Geoinformation from the past: computational retrieval and retrospective monitoring of historical land use
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Abschlussarbeit Buch |
| Sprache: | English |
| Veröffentlicht: |
Wiesbaden
Springer Spektrum
[2018]
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| Schriftenreihe: | Research
|
| Schlagworte: | |
| Online-Zugang: | Inhaltstext http://www.springer.com/ Inhaltsverzeichnis Klappentext |
| Beschreibung: | XXIV, 192 Seiten Illustrationen, Diagramme, Karten 21 cm x 14.8 cm |
| ISBN: | 9783658205690 3658205695 |
Internformat
MARC
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| 653 | |a TQ | ||
| 653 | |a Land Change Science | ||
| 653 | |a Land Use Monitoring | ||
| 653 | |a Anthropocene | ||
| 653 | |a Evolutionary Algorithms | ||
| 653 | |a Uncertainty Modeling | ||
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Datensatz im Suchindex
| _version_ | 1804178280559935488 |
|---|---|
| adam_text | Contents
Preface V
Abstract VII
Résumé IX
Kurzfassung XI
1 Introduction 1
1.1 Scope and Rationale....................................... 1
1.2 Challenges and Objectives................................ 4
1.3 Research Questions and Hypotheses ........................ 7
1.4 Research Organization and Structure....................... 9
2 Monitoring and Modeling Land Change 11
2.1 Mapping Land Use and Land Cover...........................12
2.1.1 Space- and Airborne Remote Sensing.................13
2.1.2 Thematic Land Use and Land Cover Maps..............18
2.1.3 Geotopographic and Cadastral Mappings..............20
2.2 Monitoring and Managing Land Change.......................27
2.2.1 Towards a Land Change Science .....................27
2.2.2 Monitoring and Measuring Land Change...............28
2.2.3 Managing and Controlling Land Change...............29
2.3 Modeling and Understanding Land Change Dynamics...........32
2.3.1 Spatial Modeling Paradigms.........................34
2.3.2 Model Calibration and Validation...................37
2.3.3 Geographical Knowledge Discovery...................38
2.4 Summary and Conclusions for Research .....................39
3 Geoinformation from Digital Images 43
3.1 Methodical Foundations of Image Analysis..................43
3.1.1 Human Visual Perception............................43
3.1.2 Image Segmentation Algorithms .....................46
3.1.3 Classification and Pattern Recognition.............48
XIV
Contents
3.2 Image Analysis in the Geographical Context..................50
3.2.1 Remote Sensing Image Analysis.....................51
3.2.2 Cartographic Map Image Analysis...................54
3.3 Geoinformation from Maps - A Research Review................56
3.3.1 Research Advancements.............................56
3.3.2 Application-Oriented Review...........................57
3.3.3 Methodology-Oriented Review...........................61
3.4 Summary and Conclusions for Research........................63
4 An Adaptive Map Image Analysis Approach 67
4.1 Conceptual Considerations...................................67
4.1.1 Data Characteristics and Prerequisites................67
4.1.2 Data Preparation and Automated Georeferencing ... 69
4.1.3 Conceptual Workflow for Information Acquisition ... 71
4.2 Methods for Map Image Segmentation..........................71
4.2.1 Color-Based Segmentation..........................72
4.2.2 Texture-Based Segmentation ...........................74
4.2.3 Morphology-Based Segmentation.....................76
4.3 Adaptive Segmentation Using Metaheuristic Optimization . . 77
4.3.1 Non-Linear Optimization...........................78
4.3.2 Evolutionary Algorithms (EA)......................79
4.3.3 Adaptive Segmentation Using a (¿¿4- A)-ES.........81
4.4 Adaptive Segment-Based Classification.......................81
4.4.1 Design of an Adaptable Strategy ......................81
4.4.2 A Hybrid Model- and Data-driven Strategy..........82
4.4.3 A Cascading Neural Network Architecture...........84
4.5 Synopsis of the Methodology.................................85
5 Modeling Uncertainty for Change Analysis 87
5.1 Conceptualizing Uncertainty in Geoinformation...............87
5.1.1 Spatiotemporal Relations of Geospatial Entities .... 89
5.1.2 Sources of Uncertainty in Map-Based Geoinformation . 92
5.1.3 Uncertainty in Retrospective Change Analysis......94
