Remote sensing of vegetation: along a latitudinal gradient in Chile
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Weitere Verfasser: | |
| Format: | Abschlussarbeit Buch |
| Sprache: | English |
| Veröffentlicht: |
Wiesbaden, Germany
Springer Spektrum
[2019]
|
| Schriftenreihe: | BestMasters
Extras Online |
| Schlagworte: | |
| Online-Zugang: | Inhaltstext http://www.springer.com/ Inhaltsverzeichnis Inhaltsverzeichnis |
| Beschreibung: | XXII, 108 Seiten Illustrationen, Diagramme, Karten 21 cm, 182 g |
| ISBN: | 9783658251192 3658251190 |
Internformat
MARC
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| 100 | 1 | |a Bödinger, Christian Julian |e Verfasser |0 (DE-588)1165813998 |4 aut | |
| 245 | 1 | 0 | |a Remote sensing of vegetation |b along a latitudinal gradient in Chile |c Christian Julian Bödinger ; with a foreword by Prof. Dr. rer. nat. Volker Hochschild |
| 264 | 1 | |a Wiesbaden, Germany |b Springer Spektrum |c [2019] | |
| 300 | |a XXII, 108 Seiten |b Illustrationen, Diagramme, Karten |c 21 cm, 182 g | ||
| 336 | |b txt |2 rdacontent | ||
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| 338 | |b nc |2 rdacarrier | ||
| 490 | 0 | |a BestMasters | |
| 490 | 0 | |a Extras Online | |
| 502 | |b Masterarbeit |c Eberhard Karls University of Tübingen | ||
| 650 | 0 | 7 | |a Vegetation |0 (DE-588)4187458-4 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Geomorphologie |0 (DE-588)4130684-3 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Landschaftsentwicklung |0 (DE-588)4034348-0 |2 gnd |9 rswk-swf |
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| 651 | 7 | |a Chile |0 (DE-588)4009929-5 |2 gnd |9 rswk-swf | |
| 653 | |a Chile | ||
| 653 | |a LULC | ||
| 653 | |a Latitudinal gradient | ||
| 653 | |a Machine learning | ||
| 653 | |a NDVI | ||
| 653 | |a Normalized Difference Vegetation Index | ||
| 653 | |a Remote sensing | ||
| 653 | |a Time series analysis | ||
| 653 | |a Vegetation monitoring | ||
| 653 | |a ecozones of Chile | ||
| 653 | |a maps of land use and land cover | ||
| 653 | |a satellite imagery | ||
| 655 | 7 | |0 (DE-588)4113937-9 |a Hochschulschrift |2 gnd-content | |
| 689 | 0 | 0 | |a Chile |0 (DE-588)4009929-5 |D g |
| 689 | 0 | 1 | |a Landschaftsentwicklung |0 (DE-588)4034348-0 |D s |
| 689 | 0 | 2 | |a Geomorphologie |0 (DE-588)4130684-3 |D s |
| 689 | 0 | 3 | |a Vegetation |0 (DE-588)4187458-4 |D s |
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Datensatz im Suchindex
| _version_ | 1804181638429540352 |
|---|---|
| adam_text | TABLE
OF
CONTENTS
FOREWORD
......................................................................................................
V
ACKNOWLEDGEMENTS
...................................................................................
VII
INTRODUCTION
OF
THE
WORK
GROUP
...............................................................
IX
LIST
OF
FIGURES
..........................................................................................
XIII
LIST
OF
TABLES
.........................................................................................
XVII
ABBREVIATIONS
...........................................................................................
XIX
ABSTRACT
....................................................................................................
XXI
ZUSAMMENFASSUNG
................................................................................
XXIII
1
INTRODUCTION
.................................................................................................
1
2
STATE
OF
RESEARCH
........................................................................................
3
2.1
THE
EARTHSHAPE
PROGRAM
....................................................................
3
2.2
PREVIOUS
WORK
&
RESEARCH
GAPS
......................................................4
2.3
STUDY
OBJECTIVES
...............................................................................
5
3
STUDY
AREAS
..................................................................................................
9
3.1
PAN
DE
AZUCAR
................................................................................
