Comparison of Standardized Methods (object-oriented vs. per Pixel) to Extract the Urban Built-up Area: Example of Lubumbashi (drc)
نویسندگان
چکیده
The delimitation of urban areas, and in Africa in particular, remains a challenging issue and is an important one for city management in a context of rapid urban growth. The objective of this study is to delineate the morphological limits of the urbanized city which is different from administrative boundaries. Two methods have been developed: the first one is using object-oriented classification (using eCognition software) while the second is based on a automated and customizable spectral threshold (by generating a large number of thresholding which are then combined to determine a probability of belonging to urban area) using GRASS (free GIS software). The main goal is to test if the classification procedure could be avoided (training and validation are time-consuming processes). Both methods are applied to 4 different dates, using SPOT-1 (1986), SPOT-2 (1995), ASTER (2001) and SPOT-5 (2006) images to test the reproducibility and robustness at different dates, and by using different sensors. The results show that on one hand the two methods produce fairly similar results for a given date, both from a standpoint of quantity and quality. On the other hand, for all dates, the results are consistent and very good (overall accuracy between 88% and 95%). * Corresponding author.
منابع مشابه
Comparison of Performance in Image Classification Algorithms of Satellite in Detection of Sarakhs Sandy zones
Extended abstract 1- Introduction Wind erosion as an “environmental threat” has caused serious problems in the world. Identifying and evaluating areas affected by wind erosion can be an important tool for managers and planners in the sustainable development of different areas. nowadays there are various methods in the world for zoning lands affected by wind erosion. One of the most important...
متن کاملAnalysis Accruing of Sentinel 2A Image’s Classification Methods Based on Object Base and Pixel Base in Flood Area Zoning of Taleqan River
Flood zonation mapping is one of the priorities for the soil and water management, which Remote Sensing (RS) capabilities are very applicable to this issue. The main objective of this research was study of accuracy of the Object oriented and Pixel based methods for flood zonation mapping in the Taleghan River basin. Therefore, the Sentinel 2A satellite image of the study area classified using s...
متن کاملChange Detection Gamasiab River Margins in Kermanshah by Comparison Pixel Base and Object Orientd Algorithms
Introduction Land use reflects the interactive characteristics of humans and the environment and describes how human exploitation works for one or more targets on the ground. Land use is usually defined on the basis of human use of the land, with an emphasis on the functional role of land in economic activities. Land use, which is associated with human activity, is undergoing change over time....
متن کاملComparing the Capability of Sentinel 2 and Landsat 8 Satellite Imagery in Land Use and Land Cover Mapping Using Pixel-based and Object-based Classification Methods
Introduction: Having accurate and up-to-date information on the status of land use and land cover change is a key point to protecting natural resources, sustainable agriculture management and urban development. Preparing the land cover and land use maps with traditional methods is usually time and cost consuming. Nowadays satellite imagery provides the possibility to prepare these maps in less ...
متن کاملMonitoring the Built-up Area Transformation Using Urban Index and Normalized Difference Built-up Index Analysis
Makassar is one of the metropolitan cities located in Indonesia which recently experiences massive an increased construction because of population growth. Mapping the spatial distribution and development of the built-up region is the best method that can use as an indicator to set the urban planning policy. The purpose of this study is to identify changes in land use and density in Makassar Cit...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2010