Comparison of Two Ensemble-Kalman Filter Based Methods for Estimating Aquifer Parameters from Real 3-D Hydraulic and Tracer Tomographic Tests

作者: Emilio Sánchez-León , Daniel Erdal , Carsten Leven , Olaf A. Cirpka

DOI: 10.3390/GEOSCIENCES10070276

关键词: Hydraulic tomographyAquiferTomographyEnsemble Kalman filterSoil scienceKalman filterTRACERHydraulic conductivityGeologyFilter (signal processing)

摘要: Pumping and tracer tests are site-investigation techniques frequently used to determine hydraulic conductivity. Tomographic test layouts, in which multiple with different combinations of injection observation wells performed, gain a better insight into spatial variability. While tomography has repeatedly been applied the field, lags behind. In previous publication, we presented synthetic study investigate whether ensemble Kalman Filter (EnKF) or Ensemble Generator (KEG) performs inverting hydraulic- tracer-tomographic data. this work, develop an experimental method for solute-tracer using fluorescein as conservative tracer. We performed at Lauswiesen site Germany. analyzed transient drawdown concentration data EnKF steady-state heads mean arrival times KEG, obtaining more stable results KEG lower computational costs. The distribution estimated conductivity field agreed earlier descriptions aquifer site. This narrows gap between numerical studies applications characterization high resolution, showing potential combining ensemble-Kalman filter based methods collected from tomographic experiments.

参考文章(131)
Junfeng Zhu, Tian‐Chyi J Yeh, None, Analysis of hydraulic tomography using temporal moments of drawdown recovery data Water Resources Research. ,vol. 42, ,(2006) , 10.1029/2005WR004309
E. Sanchez-León, C. Leven, C.P. Haslauer, O.A. Cirpka, Combining 3D Hydraulic Tomography with Tracer Tests for Improved Transport Characterization Ground Water. ,vol. 54, pp. 498- 507 ,(2016) , 10.1111/GWAT.12381
Frank T.-C. Tsai, William W.-G. Yeh, Characterization and identification of aquifer heterogeneity with generalized parameterization and Bayesian estimation Water Resources Research. ,vol. 40, pp. 10102- ,(2004) , 10.1029/2003WR002893
Ronnie L. Schwede, Olaf A. Cirpka, Wolfgang Nowak, Insa Neuweiler, Impact of sampling volume on the probability density function of steady state concentration Water Resources Research. ,vol. 44, ,(2008) , 10.1029/2007WR006668
M. Sardin, D. Schweich, F. J. Leij, M. Th. van Genuchten, Modeling the Nonequilibrium Transport of Linearly Interacting Solutes in Porous Media: A Review Water Resources Research. ,vol. 27, pp. 2287- 2307 ,(1991) , 10.1029/91WR01034
Gaisheng Liu, Yan Chen, Dongxiao Zhang, Investigation of flow and transport processes at the MADE site using ensemble Kalman filter Advances in Water Resources. ,vol. 31, pp. 975- 986 ,(2008) , 10.1016/J.ADVWATRES.2008.03.006
Steven J. Berg, Walter A. Illman, Field study of subsurface heterogeneity with steady-state hydraulic tomography. Ground Water. ,vol. 51, pp. 29- 40 ,(2013) , 10.1111/J.1745-6584.2012.00914.X
J Gottlieb, P Dietrich, Identification of the permeability distribution in soil by hydraulic tomography Inverse Problems. ,vol. 11, pp. 353- 360 ,(1995) , 10.1088/0266-5611/11/2/005
K.H. Coats, B.D. Smith, Dead-End Pore Volume and Dispersion in Porous Media Society of Petroleum Engineers Journal. ,vol. 4, pp. 73- 84 ,(1964) , 10.2118/647-PA