A Novel Neural Network Architecture for Radar Clutter Classification

被引:0
|
作者
Eraslan, Berna [1 ]
Guvensen, Gokhan M. [1 ]
Tanik, Yalcin [1 ]
机构
[1] Middle East Tech Univ, Elect & Elect Engn, Ankara, Turkey
关键词
radar clutter; clutter classification; feed-forward neural networks; hyper-parameter selection; GROUND CLUTTER;
D O I
10.1109/sami48414.2020.9108755
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In recent years, potential capabilities of modern radars have become tremendous, with rapid advances in electronics and software technologies. If the radar system processes received echoes based on clutter characteristics, detection performance significantly improves. To classify clutters, neural network structures are studied. A problem specific architecture, specialized in clutter classification, is designed. The design procedure of the neural network is explained with necessary theoretical background information. The performance of the network is illustrated with experimental results.
引用
收藏
页码:263 / 268
页数:6
相关论文
共 50 条
  • [1] Radar clutter classification using Kohonen neural network
    Jakubiak, A
    Arabas, J
    Grabczak, K
    Radomski, D
    Swiderski, JF
    [J]. RADAR 97, 1997, (449): : 185 - 188
  • [2] CLASSIFICATION OF RADAR CLUTTER USING NEURAL NETWORKS
    HAYKIN, S
    CONG, D
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 1991, 2 (06): : 589 - 600
  • [3] Optimization of Neural Network Architecture for Classification of Radar Jamming FM Signals
    Soto, Alberto
    Mendoza, Ariadna
    Flores, Benjamin C.
    [J]. RADAR SENSOR TECHNOLOGY XXI, 2017, 10188
  • [4] An improved radar clutter suppression by simple neural network
    Perd'och, Jozef
    Gazovova, Stanislava
    Pacek, Miroslav
    [J]. IET RADAR SONAR AND NAVIGATION, 2024, 18 (02): : 308 - 326
  • [5] EXPERIMENTAL CLASSIFICATION OF RADAR CLUTTER
    HAYKIN, S
    KESLER, S
    CURRIE, B
    [J]. PROCEEDINGS OF THE IEEE, 1979, 67 (02) : 332 - 333
  • [6] Classification of Radar Clutters With Artificial Neural Network
    Darzikolaei, Mohammad Akhondi
    Ebrahimzade, AtaAllah
    Gholami, Elahe
    [J]. 2015 2ND INTERNATIONAL CONFERENCE ON KNOWLEDGE-BASED ENGINEERING AND INNOVATION (KBEI), 2015, : 576 - 580
  • [7] FMICW Radar Target Classification By Neural Network
    Pitas, Karel
    Nguyen, Tan N.
    Tran, Phuong T.
    Rejfek, Lubos
    Beran, Ladislav
    Fiser, Ondrej
    [J]. PROCEEDINGS OF THE 2020 30TH INTERNATIONAL CONFERENCE RADIOELEKTRONIKA (RADIOELEKTRONIKA), 2020, : 148 - 152
  • [8] Learning Strategies for Radar Clutter Classification
    Addabbo, Pia
    Han, Sudan
    Orlando, Danilo
    Ricci, Giuseppe
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2021, 69 : 1070 - 1082
  • [9] WavelNet: A novel convolutional neural network architecture for arrhythmia classification from electrocardiograms
    Kim, Namho
    Seo, Wonju
    Kim, Ju-ho
    Choi, So Yoon
    Park, Sung-Min
    [J]. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2023, 231
  • [10] Chaos, radar clutter, and neural networks
    Haykin, S
    [J]. ADVANCES IN INTELLIGENT SYSTEMS, 1997, 41 : 37 - 37