IMPLEMENTATION ITS MICROWAVE TOMOGRAPHY AND IMAGE RECONSTRUCTION USING COMPRESSIVE SENSING METHOD

Microwave tomography is a technique for observing internal structure of an object using microwave emitted for various angles. In this research, image reconstruction using microwave is carried out for the detection of porosity in a tree trunk. The compressive sensing (CS) method is used in the ima...

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Main Author: Muliyani, Sri
Format: Theses
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/67874
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:67874
spelling id-itb.:678742022-08-26T16:34:56ZIMPLEMENTATION ITS MICROWAVE TOMOGRAPHY AND IMAGE RECONSTRUCTION USING COMPRESSIVE SENSING METHOD Muliyani, Sri Indonesia Theses microwave tomography, compressive sensing (CS), image quality parameter INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/67874 Microwave tomography is a technique for observing internal structure of an object using microwave emitted for various angles. In this research, image reconstruction using microwave is carried out for the detection of porosity in a tree trunk. The compressive sensing (CS) method is used in the image reconstruction by applying the least absolute shrinkage and selection operator (LASSO) function to increase the accuracy of linier regression model. This research consists of image reconstruction with test image using cross-sectional image of a tree trunk and image reconstruction using data measurement at the frequency band of 2 GHz – 4 GHz. Quality of assessment of the image reconstruction results in this study is performed objectively using image parameters based on mean square error (MSE) and structural similarity index measure (SSIM) for the test image, and subjectively by analyzing the visual image quality for the measurement data. From the reconstruction process, accurate test image reconstruction results are obtained for the image size of 128×128 pixels and an alpha of 0,001 with an MSE value of 0.0011 and an SSIM value of 0.9019. The image reconstruction using the measurement data at the frequency of 3 GHz is able to describe well the cross section of the tree trunk and can represent a clearly color intensity. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description Microwave tomography is a technique for observing internal structure of an object using microwave emitted for various angles. In this research, image reconstruction using microwave is carried out for the detection of porosity in a tree trunk. The compressive sensing (CS) method is used in the image reconstruction by applying the least absolute shrinkage and selection operator (LASSO) function to increase the accuracy of linier regression model. This research consists of image reconstruction with test image using cross-sectional image of a tree trunk and image reconstruction using data measurement at the frequency band of 2 GHz – 4 GHz. Quality of assessment of the image reconstruction results in this study is performed objectively using image parameters based on mean square error (MSE) and structural similarity index measure (SSIM) for the test image, and subjectively by analyzing the visual image quality for the measurement data. From the reconstruction process, accurate test image reconstruction results are obtained for the image size of 128×128 pixels and an alpha of 0,001 with an MSE value of 0.0011 and an SSIM value of 0.9019. The image reconstruction using the measurement data at the frequency of 3 GHz is able to describe well the cross section of the tree trunk and can represent a clearly color intensity.
format Theses
author Muliyani, Sri
spellingShingle Muliyani, Sri
IMPLEMENTATION ITS MICROWAVE TOMOGRAPHY AND IMAGE RECONSTRUCTION USING COMPRESSIVE SENSING METHOD
author_facet Muliyani, Sri
author_sort Muliyani, Sri
title IMPLEMENTATION ITS MICROWAVE TOMOGRAPHY AND IMAGE RECONSTRUCTION USING COMPRESSIVE SENSING METHOD
title_short IMPLEMENTATION ITS MICROWAVE TOMOGRAPHY AND IMAGE RECONSTRUCTION USING COMPRESSIVE SENSING METHOD
title_full IMPLEMENTATION ITS MICROWAVE TOMOGRAPHY AND IMAGE RECONSTRUCTION USING COMPRESSIVE SENSING METHOD
title_fullStr IMPLEMENTATION ITS MICROWAVE TOMOGRAPHY AND IMAGE RECONSTRUCTION USING COMPRESSIVE SENSING METHOD
title_full_unstemmed IMPLEMENTATION ITS MICROWAVE TOMOGRAPHY AND IMAGE RECONSTRUCTION USING COMPRESSIVE SENSING METHOD
title_sort implementation its microwave tomography and image reconstruction using compressive sensing method
url https://digilib.itb.ac.id/gdl/view/67874
_version_ 1822005576965554176