5.2 Modeling Spatial Uncertainty................................95
5.2.1 Sources and Implications .......................95
5.2.2 Probabilistic Field-Based Approach....................98
5.2.3 Probabilistic Object-Based Approach...................98
5.3 Modeling Thematic Uncertainty..............................160
5.3.1 Sources and Implications .......................... . 160
Contents
XV
5.3.2 Probabilistic Recognition Approach....................102
5.4 Modeling Temporal Uncertainty...............................104
5.4.1 Sources and Implications .............................104
5.4.2 Probabilistic Backdating Approach.....................105
5.5 Combinations and Extension by the DS-Theoiy of Evidence . . 107
5.5.1 Multi-Temporal Combinations for Retrospective Change
Analysis..............................................108
5.5.2 Equi-Temporal Combinations for Incorporating a-priori-
Knowledge.............................................109
6 Evaluation and Discussion 115
6.1 Implementation..............................................115
6.2 Experiments.................................................116
6.2.1 E-l. Color, Textural, and Morphological Segmentation 116
6.2.2 E-2. Adaptive Segmentation using a (/u + A)-ES .... 117
6.2.3 E-3. Computational Scalability of the EA..............123
6.2.4 E-4. Adaptive Neural Net-Based Classification.........125
6.3 Discussion................................................ 129
6.3.1 Strengths.............................................129
6.3.2 Limitations...........................................129
6.3.3 Applicability and Potentials..........................131
7 Conclusions and Future Research 135
7.1 Revisiting the Research Questions...........................135
7.2 Scientific Contributions ...................................142
7.3 Future Research Perspectives ...............................143
Bibliography 145
Index 191
Geoinformation from the Past
Hendrik Herold explores potentials and hindrances of using retrospective geo-
information for monitoring, communicating, modeling, and eventually under-
standing the complex and gradually evolving processes of land cover and land
use change. Based on a comprehensive review of literature, available data sets,
and suggested algorithms, the author proposes approaches for the two major
challenges: To address the.diversity of geographical entity representations over
space and time, image segmentation is considered a global non-linear optimiza-
tion problem, which is solved by applying a metaheuristic algorithm. To address
the uncertainty inherent to both the data source itself as well as its utilization
for change detection, a probabilistic model is developed. Experimental results
demonstrate the capabilities of the methodology, e.g., for geospatial data science
and earth system modeling.
Contents
• Monitoring and Modeling Land Change
• Geoinformation from Digital Images
• An Adaptive Map Image Analysis Approach
• Modeling Uncertainty for Change Analysis
Target Groups
• Researchers, lecturers, and students from the fields of geoscience,
geography, urban and landscape ecology, land change science, earth
system science, digital humanities
• Town and country planners, map librarians, historians
The Author
Hendrik Herold holds a doctoral degree from Dresden University of Technology,
Germany, where he studied Geography, Geology, and Meteorology.
|
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| author | Herold, Hendrik |
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| author_sort | Herold, Hendrik |
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| dewey-hundreds | 900 - History & geography |
| dewey-ones | 910 - Geography and travel |
| dewey-raw | 910 |
| dewey-search | 910 |
| dewey-sort | 3910 |
| dewey-tens | 910 - Geography and travel |
| discipline | Geographie |
| era | Geschichte gnd |
| era_facet | Geschichte |
| format | Thesis Book |
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| owner_facet | DE-355 DE-BY-UBR DE-12 DE-703 |
| physical | XXIV, 192 Seiten Illustrationen, Diagramme, Karten 21 cm x 14.8 cm |
| publishDate | 2018 |
| publishDateSearch | 2018 |
| publishDateSort | 2018 |
| publisher | Springer Spektrum |
| record_format | marc |
| series2 | Research |
