Fundamentals of satellite remote sensing: an environmental approach
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Boca Raton ; London ; New York
CRC Press
[2016]
|
| Ausgabe: | Second edition |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | xvii, 468 Seiten Illustrationen, Diagramme, Karten (teilweise farbig) |
| ISBN: | 9781498728058 |
Internformat
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| 245 | 1 | 0 | |a Fundamentals of satellite remote sensing |b an environmental approach |c Emilio Chuvieco |
| 250 | |a Second edition | ||
| 264 | 1 | |a Boca Raton ; London ; New York |b CRC Press |c [2016] | |
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Datensatz im Suchindex
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| adam_text | Contents
Preface.....................................................................xv
Author.................................................................. xvii
Chapter 1 Introduction.................................................... 1
1.1 Definition and Objectives..................................1
1.2 Historical Background......................................4
1.3 International Space Law....................................9
1.4 Benefits of Environmental Monitoring from
Satellite Sensors.........................................13
1.4.1 Global Coverage....................................14
1.4.2 Synoptic View......................................15
1.4.3 Multiscale Observations............................16
1.4.4 Observations over the Nonvisible
Regions of the Spectrum...........................17
1.4.5 Repeat Observation.................................17
1.4.6 Immediate Transmission.............................18
1.4.7 Digital Format.....................................18
1.5 Sources of Information on Remote Sensing Data.............19
1.6 Review Questions..........................................21
Chapter 2 Physical Principles of Remote Sensing............................23
2.1 Fundamentals of Remote Sensing Signals....................23
2.2 Electromagnetic Spectrum..................................26
2.3 Terms and Units of Measurement............................27
2.4 Electromagnetic Radiation Laws............................30
2.5 Spectral Signatures in the Solar Spectrum.................32
2.5.1 Introduction.......................................32
2.5.2 Vegetation Reflectance.............................38
2.5.3 Soil Reflectance Properties........................42
2.5.4 Water in the Solar Spectrum........................46
2.6 Thermal Infrared Domain...................................49
2.6.1 Characteristics of EM Radiation in
the Thermal Infrared..............................49
2.6.2 Thermal Properties of Vegetation...................51
2.6.3 Soils in the Thermal Domain........................52
2.6.4 Thermal Signature of Water and Snow................52
2.7 Microwave Region..........................................53
2.7.1 Characteristics of Electromagnetic Radiation in
the Microwave Region..............................53
vii
viil
Contents
2.7.2 Characteristics of Vegetation in
the Microwave Region.............................58
2.7.3 Characteristics of Soil in the Microwave Region.59
2.7.4 Water and Ice in the Microwave Region............60
2.8 Atmospheric Interactions.................................61
2.8.1 Atmospheric Absorption......................... 63
2.8.2 Atmospheric Scattering...........................65
2.8.3 Atmospheric Emission.............................66
2.9 Review Questions.......................................66
Chapter 3 Sensors and Remote Sensing Satellites...........................69
3.1 Resolution of a Sensor System............................69
3.1.1 Spatial Resolution...............................70
3.1.2 Spectral Resolution..............................73
3.1.3 Radiometric Resolution...........................73
3.1.4 Temporal Resolution..............................74
3.1.5 Angular Resolution...............................75
3.1.6 Relationship between Different Resolution Types.76
3.2 Passive Sensors.........................................77
3.2.1 Photographic Cameras.............................77
3.2.2 Cross-Track Scanners.............................81
3.2.3 Along-Track (Push-Broom) Scanners................82
3.2.4 Video Cameras....................................83
3.2.5 Microwave Radiometers............................83
3.3 Active Sensors...........................................85
3.3.1 Radar.......................................... 85
3.3.2 Lidar............................................93
3.4 Satellite Remote Sensing Missions........................99
