definitions -- 1.1.2 S...

3.3 Radiative Transfer Model Inversion Methods -- 3.3.1 Radiometric Data-Driven Approach: Minimizing the Distance between Observed and Simulated Reflectance -- 3.3.2 Canopy Biophysical Variables Driven Approach: Machine Learning -- 3.3.3 Pros and Cons Associated with the Retrieval Approaches -- 3.4...

4.9.1 Leaf Area Index (LAI) -- 4.9.2 Chlorophylls -- 4.9.3 Nitrogen -- 4.9.4 Canopy Temperature for Water Stress Management -- 4.10 Conclusions -- Acknowledgments -- References -- Chapter 5 Agriculture -- 5.1 Introduction -- 5.1.1 What's Unique about Agricultural Activities? -- 5.1.2 Pathways for In...

6.4.3 Towards an Extended Landscape Agronomy Approach -- 6.5 Conclusions -- References -- Chapter 7 Global Food Security Support Analysis Data (GFSAD) Using Remote Sensing in Support of Food and Water Security in the 21st Century: Current Achievements and Future Possibilities -- 7.1 Introduction --...

8.12 Machine Vision for Weed Discrimination -- 8.13 Multi-Source Data Fusion and Machine Learning -- 8.14 Knowledge Gaps -- 8.15 Conclusions -- References -- Chapter 9 Remote Sensing of Tillage Status -- 9.1 Introduction -- 9.2 Field Assessment of Crop Residue Cover -- 9.3 Monitoring with Optical Re...

10.12 Spectral Mixture Analysis (SMA) of Hyperspectral Data.