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Copyright Statement: This is an open access article licensed under a Creative Commons Attribution 4.0 International License, which permits unrestricted use, distribution, and reproduction in any medium, even commercially as long as the original work is properly cited.
Land use Detection in Nusajaya using Higher-Order Modified Geodesic Active Contour Model
Digital Object Identifier (DOI) : 10.14569/IJACSA.2019.0101008
Article Published in International Journal of Advanced Computer Science and Applications(IJACSA), Volume 10 Issue 10, 2019.
Abstract: Urban development is a global phenomenon. In Johor, especially Nusajaya is one of the most rapidly developing cities. This is due to the increase of land demand and population growth. Moreover, land-use changes are considered to be one of the major components of current environmental monitoring strategies. In this context, image segmentation and mathematical model offers essential tools that can be used to analyze land use detection. The image segmentation process is known as the most important and difficult task in image analysis. Nonlinear fourth-order models had shown to have a good achievement in recovering smooth regions. Therefore, these motivate us to propose a fourth-order modified geodesic active contour (GAC) model. In the proposed model, a modified signed pressure force (SPF) function has been defined to segment the inhomogeneous satellite images. The simulations of the fourth-order modified GAC model through some numerical methods based on the higher-order finite difference method (FDM) have been illustrated. Matlab R2015a software in Windows 7 Ultimate on Intel (R) Core (TM) i5-3230M @ 2.60GHz CPU with 8 GB RAM has been considered as a computational platform for the simulation. Qualitative and quantitative differences between modified SPF functions and other SPF functions have been shown as a comparison. Hence land use detection is very useful for local governments and urban planners to enhance the future sustainable development plans of Nusajaya.
Keywords: Higher-order geodesic active contour (GAC); segmentation; land use; finite difference method; numerical methods
N Alias, M. N. Mustaffa and F. Mustapha, “Land use Detection in Nusajaya using Higher-Order Modified Geodesic Active Contour Model” International Journal of Advanced Computer Science and Applications(IJACSA), 10(10), 2019. http://dx.doi.org/10.14569/IJACSA.2019.0101008
@article{Alias2019,
title = {Land use Detection in Nusajaya using Higher-Order Modified Geodesic Active Contour Model},
journal = {International Journal of Advanced Computer Science and Applications},
doi = {10.14569/IJACSA.2019.0101008},
url = {http://dx.doi.org/10.14569/IJACSA.2019.0101008},
year = {2019},
publisher = {The Science and Information Organization},
volume = {10},
number = {10},
author = {N Alias and M. N. Mustaffa and F. Mustapha}
}
