Image reconstruction using genetic algorithm in electrical impedance tomography

被引:0
|
作者
Kim, Ho-Chan [1 ]
Boo, Chang-Jin [1 ]
Kang, Min-Jae [1 ]
机构
[1] Cheju Natl Univ, Fac Elect & Elect Engn, Cheju, South Korea
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In electrical impedance tomography (EIT), various image reconstruction algorithms have been used in order to compute the internal resistivity distribution of the unknown object with its electric potential data at the boundary. Mathematically the EIT image reconstruction algorithm is a nonlinear ill-posed inverse problem. This paper presents a genetic algorithm technique for the solution of the static EIT inverse problem. The computer simulation for the 32 channels synthetic data shows that the spatial resolution of reconstructed images in the proposed scheme is improved compared to that of the modified Newton-Raphson algorithm at the expense of increased computational burden.
引用
收藏
页码:938 / 945
页数:8
相关论文
共 50 条
  • [1] A genetic algorithm approach to image reconstruction in electrical impedance tomography
    Olmi, R
    Bini, M
    Priori, S
    IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2000, 4 (01) : 83 - 88
  • [2] Electrical impedance image reconstruction using the genetic algorithm
    Cheng, KS
    Chen, BH
    Tong, HS
    PROCEEDINGS OF THE 18TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOL 18, PTS 1-5, 1997, 18 : 768 - 769
  • [3] A genetic algorithm for image reconstruction in electrical impedance tomography for gesture recognition
    Hafsa, Mariem
    Ben Atitallah, Bilel
    Ben Salah, Taha
    Ben Amara, Najoua Essoukri
    Kanoun, Olfa
    TM-TECHNISCHES MESSEN, 2022, 89 (05) : 310 - 327
  • [4] A Proportional Genetic Algorithm for Image Reconstruction of Static Electrical Impedance Tomography
    Zhang, Yijia
    Chen, Huaijin
    Yang, Lu
    Liu, Kai
    Li, Fang
    Bai, Chen
    Wu, Hongtao
    Yao, Jiafeng
    IEEE SENSORS JOURNAL, 2020, 20 (24) : 15026 - 15033
  • [5] Image Reconstruction Using a Genetic Algorithm for Electrical Capacitance Tomography
    牟昌华
    彭黎辉
    姚丹亚
    萧德云
    Tsinghua Science and Technology, 2005, (05) : 587 - 592
  • [7] An Image Reconstruction Algorithm for Electrical Impedance Tomography Using Adaptive Group Sparsity Constraint
    Yang, Yunjie
    Jia, Jiabin
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2017, 66 (09) : 2295 - 2305
  • [8] An Image Reconstruction Algorithm for Electrical Impedance Tomography Using Measurement Estimation of Virtual Electrodes
    Yang, Lu
    Wu, Hongtao
    Liu, Kai
    Chen, Bai
    Yang, Yunjie
    Zhu, Chengjun
    Yao, Jiafeng
    IEEE SENSORS JOURNAL, 2022, 22 (13) : 13012 - 13022
  • [9] Intelligent optimization algorithm approach to image reconstruction in electrical impedance tomography
    Kim, Ho-Chan
    Boo, Chang-Jin
    ADVANCES IN NATURAL COMPUTATION, PT 1, 2006, 4221 : 856 - 859
  • [10] An image reconstruction algorithm for three-dimensional electrical impedance tomography
    Le Hyaric, A
    Pidcock, MK
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2001, 48 (02) : 230 - 235