Skip to main content
Erschienen in: Hydrogeology Journal 4/2023

17.03.2023 | Paper

Upscaling equivalent hydrofacies simulation based on borehole data generalization and transition probability geostatistics

verfasst von: Lei Ma, Huasheng Liao, Jiazhong Qian, Weidong Zhao, Shuguang Li

Erschienen in: Hydrogeology Journal | Ausgabe 4/2023

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The heterogeneity of hydrofacies is represented as spatial variability on different scales, and it has a significant impact on the behavior of groundwater flow and pollutant transport. However, effectively characterizing hydrofacies heterogeneity on different scales remains one of the most challenging problems in hydrogeology. In this study, an upscaling hydrofacies simulation (UHS) framework is proposed by integrating the upscaling borehole generalization (UBG) approach and transition probability geostatistics (TPG). A new UBG approach for generating virtual boreholes with equivalent hydrofacies information based on relatively high-density borehole lithological data is proposed, and the TPG is used to delineate the multiscale facies distribution. The results show that the UBG approach can significantly reduce borehole data volume while retaining the key equivalent hydrofacies information on a coarser scale. The UHS method can well characterize the overall distribution of equivalent hydrofacies on coarser scales, with the minor-component hydrofacies underestimated and the major-component hydrofacies overestimated to a lesser extent, and more equivalent facies appearing in strong heterogeneous areas. These results demonstrate that the UHS method can provide valuable capacity insights and advantages in characterizing hydrofacies heterogeneity on different scales using such high-density borehole lithological data.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Anhänge
Nur mit Berechtigung zugänglich
Literatur
Zurück zum Zitat Bimonte S, Bertolotto M, Gensel J, Boussaid O (2012) Spatial OLAP and map generalization: model and algebra. Int J Data Warehous Min 8(1):24–51CrossRef Bimonte S, Bertolotto M, Gensel J, Boussaid O (2012) Spatial OLAP and map generalization: model and algebra. Int J Data Warehous Min 8(1):24–51CrossRef
Zurück zum Zitat Blöschl G, Sivapalan M (1995) Scale issues in hydrological modelling: a review. Hydrol Process 9(3–4):251–290CrossRef Blöschl G, Sivapalan M (1995) Scale issues in hydrological modelling: a review. Hydrol Process 9(3–4):251–290CrossRef
Zurück zum Zitat Carle SF (1997) Implementation schemes for avoiding artifact discontinuities in simulated annealing. Math Geol 29(2):231–244CrossRef Carle SF (1997) Implementation schemes for avoiding artifact discontinuities in simulated annealing. Math Geol 29(2):231–244CrossRef
Zurück zum Zitat Carle SF (1999) T-PROGS: transition probability geostatistical software (version 2.1), Hydrologic Sciences Graduate Group, University of California, Davis Carle SF (1999) T-PROGS: transition probability geostatistical software (version 2.1), Hydrologic Sciences Graduate Group, University of California, Davis
Zurück zum Zitat Carle SF, Fogg GE (1996) Transition probability-based indicator geostatistics. Math Geol 28(4):453–476CrossRef Carle SF, Fogg GE (1996) Transition probability-based indicator geostatistics. Math Geol 28(4):453–476CrossRef
Zurück zum Zitat Carle SF, Fogg GE (1997) Modeling spatial variability with one and multidimensional continuous-lag Markov chains. Math Geol 29(7):891–918CrossRef Carle SF, Fogg GE (1997) Modeling spatial variability with one and multidimensional continuous-lag Markov chains. Math Geol 29(7):891–918CrossRef
Zurück zum Zitat Chang CM, Yeh HD (2010) Nonstationary stochastic analysis of flow in a heterogeneous unconfined aquifer subject to spatially-random periodic recharge. J Hydrol 395(3–4):163–168CrossRef Chang CM, Yeh HD (2010) Nonstationary stochastic analysis of flow in a heterogeneous unconfined aquifer subject to spatially-random periodic recharge. J Hydrol 395(3–4):163–168CrossRef
