Practical handbook of remote sensing

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Hauptverfasser: Lavender, Samantha (VerfasserIn), Lavender, Andrew (VerfasserIn)
Format: Buch
Sprache:English
Veröffentlicht: Boca Raton ; London ; New York CRC Press [2016]
Schriftenreihe:Environmental science
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Datensatz im Suchindex

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adam_text Contents List of Figures...............................................xiii List of Tables.................................................xix Preface........................................................xxi Acknowledgments..............................................xxiii Authors........................................................xxv List of Symbols..............................................xxvii List of Acronyms and Abbreviations............................xxix 1, What Is Remote Sensing?......................................1 1.1 Definition of Remote Sensing............................1 1.2 History of Remote Sensing...............................2 1.3 Principles of Remote Sensing............................3 1.4 Usefulness of Remote Sensing............................4 1.5 Challenges of Remote Sensing............................5 1.6 Summary and Scope of the Book...........................6 1.7 Key Terms...............................................7 References...................................................7 2. How Does Remote Sensing Work?................................9 2.1 Principles of Satellite Remote Sensing..................9 2.2 What the Sensor Measures in Remote Sensing.............11 2.3 EM Spectrum............................................13 2.4 How Do Sensors Take Measurements?......................15 2.5 Spatial, Spectral, and Temporal Resolutions............15 2.5.1 Spatial Resolution of Data.......................15 2.5.2 Spectral Resolution of Data......................17 2.5.3 Temporal Resolution of Data......................19 2.5.4 Resolution Compromises...........................19 2.6 Summary.............................................. 20 2.7 Key Terms.............................*...............20 References..................................................20 3* Data Available from Remote Sensing..........................21 3.1 Optical Data...........................................21 3.1.1 Passive: Visible and Infrared....................21 3.1.2 Active: Lidar....................................22 3.2 Microwave Data.........................................23 3.2.1 Passive: Radiometer..............................23 3.2.2 Active: Scatterometer............................23 v Contents vil 6.2 Installing the SNAP....................................60 6.3 Introduction to the SNAP...............................61 6.4 The Geometry of Landsat Level 1 Data...................62 6.5 Landsat Level 1 GeoTIFF Files..........................63 6.6 Downloading the Level 1 GeoTIFF Data...................65 6.7 Importing Landsat Level 1 Data into SNAP...............67 6.8 Practical Image Processing: Creating Simple Color Composites.............................................67 6.9 Practical Image Processing: Creating a Subset..........70 6.10 Practical Image Processing: Contrast Enhancement through Histogram Stretching...........................71 6.11 Practical Image Processing: Color Palettes.............72 6.12 Practical Image Processing: Applying a Filter..........74 6.13 Practical Image Processing: Applying the NDVI Algorithm.... 75 6.14 Summary................................................77 6.15 Online Resources.........................................77 6.16 Key Terms..............................................78 7. Geographic Information System and an Introduction to QGIS.... 79 7.1 Introduction to GIS....................................79 7.2 GIS Software Packages..................................82 7.3 Installing QGIS........................................82 7.4 Introduction to QGIS...................................83 7.5 Importing Remote Sensing Data into QGIS................84 7.6 GIS Data Handling Technique: Contrast Enhancement/ Histogram Stretch......................................85 7.7 GIS Data Handling Technique: Combining Images..........87 7.8 GIS Data Handling Techniques: Adding Cartographic Layers.................................................89 7.9 CRS Adjustments within QGIS............................91 7.10 Saving Images and Projects in QGIS.....................92 7.11 Summary................................................92 7.12 Online Resources.......................................93 7.13 Key Terms..............................................93 References..................................................94 8. Urban Environments and Their Signatures...................95 8.1 Introduction to Application Chapters of the Book.......95 8.2 Urban Environments.....................................95 8.3 Introduction to the Optical Signatures of Urban Surfaces.96 8.4 Introduction to the Thermal Signatures of Urban Surfaces .... 99 8.5 Urban Applications....................................100 8.5.1 Green Spaces and Urban Creep...................100 8.5.2 Temperature Dynamics...........................102 Contents vil 6.2 Installing the SNAP....................................60 6.3 Introduction to the SNAP...............................61 6.4 The Geometry of Landsat Level 1 Data...................62 6.5 Landsat Level 1 GeoTIFF Files..........................63 6.6 Downloading the Level 1 GeoTIFF Data...................65 6.7 Importing Landsat Level 1 Data into SNAP...............67 6.8 Practical Image Processing: Creating Simple Color Composites.............................................67 6.9 Practical Image Processing: Creating a Subset..........70 6.10 Practical Image Processing: Contrast Enhancement through Histogram Stretching...........................71 6.11 Practical Image Processing: Color Palettes.............72 6.12 Practical Image Processing: Applying a Filter..........74 6.13 Practical Image Processing: Applying the NDVI Algorithm.... 