Skip to main content
Erschienen in: Hydrogeology Journal 1-2/2006

01.01.2006 | Paper

Applicability of the most frequent value method in groundwater modeling

verfasst von: Peter Szucs, Faruk Civan, Margit Virag

Erschienen in: Hydrogeology Journal | Ausgabe 1-2/2006

Einloggen

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

search-config
loading …

Abstract

The Most Frequent Value Method (MFV) is applied to groundwater modeling as a robust and effective geostatistical method. The Most Frequent Value method is theoretically derived from the minimization of the information loss called the I-divergence. The MFV algorithm is then coupled with global optimization (Very Fast Simulated Annealing) to provide a powerful method for solving the inverse problems in groundwater modeling. The advantages and applicability of this new approach are illustrated by means of theoretical investigations and case studies. It is demonstrated that the MFV method has certain advantages over the conventional statistical methods derived from the maximum likelihood principle.

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!

Literatur
Zurück zum Zitat Anderson MP, Woessner WW (1992) Applied ground-water modeling. Academic, San Diego, CA, 381 pp Anderson MP, Woessner WW (1992) Applied ground-water modeling. Academic, San Diego, CA, 381 pp
Zurück zum Zitat Carrera J, Neuman SP (1986a) Estimation of aquifer parameters under transient and steady state conditions. 1. Maximum likelihood method incorporating prior information. Water Resour Res 22(2):199–210 Carrera J, Neuman SP (1986a) Estimation of aquifer parameters under transient and steady state conditions. 1. Maximum likelihood method incorporating prior information. Water Resour Res 22(2):199–210
Zurück zum Zitat Carrera J, Neuman SP (1986b) Estimation of aquifer parameters under transient and steady state conditions. 2. Uniqueness, stability and pollution algorithms. Water Resour Res 22(2):211–227 Carrera J, Neuman SP (1986b) Estimation of aquifer parameters under transient and steady state conditions. 2. Uniqueness, stability and pollution algorithms. Water Resour Res 22(2):211–227
Zurück zum Zitat Carrera J, Neuman SP (1986c) Estimation of aquifer parameters under transient and steady state conditions. 3. Application to synthetic and field data. Water Resour Res 22(2):228–242 Carrera J, Neuman SP (1986c) Estimation of aquifer parameters under transient and steady state conditions. 3. Application to synthetic and field data. Water Resour Res 22(2):228–242
Zurück zum Zitat Chiang WH, Kinzelbach W (2001) 3D-Groundwater modeling with PMWIN. A simulation system for modeling groundwater flow and pollution. Springer, Berlin Heidelberg New York, 346 pp Chiang WH, Kinzelbach W (2001) 3D-Groundwater modeling with PMWIN. A simulation system for modeling groundwater flow and pollution. Springer, Berlin Heidelberg New York, 346 pp
Zurück zum Zitat de Marsily Gh, Delhomme JP, Coundrain-Ribstein A, Lavenue AM (2000) Four decades of inverse problems in hydrogeology. Paru dans Geophysical Society of America, Special paper 348:1–28 de Marsily Gh, Delhomme JP, Coundrain-Ribstein A, Lavenue AM (2000) Four decades of inverse problems in hydrogeology. Paru dans Geophysical Society of America, Special paper 348:1–28
Zurück zum Zitat Dobróka M, Gyulai Á, Ormos T, Csokás J, Dresen L (1991) Joint inversion of seismic and geoelectric data recorded in an underground coal mine. Geophys Prospect 39:643–665 Dobróka M, Gyulai Á, Ormos T, Csokás J, Dresen L (1991) Joint inversion of seismic and geoelectric data recorded in an underground coal mine. Geophys Prospect 39:643–665
Zurück zum Zitat Doherty J (2000) PEST, model-independent parameter estimation, 4th edn. program documentation. Watermark Numerical Computing, p 249 Doherty J (2000) PEST, model-independent parameter estimation, 4th edn. program documentation. Watermark Numerical Computing, p 249
Zurück zum Zitat Dutter R (1987) Mathematische Methoden in der Montangeologie. Vor-lesungsnotizen, Manuscript, Leoben Dutter R (1987) Mathematische Methoden in der Montangeologie. Vor-lesungsnotizen, Manuscript, Leoben
