A recurrent fuzzy filter for the analysis of lung sounds

被引：6
|
作者：
Mastorocostas, PA [1 ]
机构：
[1] Technol Educ Inst Serres, Dept Informat & Commun, Serres 62124, Greece
来源：
FUZZY SETS AND SYSTEMS | 2006年 / 157卷 / 04期
关键词：
discontinuous adventitious sounds; vesicular sounds; recurrent fuzzy-neural modeling; orthogonal least squares; TSK fuzzy rules; dynamic neurons;
D O I：
10.1016/j.fss.2005.06.020
中图分类号：
TP301 [理论、方法];
学科分类号：
081202 ;
摘要：
This paper presents a recurrent fuzzy-neural filter for real-time separation of discontinuous adventitious sounds from vesicular sounds. The filter uses two dynamic neuron-based fuzzy neural networks to perform the task of separation. The networks are generated by the dynamic orthogonal least-squares method and are applied to all kinds of lung sounds. Extensive experimental results are given and a performance comparison with a series of other models is conducted, underlining the effectiveness of the proposed filter and its superior performance over its competing rivals. (c) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码：578 / 594
页数：17
相关论文
共 50 条
  • [1] A pipelined recurrent fuzzy neural filter for the separation of lung sounds
    Stavrakoudis, Dimitris
    Mastorocostas, Paris
    Theocharis, John
    2007 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-4, 2007, : 49 - +
  • [2] A dynamic fuzzy-neural filter for the analysis of lung sounds
    Mastorocostas, PA
    Hilas, CS
    2004 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN & CYBERNETICS, VOLS 1-7, 2004, : 2231 - 2236
  • [3] A recurrent fuzzy-neural filter for real-time separation of lung sounds
    Mastorocostas, PA
    Theocharis, JB
    PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), VOLS 1-5, 2005, : 3023 - 3028
  • [4] A pipelined recurrent fuzzy model for real-time analysis of lung sounds
    Mastorocostas, Paris
    Stavrakoudis, Dimitris
    Theocharis, John
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2008, 21 (08) : 1301 - 1308
  • [5] An orthogonal least squares-based fuzzy filter for real-time analysis of lung sounds
    Mastorocostas, PA
    Tolias, YA
    Theocharis, JB
    Hadjileontiadis, LJ
    Panas, SM
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2000, 47 (09) : 1165 - 1176
  • [6] A locally recurrent globally feed-forward fuzzy neural network for processing lung sounds
    Mastorocostas, Paris A.
    Varsamis, Dimitris N.
    Mastorocostas, Costas A.
    Hilas, Costas S.
    ARTIFICIAL NEURAL NETWORKS - ICANN 2007, PT 2, PROCEEDINGS, 2007, 4669 : 120 - +
  • [7] Dynamic fuzzy model for processing lung sounds
    Mastorocostas, P. A.
    Varsamis, D. N.
    Mastorocostas, C. A.
    Hilas, C. S.
    ELECTRONICS LETTERS, 2007, 43 (06) : 320 - 322
  • [8] A dynamic fuzzy model for processing lung sounds
    Mastorocostas, P. A.
    Varsamis, D. N.
    Mastorocostas, C. A.
    Mlas, C. S.
    ADVANCES AND INNOVATIONS IN SYSTEMS, COMPUTING SCIENCES AND SOFTWARE ENGINEERING, 2007, : 357 - 362
  • [9] A dynamic fuzzy neural filter for separation of discontinuous adventitious sounds from vesicular sounds
    Mastorocostas, Paris A.
    Theocharis, John B.
    COMPUTERS IN BIOLOGY AND MEDICINE, 2007, 37 (01) : 60 - 69
  • [10] SPECTRUM ANALYSIS OF LUNG SOUNDS
    XU, JP
    CHEN, QM
    ZHANG, YL
    LIU, SY
    IMAGES OF THE TWENTY-FIRST CENTURY, PTS 1-6, 1989, 11 : 1676 - 1677
12345