The Direct Sampling method to perform multiple‐point geostatistical simulations
UNSW Sydney · National Centre for Groundwater Research and Training · +2 more institutions
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…
Citation impact
- FWCI
- 19.86
- Percentile
- 100%
- References
- 69
Authors
3Topics & keywords
- Geostatistics
- Computer science
- Data mining
- Sampling (signal processing)
- Multivariate statistics
- Range (aeronautics)
- Kriging
- Point (geometry)
- Clean water and sanitation