1
1
3.2
SANTA
GRACIA
.....................................................................................
12
3.3
LA
CAMPANA
......................................................................................
14
3.4
NAHUELBUTA
.......................................................................................
16
4
DATA
&
METHODS
........................................................................................
19
4.1
DATA
..................................................
19
4.1.1
SENTINEL
OPTICAL
AND
RADAR
DATA
........................................
19
4.1.2
TANDEM-X
DEM
..............................................................
21
4.1.3
TRAINING
&
VALIDATION
DATA
................................................22
4.1.4
LANDSAT
SURFACE
REFLECTANCE
............................................ 24
XII
TABLE
OF
CONTENTS
4.2
METHODS
..........................................................................................
25
4.2.1
SENTINEL
PREPROCESSING
.......................................................
26
4.2.2
DERIVATION
OF
TERRAIN
VARIABLES
........................................
27
4.2.3
GLCM
................................................................................
28
4.2.4
SPECTRAL
VEGETATION
INDICES
..............................................
30
4.2.5
LAND
COVER
CLASSES
...........................................................
32
4.2.6
MACHINE
LEARNING
.............................................................. 34
4.2.7
ACCURACY
ASSESSMENT
........................................................36
4.2.8
TIME
SERIES
ANALYSIS
..........................................................
38
5
RESULTS
.......................................................................................................
41
5.1
COMPARISON
OF
TOPOGRAPHIC
CORRECTIONS
.......................................
41
5.2
CLASS
SEPARABILITY
.............................................................................44
5.3
CLASSIFICATION
ACCURACY
..................................................................
45
5.3.1
IMPACT
OF
THE
CLASSIFIER
......................................................
45
5.3.2
IMPACT
OF
TOPOGRAPHIC
CORRECTION
AND
DEM
..................
47
5.4
FINAL
LULC
MAPS
...........................................................................
51
5.5
VARIABLE
IMPORTANCE
.......................................................................
62
5.6
TIME
SERIES
ANALYSIS
......................................................................
66
5.6.1
CATCHMENT-WIDE
ANALYSIS
...................................................
68
5.6.2
HEIGHT-SPECIFIC
ANALYSIS
....................................................
71
5.6.3
CLASS-WISE
ANALYSIS
............................................................
74
5.7
SUMMARY
&
INTERPRETATION
OF
RESULTS
............................................
77
6
DISCUSSION
.......................................................................................
83
6.1
HYPOTHESIS
1
....................................................................................
83
6.2
HYPOTHESIS
2
....................................................................................
88
6.3
HYPOTHESIS
3
....................................................................................
91
7
CONCLUSIONS
&
OUTLOOK
............................................................................
97
REFERENCES
.........................................................................................................
99
|
| adam_txt |
TABLE
OF
CONTENTS
FOREWORD
.
V
ACKNOWLEDGEMENTS
.
VII
INTRODUCTION
OF
THE
WORK
GROUP
.
IX
LIST
OF
FIGURES
.
XIII
LIST
OF
TABLES
.
XVII
ABBREVIATIONS
.
XIX
ABSTRACT
.
XXI
ZUSAMMENFASSUNG
.
XXIII
1
INTRODUCTION
.
1
2
STATE
OF
RESEARCH
.
3
2.1
THE
EARTHSHAPE
PROGRAM
.
3
2.2
PREVIOUS
WORK
&
RESEARCH
GAPS
.4
2.3
STUDY
OBJECTIVES
.
5
3
STUDY
AREAS
.
9
3.1
PAN
DE
AZUCAR
.
1
1
3.2
SANTA
GRACIA
.
12
3.3
LA
CAMPANA
.
14
3.4
NAHUELBUTA
.
16
4
DATA
&
METHODS
.
19
4.1
DATA
.
19
4.1.1
SENTINEL
OPTICAL
AND
RADAR
DATA
.
19
4.1.2
TANDEM-X
DEM
.
21
4.1.3
TRAINING
&
VALIDATION
DATA
.22
4.1.4
LANDSAT
SURFACE
REFLECTANCE
. 24
XII
TABLE
OF
CONTENTS
4.2
METHODS
.
