• Title of article

    The NeuroDeveloper®: a tool for modular neural classification of spectroscopic data

  • Author/Authors

    Udelhoven، نويسنده , , Thomas and Novozhilov، نويسنده , , Mark and Schmitt، نويسنده , , Jürgen، نويسنده ,

  • Issue Information
    دوفصلنامه با شماره پیاپی سال 2003
  • Pages
    8
  • From page
    219
  • To page
    226
  • Abstract
    The NeuroDeveloper® is a high-performance software tool for the classification of spectroscopic data using artificial neural networks (ANNs). The software consists of four specialized modules, each constructed for one step within the classification procedure. The FeatureDeveloper offers a user-friendly visualization of the raw-spectra, uni- or multivariate methods for wavelength selection and compression, as well as standard tools for spectra preprocessing. The NeuroSimulator performs the neural network training. The identification of a suited network architecture is supported by an automation tool. The development of modular and hierarchically organized neural networks of any degree of complexity is done in the ModuleDeveloper. Finally, the evaluation of new data by trained ANNs is achieved by the Classification module with a complete documentation via printout and log-files.
  • Keywords
    NEURAL NETWORKS , Modular ANNs , Classification , feature selection , Spectroscopic data
  • Journal title
    Chemometrics and Intelligent Laboratory Systems
  • Serial Year
    2003
  • Journal title
    Chemometrics and Intelligent Laboratory Systems
  • Record number

    1460753