A Knowledge-based approach of satellite image classification for urban wetland detection

Title from PDF of title page, viewed on July 30, 2014Thesis advisor: Wei JiVitaIncludes bibliographical references (pages 85-93)Thesis (M. S.)--Dept. of Geosciences. University of Missouri--Kansas City, 2014It has been a technical challenge to accurately detect urban wetlands with remotely sensed data by means of pixel-based image classification. This is mainly caused by inadequate spatial resolutions of satellite imagery, spectral similarities between urban wetlands and adjacent land covers, and the spatial complexity of wetlands in human-transformed, heterogeneous urban landscapes. Knowledge-based classification, with great potential to overcome or reduce these technical impediments, has been applied to various image classifications focusing on urban land use/land cover and forest wetlands, but rarely to mapping the wetlands in urban landscapes. This study aims to improve the mapping accuracy of urban wetlands by integrating the pixel-based classification with the knowledge-based approach. The study area is the metropolitan area of Kansas City, USA. SPOT satellite images of 1992, 2008, and 2010 were classified into four classes -- wetland, farmland, built-up land, and forestland -- using the pixel-based supervised maximum likelihood classification method. The products of supervised classification are used as the comparative base maps. For our new classification approach, a knowledge base is developed to improve urban wetland detection, which includes a set of decision rules of identifying wetland cover in relation to its elevation, spatial adjacencies, habitat conditions, hydro-geomorphological characteristics, and relevant geostatistics. Using ERDAS Imagine software's knowledge classifier tool, the decision rules are applied to the base maps in order to identify wetlands that are not able to be detected based on the pixel-based classification. The results suggest that the knowledge-based image classification approach can enhance the urban wetland detection capabilities and classification accuracies with remotely sensed satellite imageryAbstract -- List of illustrations -- List of tables -- Acknowledgements -- Introduction -- Literature review -- Methodology -- Findings and analysis -- Discussion and conclusion -- Reference lis

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多時期ランドサット画像を分類して都市の土地被覆を分析する研究

東京海洋大学修士学位論文 平成24年度(2012) 海運ロジスティクス 第1532号指導教員: 久保信明全文公表年月日: 2014-07-29東京海洋大学201

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