Parameter Search Algorithms for Microwave Radar-Based Breast Imaging: Focal Quality Metrics as Fitness Functions

被引:27
|
作者
O'Loughlin, Declan [1 ]
Oliveira, Barbara L. [1 ]
Elahi, Muhammad Adnan [1 ]
Glavin, Martin [1 ]
Jones, Edward [1 ]
Popovic, Milica [2 ]
O'Halloran, Martin [1 ]
机构
[1] Natl Univ Ireland Galway, Elect & Elect Engn, Galway H91 TK33, Ireland
[2] McGill Univ, Montreal, PQ H3A 0G4, Canada
基金
欧洲研究理事会; 爱尔兰科学基金会;
关键词
biomedical electromagnetic imaging; microwave imaging; ultrawideband radar; DIELECTRIC-PROPERTIES; CANCER DETECTION; ARTIFACT REMOVAL; LARGE-SCALE; IN-VIVO; FOCUS; SHAPE; MICROSCOPY; SYSTEM;
D O I
10.3390/s17122823
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Inaccurate estimation of average dielectric properties can have a tangible impact on microwave radar-based breast images. Despite this, recent patient imaging studies have used a fixed estimate although this is known to vary from patient to patient. Parameter search algorithms are a promising technique for estimating the average dielectric properties from the reconstructed microwave images themselves without additional hardware. In this work, qualities of accurately reconstructed images are identified from point spread functions. As the qualities of accurately reconstructed microwave images are similar to the qualities of focused microscopic and photographic images, this work proposes the use of focal quality metrics for average dielectric property estimation. The robustness of the parameter search is evaluated using experimental dielectrically heterogeneous phantoms on the three-dimensional volumetric image. Based on a very broad initial estimate of the average dielectric properties, this paper shows how these metrics can be used as suitable fitness functions in parameter search algorithms to reconstruct clear and focused microwave radar images.
引用
收藏
页数:20
相关论文
共 33 条
  • [1] Microwave Radar-Based Breast Cancer Detection: Imaging in Inhomogeneous Breast Phantoms
    Klemm, M.
    Leendertz, J. A.
    Gibbins, D.
    Craddock, I. J.
    Preece, A.
    Benjamin, R.
    IEEE ANTENNAS AND WIRELESS PROPAGATION LETTERS, 2009, 8 : 1349 - 1352
  • [2] Estimating Average Dielectric Properties for Microwave Breast Imaging Using Focal Quality Metrics
    O'Loughlin, Declan
    Krewer, Finn
    Glavin, Martin
    Jones, Edward
    O'Halloran, Martin
    2016 10TH EUROPEAN CONFERENCE ON ANTENNAS AND PROPAGATION (EUCAP), 2016,
  • [3] Comparison of Radar-based Microwave Imaging Algorithms applied to Experimental Breast Phantoms
    Elahi, M. A.
    Lavoie, B. R.
    Porter, E.
    Glavin, M.
    Jones, E.
    Fear, E. C.
    O'Halloran, M.
    2017 XXXIIND GENERAL ASSEMBLY AND SCIENTIFIC SYMPOSIUM OF THE INTERNATIONAL UNION OF RADIO SCIENCE (URSI GASS), 2017,
  • [4] Microwave Breast Imaging With a Monostatic Radar-Based System: A Study of Application to Patients
    Fear, E. C.
    Bourqui, J.
    Curtis, C.
    Mew, D.
    Docktor, B.
    Romano, C.
    IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2013, 61 (05) : 2119 - 2128
  • [5] Phantoms for testing radar-based microwave breast imaging
    Croteau, J.
    Sill, J.
    Williams, T.
    Fear, E.
    2009 13TH INTERNATIONAL SYMPOSIUM ON ANTENNA TECHNOLOGY AND APPLIED ELECTROMAGNETICS AND THE CANADIAN RADIO SCIENCES MEETING (ANTEM/URSI 2009), 2009, : 78 - +
  • [6] Microwave Radar-Based Differential Breast Cancer Imaging: Imaging in Homogeneous Breast Phantoms and Low Contrast Scenarios
    Klemm, Maciej
    Leendertz, Jack. A.
    Gibbins, David
    Craddock, Ian J.
    Preece, Alan
    Benjamin, Ralph
    IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2010, 58 (07) : 2337 - 2344
  • [7] Identifying Microwave Antenna Design Limitations for Radar-based Breast Imaging
    Benchakroun, Hamza
    O'Loughlin, Declan
    2022 INTERNATIONAL WORKSHOP ON ANTENNA TECHNOLOGY (IWAT), 2022, : 239 - 242
  • [8] Evaluation of 3-D Acquisition Surfaces for Radar-Based Microwave Breast Imaging
    Kurrant, Douglas
    Bourqui, Jeremie
    Curtis, Charlotte
    Fear, Elise
    IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2015, 63 (11) : 4910 - 4920
  • [9] Skin Artifact Removal Algorithms for Radar-based Microwave Breast Cancer Detection
    Naghibi, Atefeh
    Rad, Maryam Sadat Hoseini
    Khorashadi-Zadeh, Vahid
    Attari, Amir Reza
    26TH IRANIAN CONFERENCE ON ELECTRICAL ENGINEERING (ICEE 2018), 2018, : 659 - 664
  • [10] Radar-Based Microwave Breast Imaging Using Neurocomputational Models
    Bicer, Mustafa Berkan
    DIAGNOSTICS, 2023, 13 (05)