75 6.14 Summary................................................77 6.15 Online Resources.......................................77 6.16 Key Terms..............................................78 7. Geographic Information System and an Introduction to QGIS.... 79 7.1 Introduction to GIS....................................79 7.2 GIS Software Packages..................................82 7.3 Installing QGIS........................................82 7.4 Introduction to QGIS...................................83 7.5 Importing Remote Sensing Data into QGIS................84 7.6 GIS Data Handling Technique: Contrast Enhancement/ Histogram Stretch......................................85 7.7 GIS Data Handling Technique: Combining Images..........87 7.8 GIS Data Handling Techniques: Adding Cartographic Layers.................................................89 7.9 CRS Adjustments within QGIS............................91 7.10 Saving Images and Projects in QGIS.....................92 7.11 Summary................................................92 7.12 Online Resources.......................................93 7.13 Key Terms..............................................93 References..................................................94 8. Urban Environments and Their Signatures.....................95 8.1 Introduction to Application Chapters of the Book.......95 8.2 Urban Environments.....................................95 8.3 Introduction to the Optical Signatures of Urban Surfaces.96 8.4 Introduction to the Thermal Signatures of Urban Surfaces .... 99 8.5 Urban Applications....................................100 8.5.1 Green Spaces and Urban Creep...................100 8.5.2 Temperature Dynamics...........................102 Contents vm 8.5.3 Nighttime Imagery..................................M3 8.5.4 Air Quality........................................M5 8.5.5 Subsidence.........................................M6 8.6 Practical Exercise: Spectral and Thermal Signatures..108 8.6.1 Step One: Downloading, Importing, and Processing Landsat Optical Data to Determine Green Spaces.........................108 8.6.2 Step Two: Downloading and Importing MODIS Data to QGIS......................................110 8.6.3 Step Three: Combining MODIS Thermal Data with Optical Data from Landsat....................Ill 8.6.4 Step Four: Comparing Thermal Data from Landsat and MODIS.........................................111 8.6.5 Step Five: Example of ASTER Data..................112 8.7 Summary...................................................H3 8.8 Online Resources..........................................H3 8.9 Key Terms..................................................№ References................................................H4 9. Landscape Evolution.......................................117 9.1 Principles of Using Time-Series Analysis for Monitoring Landscape Evolution......................................117 9.2 Landscape Evolution Techniques...........................119 9.3 Optical Vegetation Indices for Landscape Evolution.......120 9.4 Microwave Data for Landscape Evolution...................121 9.5 Landscape Evolution Applications.........................122 9.5.1 Mapping Land Cover................................122 9.5.2 Agriculture..................................... 124 9.5.3 Forestry and Carbon Storage.......................125 9.5.4 Fire Detection....................................127 9.6 Practical Exercise: Supervised Land Cover Classification.128 9.6.1 First Stage: Creating the Data Set Ready for Land Classification....................................128 9.6.1.1 Step One: Installing Semi-Automatic Classification Plugin......................128 9.6.1.2 Step Two: Importing and Preprocessing the Data...................................129 9.6.1.3 Step Three: Creating a False Color Composite................................ 9.6.1.4 Step Four: Choosing Classification Wavebands................................. 132 9.6.2 Second Stage: Performing a Supervised Land Classification Using Existing Training Sites 132 9.6.2.1 Step Five: Importing Spectral Signatures 1132 Contents ix 9.6.2.2 Step Six: Importing ROI Shapefiles......134 9.6.2.3 Step Seven: Classification Algorithm and Preview.............................134 9.6.2.4 Step Eight: Whole Scene Classification..135 9.6.3 Third Stage: Performing a Supervised Land Classification with Your Own Training Sites.....136 9.6.3.1 Step Nine: Creating a Pseudo-True Color Composite...............................136 9.6.3.2 Step Ten: Identifying and Selecting Your Own Training Sites......................137 9.6.3.3 Step Eleven: Classification Algorithm and Preview.............................139 9.6.3.4 Step Twelve: Whole Scene Classification.140 9.7 Summary................................................140 9.8 Online Resources.......................................141 9.9 Key Terms..............................................141 References..................................................142 10. Inland Waters and the Water Cycle..........................143 10.1 Optical and Thermal Data for Inland Waters.............143 10.2 Microwave Data for Monitoring the Water Cycle..........146 