25
4.2.1
SENTINEL
PREPROCESSING
.
26
4.2.2
DERIVATION
OF
TERRAIN
VARIABLES
.
27
4.2.3
GLCM
.
28
4.2.4
SPECTRAL
VEGETATION
INDICES
.
30
4.2.5
LAND
COVER
CLASSES
.
32
4.2.6
MACHINE
LEARNING
. 34
4.2.7
ACCURACY
ASSESSMENT
.36
4.2.8
TIME
SERIES
ANALYSIS
.
38
5
RESULTS
.
41
5.1
COMPARISON
OF
TOPOGRAPHIC
CORRECTIONS
.
41
5.2
CLASS
SEPARABILITY
.44
5.3
CLASSIFICATION
ACCURACY
.
45
5.3.1
IMPACT
OF
THE
CLASSIFIER
.
45
5.3.2
IMPACT
OF
TOPOGRAPHIC
CORRECTION
AND
DEM
.
47
5.4
FINAL
LULC
MAPS
.
51
5.5
VARIABLE
IMPORTANCE
.
62
5.6
TIME
SERIES
ANALYSIS
.
66
5.6.1
CATCHMENT-WIDE
ANALYSIS
.
68
5.6.2
HEIGHT-SPECIFIC
ANALYSIS
.
71
5.6.3
CLASS-WISE
ANALYSIS
.
74
5.7
SUMMARY
&
INTERPRETATION
OF
RESULTS
.
77
6
DISCUSSION
.
83
6.1
HYPOTHESIS
1
.
83
6.2
HYPOTHESIS
2
.
88
6.3
HYPOTHESIS
3
.
91
7
CONCLUSIONS
&
OUTLOOK
.
97
REFERENCES
.
99 |
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| any_adam_object_boolean | 1 |
| author | Bödinger, Christian Julian |
| author2 | Hochschild, Volker 1963- |
| author2_role | aui |
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| author_GND | (DE-588)1165813998 (DE-588)1047549123 |
| author_facet | Bödinger, Christian Julian Hochschild, Volker 1963- |
| author_role | aut |
| author_sort | Bödinger, Christian Julian |
| author_variant | c j b cj cjb |
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| bvnumber | BV046823415 |
| ctrlnum | (OCoLC)1079440427 (DE-599)DNB1173348719 |
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| dewey-ones | 551 - Geology, hydrology, meteorology |
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| dewey-tens | 550 - Earth sciences |
| discipline | Geologie / Paläontologie Geographie |
| discipline_str_mv | Geologie / Paläontologie Geographie |
| format | Thesis Book |
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| genre | (DE-588)4113937-9 Hochschulschrift gnd-content |
| genre_facet | Hochschulschrift |
| geographic | Chile (DE-588)4009929-5 gnd |
| geographic_facet | Chile |
| id | DE-604.BV046823415 |
| illustrated | Illustrated |
| index_date | 2024-07-03T15:02:45Z |
| indexdate | 2024-07-10T08:54:50Z |
| institution | BVB |
| institution_GND | (DE-588)1043386068 |
| isbn | 9783658251192 3658251190 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-032231711 |
| oclc_num | 1079440427 |
| open_access_boolean | |
| owner | DE-703 |
| owner_facet | DE-703 |
| physical | XXII, 108 Seiten Illustrationen, Diagramme, Karten 21 cm, 182 g |
| publishDate | 2019 |
| publishDateSearch | 2019 |
| publishDateSort | 2019 |
| publisher | Springer Spektrum |
| record_format | marc |
| series2 | BestMasters Extras Online |
| spelling | Bödinger, Christian Julian Verfasser (DE-588)1165813998 aut Remote sensing of vegetation along a latitudinal gradient in Chile Christian Julian Bödinger ; with a foreword by Prof. Dr. rer. nat. Volker Hochschild Wiesbaden, Germany Springer Spektrum [2019] XXII, 108 Seiten Illustrationen, Diagramme, Karten 21 cm, 182 g txt rdacontent n rdamedia nc rdacarrier BestMasters Extras Online Masterarbeit Eberhard Karls University of Tübingen Vegetation (DE-588)4187458-4 gnd rswk-swf Geomorphologie (DE-588)4130684-3 gnd rswk-swf Landschaftsentwicklung (DE-588)4034348-0 gnd rswk-swf Satellitenfernerkundung (DE-588)4224344-0 gnd