Image reconstruction for electrical capacitance tomography by using soft-thresholding iterative method with adaptive regulation parameter

被引:34
|
作者
Dong, Xiangyuan [1 ,2 ]
Ye, Zhuoyi [2 ]
Soleimani, Manuchehr [2 ]
机构
[1] Zhongyuan Univ Technol, Sch Energy & Environm Engn, Zhengzhou 450007, Peoples R China
[2] Univ Bath, Dept Elect & Elect Engn, ETL, Bath BA2 7AY, Avon, England
关键词
capacitance tomography; image reconstruction; Landweber algorithm; soft-thresholding method; GAS-SOLIDS; ALGORITHM; OPTIMIZATION;
D O I
10.1088/0957-0233/24/8/085402
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Electrical capacitance tomography (ECT) is a promising technology for visualization of permittivity distributions inside a volume. Fast and high spatial resolution algorithm is still a challenging task. In this paper, we present a novel soft-thresholding iterative method for ECT image reconstruction. An adaptive selection of regulation parameter is proposed based on the capacitance error in the Landweber algorithm. Both simulation and experimental results show that the image quality of the new method is comparable to that of the projected Landweber method, and in most test cases, the new method is faster than the projected Landweber method.
引用
收藏
页数:8
相关论文
共 50 条
  • [31] Electrical capacitance tomography image reconstruction based on iterative Tikhonov regularization improved algorithm
    Chunman Yan
    Meng Zou
    Optoelectronics Letters, 2023, 19 : 762 - 768
  • [32] Image Denoising via Adaptive Soft-Thresholding Based on Non-Local Samples
    Liu, Hangfan
    Xiong, Ruiqin
    Zhang, Jian
    Gao, Wen
    2015 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2015, : 484 - 492
  • [33] A fast iterative image reconstruction algorithm for capacitance tomography
    Yang, WQ
    Gamio, JC
    Beck, MS
    SENSORS AND THEIR APPLICATIONS VIII, 1997, : 47 - 52
  • [34] Image reconstruction algorithms for electrical capacitance tomography
    Yang, WQ
    Peng, LH
    MEASUREMENT SCIENCE AND TECHNOLOGY, 2003, 14 (01) : R1 - R13
  • [35] A reconstruction method for electrical capacitance tomography based on image fusion techniques
    Olmos, A. Martinez
    Botella, G.
    Castillo, E.
    Morales, Diego P.
    Banqueri, J.
    Garcia, A.
    DIGITAL SIGNAL PROCESSING, 2012, 22 (06) : 885 - 893
  • [36] Image Reconstruction Based on Fuzzy Adaptive Kalman Filter in Electrical Capacitance Tomography
    Wang, Ying
    Sun, Shijie
    Tian, Yu
    Sun, Jiangtao
    Xu, Lijun
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2021, 70
  • [37] Image Reconstruction Method with the Exploitation of the Spatial Correlation for Electrical Capacitance Tomography
    Lei, Jing
    Liu, Shi
    MEASUREMENT SCIENCE REVIEW, 2015, 15 (06): : 284 - 293
  • [38] Adaptive Selection of Truncation Radius in Calderon's Method for Direct Image Reconstruction in Electrical Capacitance Tomography
    Sun, Shijie
    Xu, Lijun
    Cao, Zhang
    Sun, Jiangtao
    Tian, Wenbin
    SENSORS, 2019, 19 (09)
  • [39] A SPARSE ADAPTIVE FILTERING USING TIME-VARYING SOFT-THRESHOLDING TECHNIQUES
    Murakami, Yukihiro
    Yamagishi, Masao
    Yukawa, Masahiro
    Yamada, Isao
    2010 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2010, : 3734 - 3737
  • [40] Image Reconstruction for Electrical Capacitance Tomography Using New Sensitivity Model Constructed by Difference Method
    Guo Zhiheng
    Shao Fuqun
    Lv Decai
    PROCEEDINGS OF THE SECOND INTERNATIONAL SYMPOSIUM ON TEST AUTOMATION AND INSTRUMENTATION, VOL 4, 2008, : 2301 - 2305