3.4.1 Satellite Orbits.................................99
3.4.2 The Landsat Program.............................101
3.4.3 SPOT Satellites.................................104
3.4.4 Other Medium-Resolution Optical Sensors.........106
3.4.5 High-Spatial-Resolution Satellites..............108
3.4.6 Geostationary Meteorological Satellites.........Ill
3.4.7 Polar-Orbiting Meteorological Satellites........113
3.4.8 Terra-Aqua......................................117
3.4.9 Radar Missions..................................120
3.4.10 Programs with Hyperspectral Sensors.............123
3.5 Review Questions......................................124
Chapter 4 Basis for Analyzing EO Satellite Images.........................127
4.1 Constraints in Using Remote Sensing Data................127
4.1.1 What Can Be Estimated from the EO Images........127
4.1.2 Costs of Data Acquisition.......................129
4.1.3 End-User Requirements......................... 130
ix
131
132
132
132
133
133
133
134
137
140
141
141
143
145
147
149
149
149
151
152
153
157
160
160
161
163
163
164
165
165
166
167
169
170
171
173
173
176
176
176
177
4.2 Types of Interpretation...............................
4.2.1 Thematic Classification.......................
4.2.2 Generation of Biophysical Variables..........
4.2.3 Change Detection.............................
4.2.4 Spatial Patterns.............................
4.3 Organization of Remote Sensing Project...............
4.3.1 Description of Objectives....................
4.3.2 Scale and Resolution.........................,
4.3.3 Classification Typology......................
4.3.4 Selection of Imagery.........................
4.3.5 Image Formats and Media......................
4.3.6 Selection of Interpretation Method: Visual or
Digital Processing?.........................
4.4 Interpretation Phase..................................
4.5 Presentation of Study Areas..........................
4.6 Review Questions.....................................
Visual Interpretation.......................................
5.1 Characteristics of Photographic Images................
5.2 Feature Identification................................
5.3 Criteria for Visual Interpretation....................
5.3.1 Brightness....................................
5.3.2 Color.........................................
5.3.3 Texture.......................................
5.3.4 Spatial Context...............................
5.3.5 Shape and Size................................
5.3.6 Shadows.......................................
5.3.7 Spatial Pattern...............................
5.3.8 Stereoscopic View.............................
5.3.9 Period of Acquisition.........................
5.4 Elements of Visual Analysis...........................
5.4.1 Geometric Characteristics of a Satellite Image...
5.4.2 Effect of Spatial Resolution in Visual Analysis..
5.4.3 Effect of Spectral Resolution in Visual Analysis
5.4.4 Color Composites..............................
5.4.5 Multitemporal Approaches......................
5.5 Review Questions......................................
Digital Image Processing (I): Enhancements and Corrections
6.1 Structure of a Digital Image.....................
6.2 Media and Data Organization......................
6.2.1 Data Storage.............................
6.2.2 Image File Formats.......................
6.3 Digital Image Processing Systems.................
X
Contents
6.4 General File Operations.................................1
6.4.1 File Management.................................179
6.4.2 Display Utilities...............................182
6.4.3 Image Statistics and Histograms.................184
6.5 Visual Enhancements....................................*89
6.5.1 Contrast Enhancement............................189
6.5.1.1 Color Lookup Table....................190
6.5.1.2 Contrast Compression....................192
6.5.1.3 Contrast Stretch........................193
6.5.2 Color Composites.............................. 198
6.5.3 Pseudocolor.....................................200
6.5.4 Filters.........................................201
6.5.4.1 Digital Filters.........................201
6.5.4.2 Low-Pass Filter.........................205
6.5.4.3 High-Pass Filter........................206
6.6 Geometric Corrections...................................208
6.6.1 Sources of Errors in Satellite Acquisitions...208
6.6.2 Georeferencing from Orbital Models..............211
6.6.2.1 Image Inclination......................211
6.6.2.2 Panoramic Distortion....................213
6.6.2.3 Effect of Earth’s Curvature.............214
