Training images from process-imitating methods an application to the lower namoi aquifer, murray-darling basin, australia

Mathematical Geosciences

Volumn 46, Issue 2, 2014, Pages 241-260

  Comunian, Alessandro ^a,b   Jha, Sanjeev K ^a,b   Giambastiani, Beatrice M S ^c   Mariethoz, Gregoire ^a   Kelly, Bryce F J ^a,b  

^a UNIVERSITY OF NEW SOUTH WALES   (Australia)

^b NATIONAL CENTRE FOR GROUNDWATER RESEARCH AND TRAINING   (Australia)

^c UNIVERSITY OF FERRARA   (Italy)

Author keywords

Conditioning data; Direct sampling; FLUMY; Fluvial sedimentology; Multiple point statistics; Namoi river; Process imitating

Indexed keywords

AQUIFERS; CATCHMENTS; FRACTAL DIMENSION; GROUNDWATER; GROUNDWATER RESOURCES; LITHOLOGY; SAMPLING; STATISTICS; WATER MANAGEMENT;

DIRECT SAMPLING; FLUMY; GROUNDWATER MANAGEMENT; MULTIPLE-POINT STATISTICS; NAMOI RIVERS; NEW SOUTH WALES , AUSTRALIA; STATISTICAL PROPERTIES; TRANSITION PROBABILITIES;

IMAGE PROCESSING;

ALLUVIAL DEPOSIT; AQUIFER; HYDROGEOLOGY; MODELING; RIVER BASIN; SEDIMENTOLOGY; STATISTICAL ANALYSIS;

AUSTRALIA; MURRAY-DARLING BASIN; NAMOI RIVER; NEW SOUTH WALES;

EID: 84911090417     PISSN: 18748961     EISSN: 18748953     Source Type: Journal    
DOI: 10.1007/s11004-013-9505-y     Document Type: Article

References (30)