Zurück zum Zitat Chen J, Hu YG, Li ZL, Zhao RL, Meng LQ (2009) Selective omission of road features based on mesh density for automatic map generalization. Int J Geogr Inf Sci 23(8):1013–1032CrossRef Chen J, Hu YG, Li ZL, Zhao RL, Meng LQ (2009) Selective omission of road features based on mesh density for automatic map generalization. Int J Geogr Inf Sci 23(8):1013–1032CrossRef
Zurück zum Zitat Dafflon B, Irving J, Holliger K (2009) Simulated-annealing-based conditional simulation for the local-scale characterization of heterogeneous aquifers. J Appl Geophys 68(1):60–70CrossRef Dafflon B, Irving J, Holliger K (2009) Simulated-annealing-based conditional simulation for the local-scale characterization of heterogeneous aquifers. J Appl Geophys 68(1):60–70CrossRef
Zurück zum Zitat Dai ZX, Keating E, Bacon D, Viswanathan H, Stauffer P, Jordan A, Pawar R (2014) Probabilistic evaluation of shallow groundwater resources at a hypothetical carbon sequestration site. Scientific Reports 4, Artn 4006 Dai ZX, Keating E, Bacon D, Viswanathan H, Stauffer P, Jordan A, Pawar R (2014) Probabilistic evaluation of shallow groundwater resources at a hypothetical carbon sequestration site. Scientific Reports 4, Artn 4006
Zurück zum Zitat Deutsch CV, Journel AG (1992) GSLIB, geostatistical software library and user’s guide. Oxford University Press, New York Deutsch CV, Journel AG (1992) GSLIB, geostatistical software library and user’s guide. Oxford University Press, New York
Zurück zum Zitat Fitts CR (2002) Groundwater science, 1st edn. Elsevier, San Diego Fitts CR (2002) Groundwater science, 1st edn. Elsevier, San Diego
Zurück zum Zitat Freeze AR (1975) A stochastic-conceptual analysis of one-dimensional groundwater flow in nonuniform homogeneous media. Water Resour Res 11(5):725–741CrossRef Freeze AR (1975) A stochastic-conceptual analysis of one-dimensional groundwater flow in nonuniform homogeneous media. Water Resour Res 11(5):725–741CrossRef
Zurück zum Zitat Gleeson T, Paszkowski D (2014) Perceptions of scale in hydrology: what do you mean by regional scale? Hydrol Sci J 59(1):99–107CrossRef Gleeson T, Paszkowski D (2014) Perceptions of scale in hydrology: what do you mean by regional scale? Hydrol Sci J 59(1):99–107CrossRef
Zurück zum Zitat Guo WL, Yang QK, Wang HJ, Li R (2012) DEM multi-scale representation based on wavelet multiresolution analysis. J Food Agric Environ 10(3–4):1346–1349 Guo WL, Yang QK, Wang HJ, Li R (2012) DEM multi-scale representation based on wavelet multiresolution analysis. J Food Agric Environ 10(3–4):1346–1349
Zurück zum Zitat Kalbermatten M, Van De Ville D, Turberg P, Tuia D, Joost S (2012) Multiscale analysis of geomorphological and geological features in high resolution digital elevation models using the wavelet transform. Geomorphology 138(1):352–363CrossRef Kalbermatten M, Van De Ville D, Turberg P, Tuia D, Joost S (2012) Multiscale analysis of geomorphological and geological features in high resolution digital elevation models using the wavelet transform. Geomorphology 138(1):352–363CrossRef
Zurück zum Zitat Klingbeil R, Kleineidam S, Asprion U, Aigner T, Teutsch G (1999) Relating lithofacies to hydrofacies: outcrop-based hydrogeological characterisation of Quaternary gravel deposits. Sediment Geol 129(3–4):299–310CrossRef Klingbeil R, Kleineidam S, Asprion U, Aigner T, Teutsch G (1999) Relating lithofacies to hydrofacies: outcrop-based hydrogeological characterisation of Quaternary gravel deposits. Sediment Geol 129(3–4):299–310CrossRef
Zurück zum Zitat Liao HS, Li LX, Li SG (2004) Advancement of stochastic modeling for non-stationary groundwater transport and interaction between small-scale heterogeneity and large-scale non-uniformity. Shuili Xuebao 35(10):13–21 Liao HS, Li LX, Li SG (2004) Advancement of stochastic modeling for non-stationary groundwater transport and interaction between small-scale heterogeneity and large-scale non-uniformity. Shuili Xuebao 35(10):13–21