Zurück zum Zitat EMRL, Environmental Modeling Research Laboratory of Brigham Young University (2002) Groundwater modeling system (GMS 4.0), Tutorial manual EMRL, Environmental Modeling Research Laboratory of Brigham Young University (2002) Groundwater modeling system (GMS 4.0), Tutorial manual
Zurück zum Zitat Ferenczy L, Kormos L, Szucs P (1990) A new statistical method in well log interpretation, paper O. In: 13th European formation evaluation symposium transactions: Soc. Prof. Well Log Analysts, Budapest Chapter, 17 pp Ferenczy L, Kormos L, Szucs P (1990) A new statistical method in well log interpretation, paper O. In: 13th European formation evaluation symposium transactions: Soc. Prof. Well Log Analysts, Budapest Chapter, 17 pp
Zurück zum Zitat Hajagos B, Steiner F (1991) Different measures of the uncertainty. Acta Geod Geophys Montan Hung 26:183–189 Hajagos B, Steiner F (1991) Different measures of the uncertainty. Acta Geod Geophys Montan Hung 26:183–189
Zurück zum Zitat Hajagos B, Steiner F (1995) Symmetrical stable probability distributions nearest lying to the types of the supermodel f a (x). Acta Geod Geophys Hung 30(2–4):463–470 Hajagos B, Steiner F (1995) Symmetrical stable probability distributions nearest lying to the types of the supermodel f a (x). Acta Geod Geophys Hung 30(2–4):463–470
Zurück zum Zitat Harbaugh AW, Banta ER, Hill MC, McDonald MG (2000) MODFLOW-2000, The U.S. Geological Survey modular ground-water model—user guide to modularization concepts and the ground water flow process. U.S. Geological Survey, Open-file report 00–92 Harbaugh AW, Banta ER, Hill MC, McDonald MG (2000) MODFLOW-2000, The U.S. Geological Survey modular ground-water model—user guide to modularization concepts and the ground water flow process. U.S. Geological Survey, Open-file report 00–92
Zurück zum Zitat Hill MC (1992) A computer program (MODFLOWP) for estimating parameters of a transient, three-dimensional ground water flow model using nonlinear regression. U.S. Geological Survey, Open-file report 91–484 Hill MC (1992) A computer program (MODFLOWP) for estimating parameters of a transient, three-dimensional ground water flow model using nonlinear regression. U.S. Geological Survey, Open-file report 91–484
Zurück zum Zitat Hill MC (1998) Methods and guidelines for effective model calibration. U.S. Geological Survey, Water-resources investigations report 98-4005 Hill MC (1998) Methods and guidelines for effective model calibration. U.S. Geological Survey, Water-resources investigations report 98-4005
Zurück zum Zitat Hill MC, Banta ER, Harbaugh AW, Anderman ER (2000) MODFLOW-2000, The U.S. Geological Survey modular ground-water model—user guide to the observation, sensitivity, and parameter-estimation processes and three post-processing programs. U.S. Geological Survey, Open-file report 00-184 Hill MC, Banta ER, Harbaugh AW, Anderman ER (2000) MODFLOW-2000, The U.S. Geological Survey modular ground-water model—user guide to the observation, sensitivity, and parameter-estimation processes and three post-processing programs. U.S. Geological Survey, Open-file report 00-184
Zurück zum Zitat Huber PJ (1981) Robust statistics. Wiley, New York, 308 pp Huber PJ (1981) Robust statistics. Wiley, New York, 308 pp
Zurück zum Zitat Ingber L (1989) Very fast simulated reannealing. Math Comput Modeling 12(8):967–993CrossRef Ingber L (1989) Very fast simulated reannealing. Math Comput Modeling 12(8):967–993CrossRef
Zurück zum Zitat Isaaks EH, Srivastava RM (1989) Applied geostatistics. Oxford University Press, Oxford, pp 1–561 Isaaks EH, Srivastava RM (1989) Applied geostatistics. Oxford University Press, Oxford, pp 1–561
Zurück zum Zitat Kirkpatrick S, Gelatt CD Jr, Vecchi MP (1983) Optimization by simulated annealing. Science 220:671–680MathSciNet Kirkpatrick S, Gelatt CD Jr, Vecchi MP (1983) Optimization by simulated annealing. Science 220:671–680MathSciNet
Zurück zum Zitat Kitandis PK (1997) Introduction to geostatistics: applications to hydrogeology. Cambridge University Press, Cambridge, 249 pp Kitandis PK (1997) Introduction to geostatistics: applications to hydrogeology. Cambridge University Press, Cambridge, 249 pp
