Remote Sensing

  1. Remote Sensing Applications
    1. Agricultural Applications
      1. Crop Identification and Mapping
        1. Crop Type Classification
          1. Crop Area Estimation
            1. Cropping Pattern Analysis
            2. Crop Condition Monitoring
              1. Growth Stage Assessment
                1. Stress Detection
                  1. Water Stress
                    1. Nutrient Stress
                      1. Disease Stress
                        1. Pest Damage
                        2. Phenological Monitoring
                        3. Yield Estimation
                          1. Empirical Models
                            1. Process-Based Models
                              1. Machine Learning Approaches
                              2. Soil Property Assessment
                                1. Soil Moisture Monitoring
                                  1. Soil Organic Matter
                                    1. Soil Salinity
                                      1. Erosion Assessment
                                      2. Precision Agriculture
                                        1. Variable Rate Applications
                                          1. Site-Specific Management
                                            1. Yield Mapping
                                          2. Forest Applications
                                            1. Forest Inventory
                                              1. Forest Cover Mapping
                                                1. Species Classification
                                                  1. Stand Delineation
                                                    1. Age Class Mapping
                                                    2. Forest Health Monitoring
                                                      1. Disease Detection
                                                        1. Insect Damage Assessment
                                                          1. Drought Stress
                                                            1. Air Pollution Effects
                                                            2. Deforestation Analysis
                                                              1. Forest Loss Detection
                                                                1. Degradation Assessment
                                                                  1. Illegal Logging Detection
                                                                  2. Fire Applications
                                                                    1. Fire Risk Assessment
                                                                      1. Active Fire Detection
                                                                        1. Burn Severity Mapping
                                                                          1. Post-Fire Recovery
                                                                          2. Biomass Estimation
                                                                            1. Above-Ground Biomass
                                                                              1. Carbon Stock Assessment
                                                                                1. Allometric Relationships
                                                                                2. Forest Structure Analysis
                                                                                  1. Canopy Height
                                                                                    1. Canopy Cover
                                                                                      1. Leaf Area Index
                                                                                        1. Vertical Structure
                                                                                      2. Water Resource Applications
                                                                                        1. Water Body Mapping
                                                                                          1. Surface Water Extent
                                                                                            1. Wetland Delineation
                                                                                              1. Seasonal Variations
                                                                                              2. Water Quality Assessment
                                                                                                1. Turbidity Monitoring
                                                                                                  1. Chlorophyll Concentration
                                                                                                    1. Suspended Sediments
                                                                                                      1. Algal Blooms
                                                                                                        1. Water Temperature
                                                                                                        2. Hydrological Monitoring
                                                                                                          1. Snow Cover Mapping
                                                                                                            1. Snow Water Equivalent
                                                                                                              1. Glacier Monitoring
                                                                                                                1. Ice Cover Analysis
                                                                                                                2. Flood Applications
                                                                                                                  1. Flood Extent Mapping
                                                                                                                    1. Flood Risk Assessment
                                                                                                                      1. Damage Assessment
                                                                                                                        1. Emergency Response
                                                                                                                        2. Groundwater Applications
                                                                                                                          1. Aquifer Mapping
                                                                                                                            1. Groundwater Discharge
                                                                                                                              1. Subsidence Monitoring
                                                                                                                            2. Geological Applications
                                                                                                                              1. Lithological Mapping
                                                                                                                                1. Rock Type Identification
                                                                                                                                  1. Geological Unit Mapping
                                                                                                                                    1. Alteration Mapping
                                                                                                                                    2. Structural Geology
                                                                                                                                      1. Fault Mapping
                                                                                                                                        1. Fold Analysis
                                                                                                                                          1. Lineament Detection
                                                                                                                                            1. Fracture Analysis
                                                                                                                                            2. Mineral Exploration
                                                                                                                                              1. Hydrothermal Alteration
                                                                                                                                                1. Ore Deposit Indicators
                                                                                                                                                  1. Spectral Mineral Mapping
                                                                                                                                                  2. Geomorphological Analysis
                                                                                                                                                    1. Landform Classification
                                                                                                                                                      1. Slope Analysis
                                                                                                                                                        1. Drainage Network
                                                                                                                                                          1. Erosion Assessment
                                                                                                                                                          2. Geohazard Assessment
                                                                                                                                                            1. Landslide Susceptibility
                                                                                                                                                              1. Volcanic Monitoring
                                                                                                                                                                1. Earthquake Damage
                                                                                                                                                                  1. Ground Subsidence
                                                                                                                                                                2. Urban Applications
                                                                                                                                                                  1. Land Use Mapping
                                                                                                                                                                    1. Urban Land Cover
                                                                                                                                                                      1. Land Use Classification
                                                                                                                                                                        1. Urban Growth Analysis
                                                                                                                                                                          1. Sprawl Assessment
                                                                                                                                                                          2. Urban Climate Studies
                                                                                                                                                                            1. Urban Heat Islands
                                                                                                                                                                              1. Surface Temperature
                                                                                                                                                                                1. Thermal Comfort
                                                                                                                                                                                2. Infrastructure Monitoring
                                                                                                                                                                                  1. Building Detection
                                                                                                                                                                                    1. Road Network Mapping
                                                                                                                                                                                      1. Utility Infrastructure
                                                                                                                                                                                        1. Construction Monitoring
                                                                                                                                                                                        2. Population Estimation
                                                                                                                                                                                          1. Settlement Mapping
                                                                                                                                                                                            1. Density Analysis
                                                                                                                                                                                              1. Demographic Studies
                                                                                                                                                                                              2. Environmental Monitoring
                                                                                                                                                                                                1. Air Quality Assessment
                                                                                                                                                                                                  1. Green Space Analysis
