DocumentCode :
583181
Title :
Image reconstruction algorithms for radio tomographic imaging
Author :
Heng, Liu ; Zheng-huan, Wang ; Xiang-yuan, Bu ; Jian-ping, An
Author_Institution :
Sch. of Inf. & Electron., Beijing Inst. of Technol., Beijing, China
fYear :
2012
fDate :
27-31 May 2012
Firstpage :
48
Lastpage :
53
Abstract :
Radio tomgographic imaging (RTI) is a method of imaging the attenuation caused by object´s obstruction within the area surrounded by wireless sensor nodes. The image reconstruction of RTI is an ill-posed problem because the pixels are more than the RSS measurements. Therefore, conventional methods such as least square method are not applicable because the solutions amplify the noise by dividing small singular values. In this paper, we discuss three algorithms i.e. LBP, Tikhonov regularization and projected Landweber iteration to obtain the imaging results. LBP is very simple and needs little hardware resources. Tikhonov regularization method makes a good balance between image quality and regularization error and we use L-curve method to choose regularization parameter. Projected Landweber iteration method can further improve the imaging results while it needs lots of computation. All the three algorithms can be used to meet different requirement of applications. The experiment results are also presented to validate the effectiveness of algorithms.
Keywords :
image reconstruction; iterative methods; least squares approximations; L-curve method; LBP method; Tikhonov regularization; attenuation imaging; ill-posed problem; image quality; image reconstruction; least square method; object obstruction; projected Landweber iteration; radio tomographic imaging; regularization error; regularization parameter; wireless sensor nodes; Attenuation; Image reconstruction; Imaging; Noise; Vectors; Wireless communication; Wireless sensor networks; LBP; Tikhonov regularization; image reconstruction; projected Landweber iteration; radio tomographic imaging; wireless senor network;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Cyber Technology in Automation, Control, and Intelligent Systems (CYBER), 2012 IEEE International Conference on
Conference_Location :
Bangkok
Print_ISBN :
978-1-4673-1420-6
Type :
conf
DOI :
10.1109/CYBER.2012.6392525
Filename :
6392525
Link To Document :
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