• DocumentCode
    478303
  • Title

    Analysis of Soil Moisture and Overland Flow Generation Using Cellular Automata and Self-Organizing Feature Maps

  • Author

    Zhang, Xiang ; Hu, Xianqun ; Hu, Tiesong

  • Author_Institution
    State Key Lab. of Water Resources & hydropower Eng. Sci., Wuhan Univ., Wuhan
  • Volume
    4
  • fYear
    2008
  • fDate
    18-20 Oct. 2008
  • Firstpage
    467
  • Lastpage
    471
  • Abstract
    Soil moisture is a key component and has a major influence on the generation of overland flow. The space-time self-organizations of soil moisture and overland flow generation in Tarrawarra experimental catchment in Australian are analyzed here. The A-K network, which is the combination of ART neural network and Kohonen neural network, is used to identify the spatial pattern of soil moisture. The semivariograms are calculated for the clustering center of each identified pattern in order to find the structures of variance. The variety of overland flow generating area in catchment is analyzed by using a cellular automata which model the self-organizing incorporation in soil water balance including infiltration, rainfall and evaporation. In this paper, our goal is to find the possible occurrence of self-organization in hydrological process. Some initial results tend to approve the hypothesis.
  • Keywords
    cellular automata; evaporation; geophysics computing; hydrological techniques; moisture; rain; self-organising feature maps; soil; ART neural network; Kohonen neural network; Tarrawarra experimental catchment; cellular automata; hydrological process; overland flow generation; rainfall; self-organizing feature maps; soil moisture analysis; soil water balance; Artificial neural networks; Australia; Design engineering; Fractals; Hydroelectric power generation; Neural networks; Production; Soil moisture; Subspace constraints; Water resources; Cellular Automata; Overland Flow Generation; Self-organizing Feature Maps; Soil Moisture;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Natural Computation, 2008. ICNC '08. Fourth International Conference on
  • Conference_Location
    Jinan
  • Print_ISBN
    978-0-7695-3304-9
  • Type

    conf

  • DOI
    10.1109/ICNC.2008.789
  • Filename
    4667327