Derivation of radiative transfer parameters using image-based technique / Wan Noniafida Ab Manan

The correction of atmospheric effects is very essential because visible bands of shorter wavelengths are highly affected by atmospheric scattering especially of Rayleigh scattering. In this processes, the most important parameters need to be known is the optical characteristics of the atmosphere. Th...

Full description

Saved in:

Bibliographic Details
Main Author:	Ab Manan, Wan Noniafida
Format:	Thesis
Language:	English
Published:	2014
Subjects:	Descriptive and experimental mechanics
Online Access:	https://ir.uitm.edu.my/id/eprint/25826/1/TM_WAN%20NONI%20AFIDA%20AB%20MANAN%20AS%2014_5.pdf
Tags:	Add Tag No Tags, Be the first to tag this record!

id	my-uitm-ir.25826
record_format	uketd_dc
spelling	my-uitm-ir.258262019-09-26T08:44:32Z Derivation of radiative transfer parameters using image-based technique / Wan Noniafida Ab Manan 2014 Ab Manan, Wan Noniafida Descriptive and experimental mechanics Optics. Light The correction of atmospheric effects is very essential because visible bands of shorter wavelengths are highly affected by atmospheric scattering especially of Rayleigh scattering. In this processes, the most important parameters need to be known is the optical characteristics of the atmosphere. The most challenge is to obtain accurate values for those parameters and limited availability of the atmospheric correction parameters in the analyses. In available atmospheric correction algorithms, lack of study has found in emphasizing the appropriate chosen of atmospheric models with specific atmospheric condition. Thus, the question was set in this study are which criteria can be used to justify which atmospheric models is suitable to be applied. This study is attempting to answer whether selection of atmospheric models is based on regional atmospheric condition or geographic location. To prove this, it will require the information from aerosol optical parameters. Therefore, in determining the appropriate atmospheric model for different urban types; the atmospheric parameters (visibility and aerosol loading) need to be estimated. The proposed method is a combination of the radiative transfer equation and dark target subtraction technique. Two important atmospheric parameters in the radiative transfer equation which are visibility and aerosol loading are estimated from the image itself to be as an input in atmospheric modelling. ATCOR-2 was used to perform different atmospheric models (maritime and urban) which can represent regional climatic condition in Kuala Lumpur and Penang Island. Dark pixel target in the scene was subtracted from visible (blue band) and near-infrared (NIR) band of Landsat image to optimize the aerosol loading retrieved from scattering and absorption factor. By relating the determined aerosol optical thickness with visibility values, urban model at the visible (blue band) on image 2005 for both sites, showed a high correlation coefficient, / = 0.8720 for Kuala Lumpur and r = 0.8896 for Penang Island. The results showed an agreement pattern with Forster’s aerosol optical thickness versus visibility and from Tanre’s model. However, maritime model and NIR band shows the opposite pattern of the established model. Thus, urban model in visible (blue band) has been chosen for both sites. Results presented in this study had demonstrated that determination of suitable atmospheric model can be outlined on four different types of urban which based on the regional climate condition. It has been shown that determined the aerosol for both sites is highly correlated to the visibility range from 10 to 50 km. Study also found that optical satellite remotely sensed image data (Landsat TM blue band) can be used to determine the visibility value through the darkest pixel atmospheric correction algorithms. 2014 Thesis https://ir.uitm.edu.my/id/eprint/25826/ https://ir.uitm.edu.my/id/eprint/25826/1/TM_WAN%20NONI%20AFIDA%20AB%20MANAN%20AS%2014_5.pdf text en public masters Universiti Teknologi MARA Faculty of Applied Sciences
institution	Universiti Teknologi MARA
collection	UiTM Institutional Repository
language	English
topic	Descriptive and experimental mechanics Descriptive and experimental mechanics
spellingShingle	Descriptive and experimental mechanics Descriptive and experimental mechanics Ab Manan, Wan Noniafida Derivation of radiative transfer parameters using image-based technique / Wan Noniafida Ab Manan
description	The correction of atmospheric effects is very essential because visible bands of shorter wavelengths are highly affected by atmospheric scattering especially of Rayleigh scattering. In this processes, the most important parameters need to be known is the optical characteristics of the atmosphere. The most challenge is to obtain accurate values for those parameters and limited availability of the atmospheric correction parameters in the analyses. In available atmospheric correction algorithms, lack of study has found in emphasizing the appropriate chosen of atmospheric models with specific atmospheric condition. Thus, the question was set in this study are which criteria can be used to justify which atmospheric models is suitable to be applied. This study is attempting to answer whether selection of atmospheric models is based on regional atmospheric condition or geographic location. To prove this, it will require the information from aerosol optical parameters. Therefore, in determining the appropriate atmospheric model for different urban types; the atmospheric parameters (visibility and aerosol loading) need to be estimated. The proposed method is a combination of the radiative transfer equation and dark target subtraction technique. Two important atmospheric parameters in the radiative transfer equation which are visibility and aerosol loading are estimated from the image itself to be as an input in atmospheric modelling. ATCOR-2 was used to perform different atmospheric models (maritime and urban) which can represent regional climatic condition in Kuala Lumpur and Penang Island. Dark pixel target in the scene was subtracted from visible (blue band) and near-infrared (NIR) band of Landsat image to optimize the aerosol loading retrieved from scattering and absorption factor. By relating the determined aerosol optical thickness with visibility values, urban model at the visible (blue band) on image 2005 for both sites, showed a high correlation coefficient, / = 0.8720 for Kuala Lumpur and r = 0.8896 for Penang Island. The results showed an agreement pattern with Forster’s aerosol optical thickness versus visibility and from Tanre’s model. However, maritime model and NIR band shows the opposite pattern of the established model. Thus, urban model in visible (blue band) has been chosen for both sites. Results presented in this study had demonstrated that determination of suitable atmospheric model can be outlined on four different types of urban which based on the regional climate condition. It has been shown that determined the aerosol for both sites is highly correlated to the visibility range from 10 to 50 km. Study also found that optical satellite remotely sensed image data (Landsat TM blue band) can be used to determine the visibility value through the darkest pixel atmospheric correction algorithms.
format	Thesis
qualification_level	Master's degree
author	Ab Manan, Wan Noniafida
author_facet	Ab Manan, Wan Noniafida
author_sort	Ab Manan, Wan Noniafida
title	Derivation of radiative transfer parameters using image-based technique / Wan Noniafida Ab Manan
title_short	Derivation of radiative transfer parameters using image-based technique / Wan Noniafida Ab Manan
title_full	Derivation of radiative transfer parameters using image-based technique / Wan Noniafida Ab Manan
title_fullStr	Derivation of radiative transfer parameters using image-based technique / Wan Noniafida Ab Manan
title_full_unstemmed	Derivation of radiative transfer parameters using image-based technique / Wan Noniafida Ab Manan
title_sort	derivation of radiative transfer parameters using image-based technique / wan noniafida ab manan
granting_institution	Universiti Teknologi MARA
granting_department	Faculty of Applied Sciences
publishDate	2014
url	https://ir.uitm.edu.my/id/eprint/25826/1/TM_WAN%20NONI%20AFIDA%20AB%20MANAN%20AS%2014_5.pdf
_version_	1783733874775293952

Derivation of radiative transfer parameters using image-based technique / Wan Noniafida Ab Manan

Similar Items