• DocumentCode
    3315679
  • Title

    Sensor Network for the Monitoring of Ecosystem: Bird Species Recognition

  • Author

    Cai, Jinhai ; Ee, Dominic ; Pham, Binh ; Roe, Paul ; Zhang, Jinglan

  • Author_Institution
    Queensland Univ. of Technol., Brisbane
  • fYear
    2007
  • fDate
    3-6 Dec. 2007
  • Firstpage
    293
  • Lastpage
    298
  • Abstract
    In this paper, we investigated the performance of bird species recognition using neural networks with different preprocessing methods and different sets of features. Context neural network architecture was designed to embed the dynamic nature of bird songs into inputs. We devised a noise reduction algorithm and effectively applied it to enhance bird species recognition. The performance of the context neural network architecture was comparatively evaluated with linear/mel frequency cepstral coefficients and promising experimental results were achieved.
  • Keywords
    acoustic signal processing; biocommunications; biology computing; ecology; neural nets; wireless sensor networks; zoology; bird species recognition; ecosystem monitoring; neural networks; preprocessing methods; sensor network; Birds; Ecosystems; Hidden Markov models; Monitoring; Neural networks; Noise reduction; Pattern recognition; Speech recognition; Support vector machine classification; Support vector machines;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Sensors, Sensor Networks and Information, 2007. ISSNIP 2007. 3rd International Conference on
  • Conference_Location
    Melbourne, Qld.
  • Print_ISBN
    978-1-4244-1501-4
  • Electronic_ISBN
    978-1-4244-1502-1
  • Type

    conf

  • DOI
    10.1109/ISSNIP.2007.4496859
  • Filename
    4496859