rswk-swf Chile (DE-588)4009929-5 gnd rswk-swf Chile LULC Latitudinal gradient Machine learning NDVI Normalized Difference Vegetation Index Remote sensing Time series analysis Vegetation monitoring ecozones of Chile maps of land use and land cover satellite imagery (DE-588)4113937-9 Hochschulschrift gnd-content Chile (DE-588)4009929-5 g Landschaftsentwicklung (DE-588)4034348-0 s Geomorphologie (DE-588)4130684-3 s Vegetation (DE-588)4187458-4 s Satellitenfernerkundung (DE-588)4224344-0 s DE-604 Hochschild, Volker 1963- (DE-588)1047549123 aui Springer Fachmedien Wiesbaden (DE-588)1043386068 pbl Erscheint auch als Online-Ausgabe 978-3-658-25120-8 X:MVB text/html http://deposit.dnb.de/cgi-bin/dokserv?id=c295ed2591bf497ca98999bb5f101a34&prov=M&dok_var=1&dok_ext=htm Inhaltstext X:MVB http://www.springer.com/ B:DE-101 application/pdf https://d-nb.info/1173348719/04 Inhaltsverzeichnis DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=032231711&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Bödinger, Christian Julian Remote sensing of vegetation along a latitudinal gradient in Chile Vegetation (DE-588)4187458-4 gnd Geomorphologie (DE-588)4130684-3 gnd Landschaftsentwicklung (DE-588)4034348-0 gnd Satellitenfernerkundung (DE-588)4224344-0 gnd |
| subject_GND | (DE-588)4187458-4 (DE-588)4130684-3 (DE-588)4034348-0 (DE-588)4224344-0 (DE-588)4009929-5 (DE-588)4113937-9 |
| title | Remote sensing of vegetation along a latitudinal gradient in Chile |
| title_auth | Remote sensing of vegetation along a latitudinal gradient in Chile |
| title_exact_search | Remote sensing of vegetation along a latitudinal gradient in Chile |
| title_exact_search_txtP | Remote sensing of vegetation along a latitudinal gradient in Chile |
| title_full | Remote sensing of vegetation along a latitudinal gradient in Chile Christian Julian Bödinger ; with a foreword by Prof. Dr. rer. nat. Volker Hochschild |
| title_fullStr | Remote sensing of vegetation along a latitudinal gradient in Chile Christian Julian Bödinger ; with a foreword by Prof. Dr. rer. nat. Volker Hochschild |
| title_full_unstemmed | Remote sensing of vegetation along a latitudinal gradient in Chile Christian Julian Bödinger ; with a foreword by Prof. Dr. rer. nat. Volker Hochschild |
| title_short | Remote sensing of vegetation |
| title_sort | remote sensing of vegetation along a latitudinal gradient in chile |
| title_sub | along a latitudinal gradient in Chile |
| topic | Vegetation (DE-588)4187458-4 gnd Geomorphologie (DE-588)4130684-3 gnd Landschaftsentwicklung (DE-588)4034348-0 gnd Satellitenfernerkundung (DE-588)4224344-0 gnd |
| topic_facet | Vegetation Geomorphologie Landschaftsentwicklung Satellitenfernerkundung Chile Hochschulschrift |
| url | http://deposit.dnb.de/cgi-bin/dokserv?id=c295ed2591bf497ca98999bb5f101a34&prov=M&dok_var=1&dok_ext=htm http://www.springer.com/ https://d-nb.info/1173348719/04 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=032231711&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT bodingerchristianjulian remotesensingofvegetationalongalatitudinalgradientinchile AT hochschildvolker remotesensingofvegetationalongalatitudinalgradientinchile AT springerfachmedienwiesbaden remotesensingofvegetationalongalatitudinalgradientinchile |