• DocumentCode
    2451570
  • Title

    Interpreting the pattern of volcano eruptions: Intelligent system for tephra layer correlation

  • Author

    Rogova, Galina L. ; Bursik, Marcus I. ; Hanson-Hedgecock, Sara

  • Author_Institution
    Encompass Consulting, Rochester
  • fYear
    2007
  • fDate
    9-12 July 2007
  • Firstpage
    1
  • Lastpage
    7
  • Abstract
    The overall goal of the research presented in this paper is to design an intelligent system to aid geologists in processing complex rock characteristics for interpreting eruption patterns, and thereby to aid eruption forecasting for volcanic chains and fields. The objective of this paper is to describe application of data fusion techniques to designing an intelligent system. The processing of geological data described in this paper includes both a hybrid classifier for recognition of tephra layers utilizing lithostratigraphic tephra characteristics and clustering of geochemical features aimed at defining the size and position of potential zones of partial melt in volcanic regions. Special attention is paid to the description of a new evidential method of combining several clustering results. The method of fusion of several clustering results is not specific to geochemical data and can be used in other applications.
  • Keywords
    geochemistry; geology; image recognition; knowledge based systems; pattern clustering; sensor fusion; volcanology; complex rock characteristics; data fusion; eruption forecasting; eruption patterns; geochemical feature clustering; geology; hybrid classifier; intelligent system; lithostratigraphic tephra; tephra layer correlation; tephra layer recognition; volcanic chains; volcano eruption; Character recognition; Earth; Geologic measurements; Geology; Hybrid intelligent systems; Intelligent systems; Pattern recognition; Soil; Uncertainty; Volcanoes; descision fusion; fusion of clustering results; geological data; the Demster-Shafer theory of evidence; volcanic eruptions;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Fusion, 2007 10th International Conference on
  • Conference_Location
    Quebec, Que.
  • Print_ISBN
    978-0-662-45804-3
  • Electronic_ISBN
    978-0-662-45804-3
  • Type

    conf

  • DOI
    10.1109/ICIF.2007.4408151
  • Filename
    4408151