articleWater Resources ResearchNov 1, 2010Closed access

The Direct Sampling method to perform multiple‐point geostatistical simulations

UNSW Sydney · National Centre for Groundwater Research and Training · +2 more institutions

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Abstract

Multiple‐point geostatistics is a general statistical framework to model spatial fields displaying a wide range of complex structures. In particular, it allows controlling connectivity patterns that have a critical importance for groundwater flow and transport problems. This approach involves considering data events (spatial arrangements of values) derived from a training image (TI). All data events found in the TI are usually stored in a database, which is used to retrieve conditional probabilities for the simulation. Instead, we propose to sample directly the training image for a given data event, making the database unnecessary. Our method is statistically equivalent to previous implementations, but in…

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Authors

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Topics & keywords

Keywords
  • Geostatistics
  • Computer science
  • Data mining
  • Sampling (signal processing)
  • Multivariate statistics
  • Range (aeronautics)
  • Kriging
  • Point (geometry)
UN Sustainable Development Goals
  • Clean water and sanitation
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