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文章基本信息

  • 标题:Localization of Stochastic Electromagnetic Sources by using Correlation Matrix Trained MLP Neural Network
  • 本地全文:下载
  • 作者:Z. Stanković ; N. Dončov ; J. Russer
  • 期刊名称:Microwave Review
  • 印刷版ISSN:1450-5835
  • 出版年度:2013
  • 卷号:19
  • 期号:2
  • 出版社:Society for Microwave Technique, Technologies and Systems, Serbia and Montenegro IEEE MTT-S Chapter
  • 摘要:In this paper, MLP neural network-based approach is proposed for an efficient direction of arrival (DOA) estimation of multiple narrow-band electromagnetic sources of stochastic nature in far-field. Neural network is trained to perform the mapping from the space of signals described by correlation matrix, obtained by signal sampling in far-field scan area, to the space of DOA in angular positions. Accuracy and efficiency of the proposed approach is validated on two examples determining the location of one and three stochastic sources in far-field, respectively, placed at fixed angle distance
  • 关键词:CStochastic electromagnetic sources; DOA ;estimation; MLP neural network; correlation matrix
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