1. Bailey R, Smith D (2010) Thematic set: scaling in stratigraphic data series: implications for practical stratigraphy. First Break. doi:10.3997/1365-2397.2010001
2. Blakers R, Kelly B, Anderssen B, Mariethoz G, Timms W (2011) 3D dendrogram analysis for mapping aquifer connectivity and flow model structure. In: MODFLOWand more 2011: integrated hydrologic modeling. Proceedings of the 10th international conference of the IGWMC, Colorado School of Mines, International Groundwater Modeling Center (IGWMC), Golden, Colorado, USA
3. Boisvert JB, Pyrcz MJ, Deutsch CV (2007) Multiple-point statistics for training image selection. Nat Resour Res 16(4):313–321. doi:10.1007/s11053-008-9058-9
4. Caers J (2005) Petroleum geostatistics. Society of Petroleum Engineers, Richardson
5. Carle S, Fogg G (1996) Transition probability-based indicator geostatistics. Math Geol 28:453–476. doi:10.1007/BF02083656
6. Chugunova T (2008) Contrainte des modèles génétiques de réservoirs par une approche de reconnaissance statistique de forme. PhD thesis, École des Mines, Paris
7. Chugunova T, Hu L, Lerat O (2007) Conditioning a process-based fluvial model using a non-stationary multiple-point statistics approach. In: EAGE petroleum geostatistics, extended abstract
8. Cojan I, Fouché O, Lopéz S, Rivoirard J (2005) Process-based reservoir modelling in the example of meandering channel. In: Leuangthong O, Deutsch C (eds) Geostatistics Banff 2004, Quantitative geology and geostatistics, vol 14. Springer, Dordrecht, pp 611–619. doi:10.1007/978-1-4020-3610-1_62
9. Comunian A, Renard P, Straubhaar J (2012) 3D multiple-point statistics simulation using 2D training images. Comput Geosci 40:49–65. doi:10.1016/j.cageo.2011.07.009
10. Guardiano FB, Srivastava RM (1993) Multivariate geostatistics: beyond bivariate moments. In: Soares A (ed) Geostatistics: Troia ’92, vol 1. Kluwer, Dordrecht, pp 133–144
11. Hu LY, Chugunova T (2008) Multiple-point geostatistics for modeling subsurface heterogeneity: a comprehensive review. Water Resour Res 44(11):W11,413. doi:10.1029/2008WR006993
12. Huysmans M, Dassargues A (2010) Application of multiple-point geostatistics on modelling groundwater flow and transport in a cross-bedded aquifer. In: Atkinson PMM, Lloyd CDD (eds) GeoENV VII, geostatistics for environmental applications. Quantitative geology and geostatistics, vol 16. Springer, Dordrecht, pp 139–150
13. Ikeda S, Parker G, Sawai K (1981) Bend theory of river meanders. 1. Linear development. J Fluid Mech 112:363–377. doi:10.1017/S0022112081000451
14. Kollet SJ, Maxwell RM, Woodward CS, Smith S, Vanderborght J, Vereecken H, Simmer C (2010) Proof of concept of regional scale hydrologic simulations at hydrologic resolution utilizing massively parallel computer resources. Water Resour Res 46(4):W04,201. doi:10.1029/2009WR008730
15. Koltermann CE, Gorelick SM (1996) Heterogeneity in sedimentary deposits: a review of structureimitating, process-imitating, and descriptive approaches. Water Resour Res 32(9):2617–2658. doi:10.1029/96WR00025
16. Le Coz M, Genthon P, Adler PM (2011) Multiple-point statistics for modeling facies heterogeneities in a porous medium: the Komadugu-Yobe alluvium, Lake Chad basin. Math Geosci 43:861–878. doi:10.1007/s11004-011-9353-6
17. Lopez (2003) Modélisation de réservoirs chenalisés méandriformes, approche génétique et stochastique. PhD thesis, École des Mines, Paris
18. Lopez S, Galli A, Cojan I (2001) Fluvial meandering channellized reservoirs: a stochastic and process based approach. In: IAMG annual meeting, Cancun, Mexico
19. Lopez S, Cojan I, Rivoirard J, Galli A (2009) Process-based stochastic modelling: meandering channelized reservoirs. Wiley/Blackwell, New York/Oxford, pp 139–144. doi:10.1002/9781444303131.ch5
20. Maharaja A (2008) Tigenerator: object-based training image generator. Comput Geosci 34(12):1753–1761
21. Mariethoz G, Renard P, Straubhaar J (2010) The direct sampling method to perform multiple-point geostatistical simulations. Water Resour Res 46(11):W11,536. doi:10.1029/2008WR007621
22. Meerschman E, Pirot G, Mariethoz G, Straubhaar J, Meirvenne MV, Renard P (2013) A practical guide to performing multiple-point statistical simulations with the direct sampling algorithm. Comput Geosci 52(0):307–324. doi:10.1016/j.cageo.2012.09.019
23. Michael HA, Li H, Boucher A, Sun T, Caers J, Gorelick SM (2010) Combining geologic-process models and geostatistics for conditional simulation of 3-d subsurface heterogeneity. Water Resour Res 46(5):W05,527. doi:10.1029/2009WR008414
24. Pyrcz MJ, McHargue T, Clark J, Sullivan M, Strebelle S (2012) Event-based geostatistical modeling: description and applications. In: Abrahamsen P, Hauge R, Kolbjørnsen O (eds) Geostatistics Oslo 2012. Quantitative geology and geostatistics, vol 17. Springer, Dordrecht, pp 27–38. http://dx.doi.org/10.1007/978-94-007-4153-9_3. doi:10.1007/978-94-007-4153-9_3
25. Renard P, Allard D (2013) Connectivity metrics for subsurface flow and transport. Adv Water Resour 51(0):168–196. http://www.sciencedirect.com/science/article/pii/S0309170811002223. 35th Year Anniversary Issue. doi:10.1016/j.advwatres.2011.12.001
26. Strebelle S (2002) Conditional simulation of complex geological structures using multiple-point statistics. Math Geol 34:1–21. doi:10.1023/A:1014009426274
27. Sun T, Meakin P, Jøssang T (2001) Meander migration and the lateral tilting of floodplains. Water Resour Res 37(5):1485–1502. doi:10.1029/2000WR900343
28. Sun T, Meakin P, Jossang T, Schwarz K (1996) A simulation model for meandering rivers. Water Resour Res 32(9):2937–2954. doi:10.1029/96WR00998
29. Williams N, Merrick RP, Ross J (1989) Natural and induced recharge in the lower Namoi valley, New South Wales. In: Sharma M (ed) Groundwater recharge. Proceedings of the symposium on groundwater recharge, 6–9 Luly, 1987. Balkema, Rotterdam, pp 239–253
30. Young RW, Young ARM, Price DM, Wray RAL (2002) Geomorphology of the Namoi alluvial plain, northwestern New South Wales. Aust J Earth Sci 49(3):509–523. doi:10.1046/ j.1440-0952.2002.00934.x