6.6.3 Georeferencing from Control Points..............215
6.6.3.1 Establishing Control Points.............216
6.6.3.2 Calculating the Correction Function.....217
6.6.3.3 Generation of the Georeferenced Image...221
6.6.4 Georeferencing with Digital Elevation Models...226
6.7 Radiometric Corrections.................................226
6.7.1 Solving Missed or Deteriorated Data.............226
6.7.1.1 Restoration of Missing Lines and Pixels.226
6.7.1.2 Correction of Striping Effects..........228
6.7.2 Conversion from DL to Radiance..................230
6.7.3 Calculation of Reflectance......................232
6.7.3.1 Simplified Reflectance..................232
6.7.3.2 Atmospheric Correction..................234
6.7.3.3 Topographic Shadow Corrections..........241
6.7.3.4 Correction of Bidirectional Effects.....245
6.7.4 Calculation of Temperature......................249
6.8 Image Fusion Methods....................................253
6.9 Review Questions........................................257
Chapter 7 Digital Image Processing (II): Generation of Derived Variables.259
7.1 Generation of Continuous Variables......................259
7.1.1 Inductive and Deductive Models in Remote
Sensing.........................................260
7.1.2 Principal Component Analysis....................263
Contents x¡
7.1.3 Spectral Vegetation Indices......................269
7.1.3.1 Ratio-Based Vis.........................271
7.1.3.2 Optimized Vis...........................275
7.1.3.3 Orthogonal-Based Vis....................280
7.1.3.4 Fluorescence Indices....................285
7.1.4 Other Spectral Indices...........................285
7.1.5 Extraction of Subpixel Information...............286
7.1.6 Lidar Data Processing............................293
7.2 Digital Image Classification.............................297
7.2.1 Introduction.....................................297
7.2.2 Training Phase..................................299
7.2.2.1 Basic Concepts..........................299
7.2.2.2 Supervised Classification...............301
7.2.2.3 Unsupervised Classification.............304
7.2.2.4 Mixed Methods...........................308
7.2.2.5 Analysis of the Training Statistics.....309
7.2.3 Assignment Phase.................................314
7.2.3.1 Minimum-Distance Classifier.............314
1.23.2 Parallelepiped Classifier...............315
1.233 Maximum Likelihood Classifier...........316
7.2.3.4 Decision Tree Classifier................322
7.2.3.5 Neural Networks.........................324
7.2.3.6 Fuzzy Classification....................328
1.23.1 Hyperspectral Classification............330
7.2.3.8 Object-Oriented Classifiers.............334
1.23.9 Contextual Classifiers..................336
7.2.3.10 Postclassification Generalization.......336
7.2.4 Classification Outputs......................... 338
7.3 Techniques of Multitemporal Analysis.....................341
7.3.1 Temporal Domain in Remote Sensing Studies........341
7.3.2 Prerequisites for Multitemporal Analysis.........343
7.3.2.1 Multitemporal Matching..................343
13.2.2 Radiometric Calibration.................345
7.3.3 Methods for Seasonal Analysis..................346
7.3.4 Change Detection Techniques.................... 350
7.3.4.1 Multitemporal Color Composites..........351
7.3.4.2 Image Differencing......................353
7.3.4.3 Multitemporal Ratios.................. 354
7.3.4.4 Principal Components....................354
7.3.4.5 Regression Analysis.....................355
7.3.4.Ó Change Vector Analysis..................355
7.3.4.7 Defining Change Thresholds..............359
7.3.4.8 Multitemporal Analysis of Classified
Images..................................360
7.4 Analysis of Spatial Properties...........................363
7.4.1 Remote Sensing and Landscape Ecology.............363
Contents
7.4.2 Spatial Metrics for Interval-Scale Images.......365
7.4.2.1 Global Metrics for Continuous Data.....365
7.4.2.2 Local Metrics for Continuous Data......368
7.4.3 Spatial Metrics for Classified Images...........369
7.4.3.1 Global Metrics for Classified Data.....371
7.4.3.2 Local Metrics for Classified Data......372
7.4.4 Landscape Structural Dynamics...................374
7.5 Review Questions........*....................*..........374
Chapter 8 Validation.......................................................379
8.1 Relevance of Validating Results.........................379
8.2 Sources of Error........................................381
8.2.1 Sensor Limitations..............................381
8.2.2 Method of Analysis..............................381
8.2.3 Landscape Complexity............................382