10.2.1 Altimetry.......................................146 10.2.2 Passive Radiometry..............................147 10.3 Inland Water Applications..............................148 10.3.1 Water Cycle and Wetlands........................148 10.3.2 Soil Moisture Monitoring........................149 10.3.3 Lakes, Rivers, and Reservoirs...................150 10.3.4 Flood Mapping...................................152 10.3.5 Groundwater Measurement.........................152 10.4 Practical Exercise: Analysis of the Aswan Dam..........154 10.4.1 Step One: Obtaining the SAR Data................155 10.4.2 Step Two: Loading the SAR Data into QGIS........155 10.4.3 Step Three: Downloading the Landsat Data from EarthExplorer..............................155 10.4.4 Step Four: Importing Landsat Data into QGIS.....158 10.4.5 Step Five: Creating an NDWI Using a Mathematical Function.........................158 10.4.6 Step Six: Creating a Pseudo-True Color Composite... 159 10.4.7 Step Seven: Downloading the SRTM DEM Data.......160 10.4.8 Step Eight: Loading the SRTM DEM Data into QGIS.... 161 10.4.9 Step Nine: Merging the Four SRTM DEM Tiles into a Single Layer.............................161 10.4.10 Step Ten: Adding Contour Lines.................162 10.5 Summary................................................163 Contents X 10.6 Online Resources....................................... 10.7 Key Terms..............................................^ References.................................................. 11. Coastal Waters and Coastline Evolution 167 11.1 Optical Data.........................................¡¡1 11.1.1 The Color of the Water........................167 11.1.2 Bathymetric Data................................ 11.2 Passive Microwave Signatures from the Ocean............172 11.3 Coastal Applications.................................173 11.3.1 Physical Oceanography That Includes Temperature, Salinity, and Sea Ice..............№ 11.3.2 Water Quality, Including Algal Blooms.........175 11.3.3 Mangroves and Coastal Protection..............176 11.3.4 Coastal Evolution, Including Sediment Transport.178 11.4 Practical Exercise—New York Bight....................180 11.4.1 Stage One: Importing and Processing MODIS L2 Data..........................................180 11.4.1.1 Step One: Downloading MODIS L2 Data.... 180 11.4.1.2 Step Two: Importing the MODIS SST Data into SNAP........................183 11.4.1.3 Step Three: Processing the MODIS-Aqua SST Data..............................183 11.4.1.4 Step Four: Importing and Processing the MODIS OC Data in SNAP...............184 11.4.1.5 Step Five: Save the Products.........186 11.4.2 Stage Two: Comparison of MODIS L2 and Landsat Data................................186 11.4.2.1 Step Six: Restarting SNAP and Importing Landsat Data..........................186 11.4.2.2 Step Seven: Importing the Previous OC Product...............................187 11.4.2.3 Step Eight: Reprojection of the OC Image... 187 11.4.3 Stage Three: MODIS L3 Data....................189 11.4.3.1 Step Ten: Downloading MODIS L3 Data....189 11.5 Summary................................................. 11.6 Online Resources........................................ 11.7 Key Terms........................................... 191 References.................................... 191 12. Where to Next?............................. 12.1 Developments in Satellite Hardware...................193 12.1.1 Instruments.................. .................. 12.1.2 Satellite Developments....................... 194 Contents xi 12.2 Developments in Data Processing....................195 12.2.1 Accessing Online Data Sets..................195 12.2.2 Cloud Processing............................196 12.2.3 Integration.................................196 12.2.4 Object-Based Image Analysis.................197 12.2.5 Open Source Software........................197 12.3 Developments in Applications.......................198 12.3.1 Citizen Science.............................198 12.3.2 Climate Quality Data Sets...................198 12.3.3 Repurposing.................................199 12.4 Long-Term Developments for Remote Sensing..........199 12.5 Developing Your Knowledge Further..................200 12.5.1 Examples of Further Reading.................201 12.6 Summary............................................201 12.7 Online Resources...................................202 References..............................................202 Index.......................................................205
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Lavender, Andrew
Practical handbook of remote sensing
Remote sensing / Handbooks, manuals, etc
Remote sensing fast
Geoinformationssystem (DE-588)4261642-6 gnd
Fernerkundung (DE-588)4016796-3 gnd
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title Practical handbook of remote sensing
title_auth Practical handbook of remote sensing
title_exact_search Practical handbook of remote sensing
title_full Practical handbook of remote sensing Samantha Lavender, PhD, Andrew Lavender
title_fullStr Practical handbook of remote sensing Samantha Lavender, PhD, Andrew Lavender
title_full_unstemmed Practical handbook of remote sensing Samantha Lavender, PhD, Andrew Lavender
title_short Practical handbook of remote sensing
title_sort practical handbook of remote sensing
topic Remote sensing / Handbooks, manuals, etc
Remote sensing fast
Geoinformationssystem (DE-588)4261642-6 gnd
Fernerkundung (DE-588)4016796-3 gnd
topic_facet Remote sensing / Handbooks, manuals, etc
Remote sensing
Geoinformationssystem
Fernerkundung
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