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Analysis of urban green space in Chongqing and Nanjing using multi-resolution segmentation, object-oriented classification approach and landscape ecology metrics.

So Lek Hang Lake. / Thesis (M.Phil.)--Chinese University of Hong Kong, 2005. / Includes bibliographical references (leaves 196-203). / Abstracts in English and Chinese. / Abstract --- p.i / Acknowledgement --- p.vii / Table of Content --- p.ix / List of Figures --- p.xiii / List of Tables --- p.xvi / Chapter CHAPTER 1. --- Introduction --- p.1 / Chapter 1.1 --- Problem Statement --- p.1 / Chapter 1.2 --- Research Objectives --- p.5 / Chapter 1.3 --- Research Significance --- p.6 / Chapter 1.4 --- Organization of the thesis --- p.7 / Chapter 1.5 --- Definition of Urban Green Space --- p.9 / Chapter CHAPTER 2. --- Literatu re Re view --- p.10 / Chapter 2.1 --- Introduction --- p.10 / Chapter 2.2 --- Urban Green Space --- p.10 / Chapter 2.2.1 --- Classification of Urban Green Space --- p.11 / Chapter 2.2.2 --- Configuration of Urban Green Space System --- p.12 / Chapter 2.2.3 --- Different Approaches to Urban Green Space Study --- p.14 / Chapter 2.3 --- Urban Green Space in China --- p.15 / Chapter 2.3.1 --- General Problems --- p.16 / Chapter 2.3.2 --- Increasing Awareness of Environment --- p.16 / Chapter 2.3.3 --- Chinese Definition of Urban Green Space --- p.18 / Chapter 2.4 --- Remote Sensing Techniques --- p.21 / Chapter 2.4.1 --- Review of Image Classification Techniques --- p.21 / Chapter 2.4.1.1 --- Conventional Classification Methods --- p.22 / Chapter 2.4.1.2 --- Mixed Pixels Problem --- p.23 / Chapter 2.4.1.3 --- Mixed Pixels,Effects on Conventional Classifiers --- p.25 / Chapter 2.4.1.4 --- Alternative Solutions to Mixed Pixels Problems (Fuzzy Sets) --- p.26 / Chapter 2.4.1.5 --- Problems Fuzzy Classifications are unable to solve --- p.28 / Chapter 2.4.2 --- Object-oriented Classification Concept --- p.30 / Chapter 2.4.2.1 --- Multiresolution Segmentation --- p.30 / Chapter 2.4.2.2 --- Fuzzy Classification Procedure --- p.31 / Chapter 2.4.2.3 --- Object-orien ted Approach to Image Processing --- p.32 / Chapter 2.4.2.4 --- E cognition --- p.33 / Chapter 2.4.2.5 --- Research about ecognition --- p.34 / Chapter 2.5 --- Landscape Ecology --- p.35 / Chapter 2.5.1 --- Basic Principles --- p.35 / Chapter 2.5.2 --- Landscape Metrics --- p.36 / Chapter 2.5.3 --- Application of Landscape Ecology in Landscape Analysis --- p.38 / Chapter 2.6 --- Conclusion --- p.39 / Chapter CHAPTER 3. --- Study Sites and Methodology --- p.41 / Chapter 3.1 --- lntroduction --- p.41 / Chapter 3.2 --- Study Area --- p.41 / Chapter 3.2.1 --- Chongqing --- p.41 / Chapter 3.2.1.1 --- Geography and geomorphology --- p.42 / Chapter 3.2.1.2 --- Administration and governance --- p.42 / Chapter 3.2.1.3 --- Environmental Quality --- p.43 / Chapter 3.2.1.4 --- Governm ent Attempt to Improvement --- p.43 / Chapter 3.2.2 --- Nanjing --- p.46 / Chapter 3.2.2.1 --- Geography and Geomorphology --- p.46 / Chapter 3.2.2.2 --- Administration and Governance --- p.46 / Chapter 3.2.2.3 --- Landscape Planning of Nanjing --- p.47 / Chapter 3.2.3 --- Comparison between Chongqing and Nanjing --- p.47 / Chapter 3.2.3.1 --- Geographical setting --- p.49 / Chapter 3.2.3.2 --- Population --- p.49 / Chapter 3.2.3.3 --- Urbanization and Industrialization Levels --- p.51 / Chapter 3.2.3.4 --- Variation in Landscape