Zurück zum Zitat Kruseman GP, de Ridder NA (1990) Analysis and interpretation of pumping test data, Publication 47. International Intsitute for Land Reclamation and Improvement, Wageningen, The Netherlands, pp 1–375 Kruseman GP, de Ridder NA (1990) Analysis and interpretation of pumping test data, Publication 47. International Intsitute for Land Reclamation and Improvement, Wageningen, The Netherlands, pp 1–375
Zurück zum Zitat Lebbe LC (1999) Hydraulic parameter identification. Generalized interpretation method for single and multiple pumping tests. Springer, Berlin Heidelberg New York, 359 pp Lebbe LC (1999) Hydraulic parameter identification. Generalized interpretation method for single and multiple pumping tests. Springer, Berlin Heidelberg New York, 359 pp
Zurück zum Zitat Lee T-C (1999) Applied mathematics in hydrogeology. CRC Press, Boca Raton, FL (ISBN 1-56670-375-1) Lee T-C (1999) Applied mathematics in hydrogeology. CRC Press, Boca Raton, FL (ISBN 1-56670-375-1)
Zurück zum Zitat Lines TR, Treitel S (1984) Tutorial: a review of least squares inversion and its application to geophysical problems. Geophys Prospect 32:159–186 Lines TR, Treitel S (1984) Tutorial: a review of least squares inversion and its application to geophysical problems. Geophys Prospect 32:159–186
Zurück zum Zitat Marquardt DW (1970) Generalized inverses, Ridge regression, biased linear estimation, and nonlinear estimation. Techometrics 12:591–612 Marquardt DW (1970) Generalized inverses, Ridge regression, biased linear estimation, and nonlinear estimation. Techometrics 12:591–612
Zurück zum Zitat Menke W (1984) Geophysical data analysis: discrete inverse theory. Academic, San Diego, CA Menke W (1984) Geophysical data analysis: discrete inverse theory. Academic, San Diego, CA
Zurück zum Zitat Metropolis N, Rosenbluth A, Rosenbluth M, Teller A, Teller E (1953) Equations of state calculations by fast computing machines. J Chem Phys 21:1087–1092 Metropolis N, Rosenbluth A, Rosenbluth M, Teller A, Teller E (1953) Equations of state calculations by fast computing machines. J Chem Phys 21:1087–1092
Zurück zum Zitat Poeter EP, Hill MC (1997) Inverse models: a necessary next step in groundwater modeling. Ground Water 35(2):250–260 Poeter EP, Hill MC (1997) Inverse models: a necessary next step in groundwater modeling. Ground Water 35(2):250–260
Zurück zum Zitat Poeter EP, Hill MC (1998) Documentation of UCODE. A computer code for universal inverse modeling. U.S. Geological Survey, Water-resources investigations report 98–4080 Poeter EP, Hill MC (1998) Documentation of UCODE. A computer code for universal inverse modeling. U.S. Geological Survey, Water-resources investigations report 98–4080
Zurück zum Zitat Pollock DW (1994) User’s guide for MODPATH/MODPATH-PLOT, version 3: a particle tracking post-processing package for MODFLOW, the U.S. Geological Survey finite difference ground-water flow model: U.S. Geological Survey open-file report 94-464, 6 ch Pollock DW (1994) User’s guide for MODPATH/MODPATH-PLOT, version 3: a particle tracking post-processing package for MODFLOW, the U.S. Geological Survey finite difference ground-water flow model: U.S. Geological Survey open-file report 94-464, 6 ch
Zurück zum Zitat Sen M, Stoffa PL (1995) Global optimization methods in geophysical inversion. Elsevier, Amsterdam, The Netherlands. Adv Explor Geophys 4 Sen M, Stoffa PL (1995) Global optimization methods in geophysical inversion. Elsevier, Amsterdam, The Netherlands. Adv Explor Geophys 4
Zurück zum Zitat Steiner F (1965) Interpretation of Bouguer-maps (in Hungarian). Dissertation, Manuscript, Miskolc, pp 80–94 Steiner F (1965) Interpretation of Bouguer-maps (in Hungarian). Dissertation, Manuscript, Miskolc, pp 80–94
Zurück zum Zitat Steiner F (1972) Simultane interpretation geophysikalischer messdatensysteme. Rev Pure Appl Geophys 96:15–27CrossRef Steiner F (1972) Simultane interpretation geophysikalischer messdatensysteme. Rev Pure Appl Geophys 96:15–27CrossRef
Zurück zum Zitat Steiner F (1988) The most frequent value procedures. Geophys Trans 34(2–3):226 Steiner F (1988) The most frequent value procedures. Geophys Trans 34(2–3):226
Zurück zum Zitat Steiner F (1990) The bases of geostatistics (in Hungarian). Tankonyvkiado, Budapest, Hungary, 363 pp Steiner F (1990) The bases of geostatistics (in Hungarian). Tankonyvkiado, Budapest, Hungary, 363 pp