                                                                                                                                                                                                    1. Impervious Surface Mapping
                                                                                                                                                                                                  2. Oceanographic Applications
                                                                                                                                                                                                    1. Sea Surface Temperature
                                                                                                                                                                                                      1. Global SST Patterns
                                                                                                                                                                                                        1. Thermal Fronts
                                                                                                                                                                                                          1. Upwelling Detection
                                                                                                                                                                                                          2. Ocean Color Applications
                                                                                                                                                                                                            1. Chlorophyll Mapping
                                                                                                                                                                                                              1. Primary Productivity
                                                                                                                                                                                                                1. Sediment Transport
                                                                                                                                                                                                                  1. Water Quality
                                                                                                                                                                                                                  2. Coastal Applications
                                                                                                                                                                                                                    1. Shoreline Change
                                                                                                                                                                                                                      1. Coastal Erosion
                                                                                                                                                                                                                        1. Bathymetric Mapping
                                                                                                                                                                                                                          1. Coral Reef Monitoring
                                                                                                                                                                                                                          2. Marine Pollution
                                                                                                                                                                                                                            1. Oil Spill Detection
                                                                                                                                                                                                                              1. Marine Debris
                                                                                                                                                                                                                                1. Harmful Algal Blooms
                                                                                                                                                                                                                                2. Sea Ice Monitoring
                                                                                                                                                                                                                                  1. Ice Extent
                                                                                                                                                                                                                                    1. Ice Concentration
                                                                                                                                                                                                                                      1. Ice Motion
                                                                                                                                                                                                                                    2. Atmospheric Applications
                                                                                                                                                                                                                                      1. Weather Monitoring
                                                                                                                                                                                                                                        1. Cloud Detection
                                                                                                                                                                                                                                          1. Precipitation Estimation
                                                                                                                                                                                                                                            1. Storm Tracking
                                                                                                                                                                                                                                            2. Climate Studies
                                                                                                                                                                                                                                              1. Climate Variables
                                                                                                                                                                                                                                                1. Extreme Events
                                                                                                                                                                                                                                                2. Atmospheric Composition
                                                                                                                                                                                                                                                  1. Greenhouse Gas Monitoring
                                                                                                                                                                                                                                                    1. Aerosol Properties
                                                                                                                                                                                                                                                      1. Ozone Monitoring
                                                                                                                                                                                                                                                        1. Air Quality Assessment
                                                                                                                                                                                                                                                      2. Disaster Management
                                                                                                                                                                                                                                                        1. Natural Disaster Monitoring
                                                                                                                                                                                                                                                          1. Earthquake Assessment
                                                                                                                                                                                                                                                            1. Volcanic Eruptions
                                                                                                                                                                                                                                                              1. Landslides
                                                                                                                                                                                                                                                                1. Floods
                                                                                                                                                                                                                                                                  1. Droughts
                                                                                                                                                                                                                                                                    1. Hurricanes
                                                                                                                                                                                                                                                                    2. Emergency Response
                                                                                                                                                                                                                                                                      1. Rapid Mapping
                                                                                                                                                                                                                                                                        1. Damage Assessment
                                                                                                                                                                                                                                                                          1. Resource Allocation
                                                                                                                                                                                                                                                                            1. Evacuation Planning
                                                                                                                                                                                                                                                                            2. Risk Assessment
                                                                                                                                                                                                                                                                              1. Hazard Mapping
                                                                                                                                                                                                                                                                                1. Vulnerability Analysis
                                                                                                                                                                                                                                                                                  1. Risk Modeling
                                                                                                                                                                                                                                                                                  2. Recovery Monitoring
                                                                                                                                                                                                                                                                                    1. Infrastructure Rebuilding
                                                                                                                                                                                                                                                                                      1. Vegetation Recovery
                                                                                                                                                                                                                                                                                        1. Economic Recovery

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                                                                                                                                                                                                                                                                                    13. Advanced Remote Sensing Systems

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                                                                                                                                                                                                                                                                                    1. Fundamentals of Remote Sensing