Quantity --- p.51 / Chapter 3.2.3.5 --- Comparison from Satellite Images --- p.52 / Chapter 3.3 --- Working procedures --- p.56 / Chapter 3.3.1 --- Data --- p.56 / Chapter 3.3.1.1 --- VNIR chann els --- p.58 / Chapter 3.3.1.2 --- SWIR channels --- p.59 / Chapter 3.3.1.3 --- Data Fusion --- p.59 / Chapter 3.3.2 --- Designing Hierarchical Classification System --- p.60 / Chapter 3.3.2.1 --- Chongqing --- p.60 / Chapter 3.3.2.2 --- Nanjing --- p.61 / Chapter 3.3.3 --- Object-oriented Classification --- p.62 / Chapter 3.3.3.1 --- Introdu ction --- p.63 / Chapter 3.3.3.2 --- Procedure of Object-oriented Classification --- p.65 / Chapter 3.3.3.2.1 --- Analysis of Image Objects --- p.65 / Chapter 3.3.3.2.2 --- Image Segmentation --- p.67 / Chapter 3.3.3.2.3 --- Selection of Features and Data Conversion --- p.67 / Chapter 3.3.3.2.4 --- Class-based Objects Sampling --- p.68 / Chapter 3.3.3.2.5 --- Class-based Objects Analysis --- p.68 / Chapter 3.3.3.2.6 --- Designing Object Level Hierarchy --- p.69 / Chapter 3.3.3.2.7 --- Designing Class Hierarchy --- p.69 / Chapter 3.3.3.2.8 --- Decision Tree Classification Structure --- p.69 / Chapter 3.3.4 --- Comparison with other classification algorithms --- p.70 / Chapter 3.4 --- Landscape Analyses --- p.71 / Chapter 3.4.1 --- Selection of Landscape Metrics --- p.72 / Chapter 3.4.2 --- Landscape Analysis for entire cities --- p.74 / Chapter 3.4.3 --- Buffer Analysis --- p.74 / Chapter 3.5 --- Conclusion --- p.77 / Chapter CHAPTER 4. --- Results and Discussion I Variations of Image Object Signatures for Sampled Land Covers --- p.78 / Chapter 4.1 --- Introduction --- p.78 / Chapter 4.2 --- Chongqing --- p.79 / Chapter 4.2.1 --- Spectral-shape ratio --- p.79 / Chapter 4.2.1.1 --- Selection Criteria --- p.80 / Chapter 4.2.1.2 --- Observations --- p.80 / Chapter 4.2.2 --- Segmentation levels --- p.85 / Chapter 4.2.2.1 --- Selection Criteria --- p.85 / Chapter 4.2.2.2 --- Observations --- p.86 / Chapter 4.2.3 --- Classifying Rules --- p.93 / Chapter 4.2.3.1 --- Selection Criteria --- p.93 / Chapter 4.2.3.2 --- Level 9 --- p.94 / Chapter 4.2.3.3 --- Level 5 --- p.101 / Chapter 4.2.3.4 --- Level 1 --- p.103 / Chapter 4.3 --- Nanjing --- p.104 / Chapter 4.3.1 --- Spectral-shape ratio --- p.104 / Chapter 4.3.1.1 --- Selection Criteria --- p.105 / Chapter 4.3.1.2 --- Observations --- p.105 / Chapter 4.3.2 --- Segmentation Levels --- p.111 / Chapter 4.3.2.1 --- Selection Criteria --- p.111 / Chapter 4.3.2.2 --- Observations --- p.111 / Chapter 4.3.3 --- Classifying Rules --- p.119 / Chapter 4.3.3.1 --- Selection Criteria --- p.119 / Chapter 4.3.3.2 --- Level 8 --- p.119 / Chapter 4.3.3.3 --- Level 4 --- p.126 / Chapter 4.3.3.4 --- Level 1 --- p.129 / Chapter 4.4 --- Discussion --- p.131 / Chapter CHAPTER 5. --- Results and Discussion II Image Classification --- p.134 / Chapter 5.1 --- lntroduction --- p.134 / Chapter 5.2 --- Chongqing --- p.135 / Chapter 5.2.1 --- Class hierarchy --- p.135 / Chapter 5.2.2 --- Description of the site --- p.136 / Chapter 5.2.3 --- Classification of “lake´ح --- p.138 / Chapter 5.2.4 --- "Classification of ""crops and grassland""" --- p.139 / Chapter 5.2.5 --- Classification of “low density urban´ح --- p.140 / Chapter 6.3.3 --- Classification Result --- p.142 / Chapter 5.2.7 --- Error matrix --- p.144 / Chapter 5.2.8 --- Class Proportion --- p.144 / Chapter 5.2.9 --- Post-classification Aggregation --- p.147 / Chapter 5.3 --- Nanjing --- p.149 / Chapter 5.3.1 --- Class Hierarchy --- p.149 / Chapter 5.3.2 --- Description of the site --- p.151 / Chapter 5.3.3 --- Classification of lake --- p.151 / Chapter 5.3.4 --- "Classification of ""crops and grassland II´ح" --- p.153 / Chapter 5.3.5 --- "Classification of ""low density urban""" --- p.154 / Chapter 5.3.6 --- Classification Result --- p.155 / Chapter 5.3.7 --- Error Matrix --- p.156 / Chapter 5.3.8 --- Class Proportion --- p.161 / Chapter 5.3.9 --- Post-classification Aggregation --- p.161 / Chapter 5.4 --- Discussion --- p.163 / Chapter 5.4.1 --- Problems of object-oriented classification --- p.163 / Chapter 5.4.2 --- Strengths of object-oriented classification --- p.165 / Chapter 5.4.3 --- Transferability of classifying rules --- p.166 / Chapter CHAPTER 6. --- "Results and Discussion HI Landscape Structure of ""Urban Green Space"", Chongqing and Nanjing" --- p.167 / Chapter 6.1 --- Introduction --- p.167 / Chapter 6.2 --- Chongqing --- p.167 / Chapter 6.2.1 --- Landscape composition --- p.167 / Chapter 6.2.2 --- Fragmentation --- p.169 / Chapter 6.2.3 --- Contagion --- p.171 / Chapter 6.2.4 --- Patch Shape Complexity --- p.171 / Chapter 6.3 --- Nanjing --- p.173 / Chapter 6.3.1 --- Landscape composition --- p.173 / Chapter 6.3.2 --- Fragmentation --- p.175 / Chapter 6.3.3 --- Contagion --- p.177 / Chapter 6.3.4 --- Patch Shape Complexity --- p.178 / Chapter 6.4 --- Discussion --- p.179 / Chapter 6.4.1 --- Similarities --- p.179 / Chapter 6.4.2 --- Differences --- p.182 / Chapter CHAPTER 7. --- Conclusion --- p.186 / Chapter 7.1 --- Summary on findings --- p.186 / Chapter 7.1.1 --- Summary on image object analyses --- p.186 / Chapter 7.1.2 --- Summary on object-oriented classification --- p.187 / Chapter 7.1.3 --- Summary on landscape studies of ´ب´بurban green space´ح --- p.189 / Chapter 7.2 --- Limitations of the research --- p.190 / Chapter 7.2.1 --- Data preparation --- p.190 / Chapter 7.2.2 --- Image classification --- p.191 / Chapter 7.2.3 --- Landscape Analysis --- p.193 / Chapter 7.3 --- Suggestions for further research --- p.194 / Bibliography --- p.196 / Appendix 1´ؤEquations of object features --- p.204 / Appendix 2´ؤEquations for Landscape Metrics --- p.208 / Appendix 3´ؤVariations of Object Features along Segmentation Levels in Chongqing --- p.216 / Appendix 4´ؤVariations of Object Features along Segmentation Levels in Nanjing --- p.244 / Appendix 5´ؤClassifying Rules --- p.277 / Appendix 6´ؤVariations in Landscape Metrics along Buffers from City Center in Chongqing --- p.282 / Appendix 7´ؤVariations in Landscape Metrics along Buffers from City Center in Nanjing --- p.290

Identiferoai:union.ndltd.org:cuhk.edu.hk/oai:cuhk-dr:cuhk_325175
Date January 2005
ContributorsSo, Lek Hang Lake., Chinese University of Hong Kong Graduate School. Division of Geography and Resource Management.
Source SetsThe Chinese University of Hong Kong
LanguageEnglish, Chinese
Detected LanguageEnglish
TypeText, bibliography
Formatprint, xvi, 297 leaves : ill. (some col.), col. maps ; 30 cm.
CoverageChina, Chongqing, China, Nanjing Shi, China, Chongqing, China, Nanjing Shi, China, Chongqing, China, Nanjing Shi
RightsUse of this resource is governed by the terms and conditions of the Creative Commons “Attribution-NonCommercial-NoDerivatives 4.0 International” License (http://creativecommons.org/licenses/by-nc-nd/4.0/)

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