Zurück zum Zitat Steiner F (ed) (1991) The most frequent value. Introduction to a modern conception statistics. Akademia Kiado, Budapest, Hungary, 314 pp Steiner F (ed) (1991) The most frequent value. Introduction to a modern conception statistics. Akademia Kiado, Budapest, Hungary, 314 pp
Zurück zum Zitat Steiner F (ed) (1997) Optimum methods in statistics. Akademia Kiado, Budapest, Hungary Steiner F (ed) (1997) Optimum methods in statistics. Akademia Kiado, Budapest, Hungary
Zurück zum Zitat Steiner F, Hajagos B (1994) Practical definition of robustness. Geophys Trans 38:193–210 Steiner F, Hajagos B (1994) Practical definition of robustness. Geophys Trans 38:193–210
Zurück zum Zitat Steiner F, Hajagos B (1995) Determination of the parameter errors (demonstrated on a gravimetric example) if the geophysical inversion is carried out as the global minimization of arbitrary norms (demonstrated by the Pc norm). Magyar Geofizika 36:261–276 Steiner F, Hajagos B (1995) Determination of the parameter errors (demonstrated on a gravimetric example) if the geophysical inversion is carried out as the global minimization of arbitrary norms (demonstrated by the Pc norm). Magyar Geofizika 36:261–276
Zurück zum Zitat Sun N-Z (1994) Inverse problems in groundwater modeling. Kluwer, Dordrecht Sun N-Z (1994) Inverse problems in groundwater modeling. Kluwer, Dordrecht
Zurück zum Zitat Szucs P (1994) Comment on an old dogma: ‘the data are normally distributed’. Geophys Trans 38:231–238 Szucs P (1994) Comment on an old dogma: ‘the data are normally distributed’. Geophys Trans 38:231–238
Zurück zum Zitat Szucs P (2002) Inversion of pumping test data for improved interpretation. In: microCAD 2002, International scientific conference, University of Miskolc, A: Geoinformatics, 7–8 March 2002, pp 107–112 Szucs P (2002) Inversion of pumping test data for improved interpretation. In: microCAD 2002, International scientific conference, University of Miskolc, A: Geoinformatics, 7–8 March 2002, pp 107–112
Zurück zum Zitat Szucs P, Civan F (1996) Multi-layer well log interpretation using the simulated annealing method. J Pet Sci Eng 14:209–220CrossRef Szucs P, Civan F (1996) Multi-layer well log interpretation using the simulated annealing method. J Pet Sci Eng 14:209–220CrossRef
Zurück zum Zitat Szucs P, Ritter Gy (2002) Improved interpretation of pumping test results using simulated annealing optimization. In: ModelCARE 2002, Proceedings of the 4th international conference on calibration and reliability in groundwater modeling, Prague, Czech Republic, 17–20 June 2002. Acta Universitas Carolinae – Geologica 2002, 46(2/3):238–241 Szucs P, Ritter Gy (2002) Improved interpretation of pumping test results using simulated annealing optimization. In: ModelCARE 2002, Proceedings of the 4th international conference on calibration and reliability in groundwater modeling, Prague, Czech Republic, 17–20 June 2002. Acta Universitas Carolinae – Geologica 2002, 46(2/3):238–241
Zurück zum Zitat Tóth J (1999) Groundwater as a geologic agent: An overview of the causes, processes, and manifestations. Hydrogeol J 7:1–14 Tóth J (1999) Groundwater as a geologic agent: An overview of the causes, processes, and manifestations. Hydrogeol J 7:1–14
Zurück zum Zitat Valstar JR (2001) Inverse modeling of groundwater flow and transport. PhD thesis, Delft University of Technology Valstar JR (2001) Inverse modeling of groundwater flow and transport. PhD thesis, Delft University of Technology
Zurück zum Zitat Valstar JR, McLaughlin DB, te Stroet CBM, van Geer FC (2004) The representer-based inverse method for groundwater flow and transport applications. Water Resour Res 40:W05116. DOI 10.1029/2003WR002922CrossRef Valstar JR, McLaughlin DB, te Stroet CBM, van Geer FC (2004) The representer-based inverse method for groundwater flow and transport applications. Water Resour Res 40:W05116. DOI 10.1029/2003WR002922CrossRef
Metadaten
Titel
Applicability of the most frequent value method in groundwater modeling
verfasst von
Peter Szucs
Faruk Civan
Margit Virag
Publikationsdatum
01.01.2006
Erschienen in
Hydrogeology Journal / Ausgabe 1-2/2006
Print ISSN: 1431-2174
Elektronische ISSN: 1435-0157
DOI
https://doi.org/10.1007/s10040-004-0426-1

Weitere Artikel der Ausgabe 1-2/2006

Hydrogeology Journal 1-2/2006 Zur Ausgabe