| spelling | Herold, Hendrik Verfasser (DE-588)1153347369 aut Geoinformation from the past computational retrieval and retrospective monitoring of historical land use Hendrik Herold Wiesbaden Springer Spektrum [2018] XXIV, 192 Seiten Illustrationen, Diagramme, Karten 21 cm x 14.8 cm txt rdacontent n rdamedia nc rdacarrier Research Dissertation Dresden University of Technology 2015 Geschichte gnd rswk-swf Langzeit (DE-588)4418319-7 gnd rswk-swf Geoinformationssystem (DE-588)4261642-6 gnd rswk-swf Landnutzung (DE-588)4259046-2 gnd rswk-swf Bildanalyse (DE-588)4145391-8 gnd rswk-swf Historische Karte (DE-588)4238091-1 gnd rswk-swf Überwachung (DE-588)4134175-2 gnd rswk-swf Nutzungsänderung (DE-588)4042840-0 gnd rswk-swf TQ Land Change Science Land Use Monitoring Anthropocene Evolutionary Algorithms Uncertainty Modeling (DE-588)4113937-9 Hochschulschrift gnd-content Geoinformationssystem (DE-588)4261642-6 s Geschichte z DE-604 Landnutzung (DE-588)4259046-2 s Nutzungsänderung (DE-588)4042840-0 s Überwachung (DE-588)4134175-2 s Langzeit (DE-588)4418319-7 s Historische Karte (DE-588)4238091-1 s Bildanalyse (DE-588)4145391-8 s Springer Fachmedien Wiesbaden (DE-588)1043386068 pbl Elektronische Reproduktion 9783658205706 Erscheint auch als Online-Ausgabe 978-3-658-20570-6 X:MVB text/html http://deposit.dnb.de/cgi-bin/dokserv?id=a6593aa73ce043ee9ffef8b9a438fa25&prov=M&dok_var=1&dok_ext=htm Inhaltstext X:MVB http://www.springer.com/ Digitalisierung UB Regensburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030155867&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Digitalisierung UB Regensburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030155867&sequence=000002&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Klappentext |
| spellingShingle | Herold, Hendrik Geoinformation from the past computational retrieval and retrospective monitoring of historical land use Langzeit (DE-588)4418319-7 gnd Geoinformationssystem (DE-588)4261642-6 gnd Landnutzung (DE-588)4259046-2 gnd Bildanalyse (DE-588)4145391-8 gnd Historische Karte (DE-588)4238091-1 gnd Überwachung (DE-588)4134175-2 gnd Nutzungsänderung (DE-588)4042840-0 gnd |
| subject_GND | (DE-588)4418319-7 (DE-588)4261642-6 (DE-588)4259046-2 (DE-588)4145391-8 (DE-588)4238091-1 (DE-588)4134175-2 (DE-588)4042840-0 (DE-588)4113937-9 |
| title | Geoinformation from the past computational retrieval and retrospective monitoring of historical land use |
| title_auth | Geoinformation from the past computational retrieval and retrospective monitoring of historical land use |
| title_exact_search | Geoinformation from the past computational retrieval and retrospective monitoring of historical land use |
| title_full | Geoinformation from the past computational retrieval and retrospective monitoring of historical land use Hendrik Herold |
| title_fullStr | Geoinformation from the past computational retrieval and retrospective monitoring of historical land use Hendrik Herold |
| title_full_unstemmed | Geoinformation from the past computational retrieval and retrospective monitoring of historical land use Hendrik Herold |
| title_short | Geoinformation from the past |
| title_sort | geoinformation from the past computational retrieval and retrospective monitoring of historical land use |
| title_sub | computational retrieval and retrospective monitoring of historical land use |
| topic | Langzeit (DE-588)4418319-7 gnd Geoinformationssystem (DE-588)4261642-6 gnd Landnutzung (DE-588)4259046-2 gnd Bildanalyse (DE-588)4145391-8 gnd Historische Karte (DE-588)4238091-1 gnd Überwachung (DE-588)4134175-2 gnd Nutzungsänderung (DE-588)4042840-0 gnd |
| topic_facet | Langzeit Geoinformationssystem Landnutzung Bildanalyse Historische Karte Überwachung Nutzungsänderung Hochschulschrift |
| url | http://deposit.dnb.de/cgi-bin/dokserv?id=a6593aa73ce043ee9ffef8b9a438fa25&prov=M&dok_var=1&dok_ext=htm http://www.springer.com/ http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030155867&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030155867&sequence=000002&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT heroldhendrik geoinformationfromthepastcomputationalretrievalandretrospectivemonitoringofhistoricallanduse AT springerfachmedienwiesbaden geoinformationfromthepastcomputationalretrievalandretrospectivemonitoringofhistoricallanduse |