FFT-Accelerated Transformation-Domain Image Reconstruction for Electrical Impedance Tomography

被引:0
|
作者
Zhou, Ziheng [1 ]
Li, Maokun [2 ]
Chen, Xudong [3 ]
Wei, Zhun [4 ]
Zhang, Ke [2 ]
Xu, Zhimeng [1 ]
Chen, Zhizhang [1 ]
机构
[1] Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350108, Peoples R China
[2] Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China
[3] Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 117583, Singapore
[4] Zhejiang Univ, Coll Informat Sci & Elect Engn, Hangzhou 310027, Peoples R China
关键词
Conformal mapping; electrical impedance tomography (EIT); fast Fourier transform (FFT); Fourier series; Green's function; D-BAR METHOD; LUNG; REGULARIZATION; CONDUCTIVITY; VENTILATION; INFORMATION; ALGORITHMS;
D O I
10.1109/TIM.2023.3301859
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Electrical impedance tomography (EIT) is a promising imaging technique that recovers the conductivity distribution inside a domain from noninvasive electrical measurements on the boundary. In this work, to accelerate the solving of EIT problems in arbitrarily shaped domains and with a large number of unknowns (N), we propose a fast integral-equation-based inversion method. First, by applying the Schwarz-Christoffel (SC) conformal transformation, we map the arbitrarily shaped domain of an EIT problem to a rectangle, on which Green's function can be derived analytically in Fourier series representation. Leveraging such a mathematical structure of Green's function, we then propose a fast Fourier transform (FFT)-based algorithm to compute the multiplication of the associated impedance matrix with vectors, where the time complexity is substantially reduced from O(N-2) to O(N log(N)) and the memory complexity is reduced from O(N-2) to O(N). Using the contrast source inversion method along with the accelerated matrix-vector multiplications, the conductivity profile can be reconstructed much more efficiently in the rectangular transformation domain. As validated by numerical and experimental tests, the proposed FFT-accelerated transformation-domain EIT image reconstruction method can offer significantly reduced computational and memory complexity without sacrificing the image quality.
引用
收藏
页数:13
相关论文
共 50 条
  • [1] A Transformation-Domain Image Reconstruction Method for Open Electrical Impedance Tomography Based on Conformal Mapping
    Wang, Yu
    Ren, Shangjie
    Dong, Feng
    IEEE SENSORS JOURNAL, 2019, 19 (05) : 1873 - 1883
  • [2] An FFT-Accelerated Time-Domain Multiconductor Transmission Line Simulator
    Bagci, Hakan
    Yilmaz, Ali E.
    Michielssen, Eric
    IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY, 2010, 52 (01) : 199 - 214
  • [3] Temporal image reconstruction in electrical impedance tomography
    Adler, Andy
    Dai, Tao
    Lionheart, William R. B.
    PHYSIOLOGICAL MEASUREMENT, 2007, 28 (07) : S1 - S11
  • [4] Logistic regression in image reconstruction in electrical impedance tomography
    Kozlowski, Edward
    Rymarczyk, Tomasz
    Klosowski, Grzegorz
    Cieplak, Tomasz
    PRZEGLAD ELEKTROTECHNICZNY, 2020, 96 (05): : 95 - 98
  • [5] UNet model in image reconstruction for electrical impedance tomography
    Maciura, Lukasz
    Wojcik, Dariusz
    Rosa, Wojciech
    Rymarczyk, Tomasz
    Maj, Michal
    PRZEGLAD ELEKTROTECHNICZNY, 2022, 98 (04): : 123 - 126
  • [6] Lobe based image reconstruction in Electrical Impedance Tomography
    Schullcke, Benjamin
    Gong, Bo
    Krueger-Ziolek, Sabine
    Tawhai, Merryn
    Adler, Andy
    Mueller-Lisse, Ullrich
    Moeller, Knut
    MEDICAL PHYSICS, 2017, 44 (02) : 426 - 436
  • [7] New regularized image reconstruction for electrical impedance tomography
    Hou, WD
    Mo, YL
    IMAGE MATCHING AND ANALYSIS, 2001, 4552 : 286 - 291
  • [8] Image reconstruction with discontinuous coefficient in electrical impedance tomography
    Rymarczyk, Tomasz
    Filipowicz, Stefan F.
    Sikora, Jan
    PRZEGLAD ELEKTROTECHNICZNY, 2011, 87 (05): : 149 - 151
  • [9] Measurement Methods and Image Reconstruction in Electrical Impedance Tomography
    Filipowicz, Stefan F.
    Rymarczyk, Tomasz
    PRZEGLAD ELEKTROTECHNICZNY, 2012, 88 (06): : 247 - 250
  • [10] A new image reconstruction method for electrical impedance tomography
    Hou, WD
    Mo, WL
    BIOMEDICAL PHOTONICS AND OPTOELECTRONIC IMAGING, 2000, 4224 : 64 - 67