Zurück zum Zitat Malenda HF, Sutfin NA, Guryan G, Stauffer S, Rowland JC, Williams KH, Singha K (2019) From Grain to Floodplain: evaluating heterogeneity of floodplain hydrostatigraphy using sedimentology, geophysics, and remote sensing. Earth Surf Process Landf 44(9):1799–1815. https://doi.org/10.1002/esp.4613CrossRef Malenda HF, Sutfin NA, Guryan G, Stauffer S, Rowland JC, Williams KH, Singha K (2019) From Grain to Floodplain: evaluating heterogeneity of floodplain hydrostatigraphy using sedimentology, geophysics, and remote sensing. Earth Surf Process Landf 44(9):1799–1815. https://​doi.​org/​10.​1002/​esp.​4613CrossRef
Zurück zum Zitat Muller JC, Lagrange JP, Weibel R (1995) GIS and generalisation: methodology and practice. Taylor & Francis, London Muller JC, Lagrange JP, Weibel R (1995) GIS and generalisation: methodology and practice. Taylor & Francis, London
Zurück zum Zitat Park YJ, Sudicky EA, McLaren RG, Sykes JF (2004) Analysis of hydraulic and tracer response tests within moderately fractured rock based on a transition probability geostatistical approach. Water Resour Res 40(12). https://doi.org/10.1029/2004wr003188 Park YJ, Sudicky EA, McLaren RG, Sykes JF (2004) Analysis of hydraulic and tracer response tests within moderately fractured rock based on a transition probability geostatistical approach. Water Resour Res 40(12). https://​doi.​org/​10.​1029/​2004wr003188
Zurück zum Zitat Proce CJ, Ritzi RW, Dominic DF, Dai Z (2004) Modeling multiscale heterogeneity and aquifer interconnectivity. Ground Water 42(5):658–670CrossRef Proce CJ, Ritzi RW, Dominic DF, Dai Z (2004) Modeling multiscale heterogeneity and aquifer interconnectivity. Ground Water 42(5):658–670CrossRef
Zurück zum Zitat Ritzi RW Jr (2000) Behavior of indicator variograms and transition probabilities in relation to the variance in lengths of hydrofacies. Water Resour Res 36(11):3375–3381CrossRef Ritzi RW Jr (2000) Behavior of indicator variograms and transition probabilities in relation to the variance in lengths of hydrofacies. Water Resour Res 36(11):3375–3381CrossRef
Zurück zum Zitat Walker JR (2002) Application of transition probability geostatistics for indicator simulations involving the MODFLOW model. Brigham Young University, Provo, UT Walker JR (2002) Application of transition probability geostatistics for indicator simulations involving the MODFLOW model. Brigham Young University, Provo, UT
Zurück zum Zitat Ware JM, Wilson ID, Ware JA (2003) A knowledge based genetic algorithm approach to automating cartographic generalisation. Knowl-Based Syst 16(5–6):295–303CrossRef Ware JM, Wilson ID, Ware JA (2003) A knowledge based genetic algorithm approach to automating cartographic generalisation. Knowl-Based Syst 16(5–6):295–303CrossRef
Zurück zum Zitat Webber T, Costa JFCL, Salvadoretti P (2013) Using borehole geophysical data as soft information in indicator kriging for coal quality estimation. Int J Coal Geol 112:67–75CrossRef Webber T, Costa JFCL, Salvadoretti P (2013) Using borehole geophysical data as soft information in indicator kriging for coal quality estimation. Int J Coal Geol 112:67–75CrossRef
Zurück zum Zitat Weissmann GS, Fogg GE (1999) Multi-scale alluvial fan heterogeneity modeled with transition probability geostatistics in a sequence stratigraphic framework. J Hydrol 226(1–2):48–65CrossRef Weissmann GS, Fogg GE (1999) Multi-scale alluvial fan heterogeneity modeled with transition probability geostatistics in a sequence stratigraphic framework. J Hydrol 226(1–2):48–65CrossRef
Zurück zum Zitat Weissmann GS, Carle SF, Fogg GE (1999) Three-dimensional hydrofacies modeling based on soil surveys and transition probability geostatistics. Water Resour Res 35(6):1761–1770CrossRef Weissmann GS, Carle SF, Fogg GE (1999) Three-dimensional hydrofacies modeling based on soil surveys and transition probability geostatistics. Water Resour Res 35(6):1761–1770CrossRef
Metadaten
Titel
Upscaling equivalent hydrofacies simulation based on borehole data generalization and transition probability geostatistics
verfasst von
Lei Ma
Huasheng Liao
Jiazhong Qian
Weidong Zhao
Shuguang Li
Publikationsdatum
17.03.2023
Verlag
Springer Berlin Heidelberg
Erschienen in
Hydrogeology Journal / Ausgabe 4/2023
Print ISSN: 1431-2174
Elektronische ISSN: 1435-0157
DOI
https://doi.org/10.1007/s10040-023-02621-w

Weitere Artikel der Ausgabe 4/2023

Hydrogeology Journal 4/2023 Zur Ausgabe