Modelling a real-world buried valley system with vertical non-stationarity using multiple-point statistics
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Modelling a real-world buried valley system with vertical non-stationarity using multiple-point statistics. / He, Xiulan; Sonnenborg, Torben; Jørgensen, Flemming; Jensen, Karsten Høgh.
In: Hydrogeology Journal, Vol. 25, No. 2, 2017, p. 359-370.Research output: Contribution to journal › Journal article › Research › peer-review
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TY - JOUR
T1 - Modelling a real-world buried valley system with vertical non-stationarity using multiple-point statistics
AU - He, Xiulan
AU - Sonnenborg, Torben
AU - Jørgensen, Flemming
AU - Jensen, Karsten Høgh
PY - 2017
Y1 - 2017
N2 - Stationarity has traditionally been a requirement of geostatistical simulations. A common way to deal with non-stationarity is to divide the system into stationary sub-regions and subsequently merge the realizations for each region. Recently, the so-called partition approach that has the flexibility to model non-stationary systems directly was developed for multiple-point statistics simulation (MPS). The objective of this study is to apply the MPS partition method with conventional borehole logs and high-resolution airborne electromagnetic (AEM) data, for simulation of a real-world non-stationary geological system characterized by a network of connected buried valleys that incise deeply into layered Miocene sediments (case study in Denmark). The results show that, based on fragmented information of the formation boundaries, the MPS partition method is able to simulate a non-stationary system including valley structures embedded in a layered Miocene sequence in a single run. Besides, statistical information retrieved from the AEM data improved the simulation of the geology significantly, especially for the deep-seated buried valley sediments where borehole information is sparse.
AB - Stationarity has traditionally been a requirement of geostatistical simulations. A common way to deal with non-stationarity is to divide the system into stationary sub-regions and subsequently merge the realizations for each region. Recently, the so-called partition approach that has the flexibility to model non-stationary systems directly was developed for multiple-point statistics simulation (MPS). The objective of this study is to apply the MPS partition method with conventional borehole logs and high-resolution airborne electromagnetic (AEM) data, for simulation of a real-world non-stationary geological system characterized by a network of connected buried valleys that incise deeply into layered Miocene sediments (case study in Denmark). The results show that, based on fragmented information of the formation boundaries, the MPS partition method is able to simulate a non-stationary system including valley structures embedded in a layered Miocene sequence in a single run. Besides, statistical information retrieved from the AEM data improved the simulation of the geology significantly, especially for the deep-seated buried valley sediments where borehole information is sparse.
KW - Buried valley
KW - Denmark
KW - Geostatistics
KW - Multiple-point statistics
KW - Non-stationarity
U2 - 10.1007/s10040-016-1486-8
DO - 10.1007/s10040-016-1486-8
M3 - Tidsskriftartikel
AN - SCOPUS:84994316143
VL - 25
SP - 359
EP - 370
JO - Hydrogeology Journal
JF - Hydrogeology Journal
SN - 1431-2174
IS - 2
ER -
ID: 178197499