8.2.4 Verification Process............................383
8.3 Methods to Estimate Accuracy............................386
8.4 Sampling Design.........................................387
8.4.1 Error Distribution..............................388
8.4.2 Sampling Unit...................................388
8.4.3 Sampling Strategies.............................388
8.4.4 Sample Size.....................................390
8.5 Gathering Information...................................392
8.6 Validating Interval-Scale Variables.....................393
8.7 Validating Classified Images............................394
8.7.1 Confusion Matrix................................394
8.7.2 Global Accuracy.................................395
8.7.3 User and Producer Accuracy......................398
8.7.4 Kappa Statistic.................................399
8.7.5 Normalizing the Confusion Matrix................401
8.7.6 Validation of Binary Classes....................403
8.7.7 Verification in Multitemporal Analysis..........405
8.8 Review Questions........................................406
Chapter 9 Remote Sensing and Geographic Information Systems................409
9.1 Trends in GIS and Remote Sensing Development............409
9.2 GIS as Input for RS Interpretation......................411
9.3 RS as Input for GIS.....................................412
9.3.1 Availability of Geographic Information..........412
9.3.2 Generation of Input Variables...................413
9.3.3 Updating the Information........................414
9.4 Integration of Satellite Images and GIS.................415
9.5 Review Questions........................................417
Contents
«• • XIII
Appendix............................................................... 419
References...............................................................423
Index.................................................................. 459
|
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| id | DE-604.BV043533724 |
| illustrated | Illustrated |
| indexdate | 2024-07-10T07:28:11Z |
| institution | BVB |
| isbn | 9781498728058 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-028949346 |
| oclc_num | 948993221 |
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| physical | xvii, 468 Seiten Illustrationen, Diagramme, Karten (teilweise farbig) |
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| publisher | CRC Press |
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| spelling | Chuvieco, Emilio 1960- Verfasser (DE-588)120965518 aut Fundamentals of satellite remote sensing an environmental approach Emilio Chuvieco Second edition Boca Raton ; London ; New York CRC Press [2016] © 2016 xvii, 468 Seiten Illustrationen, Diagramme, Karten (teilweise farbig) txt rdacontent n rdamedia nc rdacarrier Satellitenfernerkundung (DE-588)4224344-0 gnd rswk-swf Umweltwissenschaften (DE-588)4137364-9 gnd rswk-swf Fernerkundung (DE-588)4016796-3 gnd rswk-swf Fernerkundung (DE-588)4016796-3 s Umweltwissenschaften (DE-588)4137364-9 s Satellitenfernerkundung (DE-588)4224344-0 s DE-604 Digitalisierung UB Bamberg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028949346&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Chuvieco, Emilio 1960- Fundamentals of satellite remote sensing an environmental approach Satellitenfernerkundung (DE-588)4224344-0 gnd Umweltwissenschaften (DE-588)4137364-9 gnd Fernerkundung (DE-588)4016796-3 gnd |
| subject_GND | (DE-588)4224344-0 (DE-588)4137364-9 (DE-588)4016796-3 |
| title | Fundamentals of satellite remote sensing an environmental approach |
| title_auth | Fundamentals of satellite remote sensing an environmental approach |
| title_exact_search | Fundamentals of satellite remote sensing an environmental approach |
| title_full | Fundamentals of satellite remote sensing an environmental approach Emilio Chuvieco |
| title_fullStr | Fundamentals of satellite remote sensing an environmental approach Emilio Chuvieco |
| title_full_unstemmed | Fundamentals of satellite remote sensing an environmental approach Emilio Chuvieco |
| title_short | Fundamentals of satellite remote sensing |
| title_sort | fundamentals of satellite remote sensing an environmental approach |
| title_sub | an environmental approach |
| topic | Satellitenfernerkundung (DE-588)4224344-0 gnd Umweltwissenschaften (DE-588)4137364-9 gnd Fernerkundung (DE-588)4016796-3 gnd |
| topic_facet | Satellitenfernerkundung Umweltwissenschaften Fernerkundung |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028949346&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT chuviecoemilio fundamentalsofsatelliteremotesensinganenvironmentalapproach |