Soil moisture estimation using tomographic ground penetrating radar in a MCMC–Bayesian framework

Bao, Jie; Hou, Zhangshuan; Ray, Jaideep; Huang, Maoyi; Swiler, Laura; Ren, Huiying

doi:10.1007/s00477-018-1571-8

Title: Soil moisture estimation using tomographic ground penetrating radar in a MCMC–Bayesian framework

Abstract

Abstract not provided.

Authors:

Bao, Jie ^[1]; Hou, Zhangshuan ^[2]; Ray, Jaideep ^[3]; Huang, Maoyi ^[2]; Swiler, Laura ^[4]; Ren, Huiying ^[2]

Pacific Northwest National Lab. (PNNL), Richland, WA (United States); Washington State Univ., Richland, WA (United States)
Pacific Northwest National Lab. (PNNL), Richland, WA (United States)
Sandia National Lab. (SNL-CA), Livermore, CA (United States)
Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)

Publication Date:: Tue Jun 19 00:00:00 EDT 2018

Research Org.:: Pacific Northwest National Lab. (PNNL), Richland, WA (United States); Sandia National Lab. (SNL-CA), Livermore, CA (United States); Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)

Sponsoring Org.:: USDOE Office of Science (SC), Advanced Scientific Computing Research (ASCR)

OSTI Identifier:: 1459653

Alternate Identifier(s):: OSTI ID: 1496976

Report Number(s):: PNNL-SA-116707; SAND-2018-7074J
Journal ID: ISSN 1436-3240; PII: 1571

Grant/Contract Number:: AC05-76RL01830; AC04-94AL85000

Resource Type:: Accepted Manuscript

Journal Name:: Stochastic environmental research and risk assessment

Additional Journal Information:: Journal Volume: 32; Journal Issue: 8; Journal ID: ISSN 1436-3240

Publisher:: Springer

Country of Publication:: United States

Language:: English

Subject:: 54 ENVIRONMENTAL SCIENCES; Tomographic ground penetrating radar; Soil moisture; Multi-chain Markov chain Monte Carlo; Bayesian

Citation Formats


                    Bao, Jie, Hou, Zhangshuan, Ray, Jaideep, Huang, Maoyi, Swiler, Laura, and Ren, Huiying. Soil moisture estimation using tomographic ground penetrating radar in a MCMC–Bayesian framework.  United States: N. p., 2018. 
Web.  doi:10.1007/s00477-018-1571-8.

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                    Bao, Jie, Hou, Zhangshuan, Ray, Jaideep, Huang, Maoyi, Swiler, Laura, & Ren, Huiying. Soil moisture estimation using tomographic ground penetrating radar in a MCMC–Bayesian framework.  United States.  https://doi.org/10.1007/s00477-018-1571-8

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                    Bao, Jie, Hou, Zhangshuan, Ray, Jaideep, Huang, Maoyi, Swiler, Laura, and Ren, Huiying. Tue .  
"Soil moisture estimation using tomographic ground penetrating radar in a MCMC–Bayesian framework".  United States.  https://doi.org/10.1007/s00477-018-1571-8.  https://www.osti.gov/servlets/purl/1459653.

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@article{osti_1459653,

  title        = {Soil moisture estimation using tomographic ground penetrating radar in a MCMC–Bayesian framework},

  author       = {Bao, Jie and Hou, Zhangshuan and Ray, Jaideep and Huang, Maoyi and Swiler, Laura and Ren, Huiying},

  abstractNote = {Abstract not provided.},

  doi          = {10.1007/s00477-018-1571-8},

  journal      = {Stochastic environmental research and risk assessment},

  number       = 8,

  volume       = 32,

  place        = {United States},

  year         = {Tue Jun 19 00:00:00 EDT 2018},

  month        = {Tue Jun 19 00:00:00 EDT 2018}

}

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https://doi.org/10.1007/s00477-018-1571-8

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Title: Soil moisture estimation using tomographic ground penetrating radar in a MCMC–Bayesian framework

Abstract

Citation Formats

Estimating the hydraulic conductivity at the south oyster site from geophysical tomographic data using Bayesian Techniques based on the normal linear regression model journal, June 2001

Estimating flow parameter distributions using ground-penetrating radar and hydrological measurements during transient flow in the vadose zone journal, June 2004

Geostatistical inversing for large-contrast transmissivity fields journal, April 2008

Measurement of Soil Moisture Content at Microwave Frequencies journal, January 2015

Reservoir-parameter identification using minimum relative entropy-based Bayesian inversion of seismic AVA and marine CSEM data journal, November 2006

Hydrogeological characterization of the south oyster bacterial transport site using geophysical data journal, October 2001

Eikonal solver in the celerity domain journal, July 2005

Finite‐difference calculation of traveltimes in three dimensions journal, May 1990

Observations and stochastic modeling of soil moisture control on evapotranspiration in a Californian oak savanna: SOIL MOISTURE CONTROL ON ET journal, August 2008

A fast sweeping method for Eikonal equations journal, May 2004

Integrating production data under uncertainty by parallel interacting Markov chains on a reduced dimensional space journal, October 2008

A Bayesian peaks-over-threshold analysis of floods in the Itajaí-açu River under stationarity and nonstationarity journal, November 2015

Fast Sweeping Algorithms for a Class of Hamilton--Jacobi Equations journal, January 2003

Vadose zone flow model parameterisation using cross-borehole radar and resistivity imaging journal, October 2002

Ground-Penetrating Radar for High-Resolution Mapping of soil and rock Stratigraphy1 journal, July 1989

Stochastic estimation of facies using ground penetrating radar data journal, November 2003

Ground‐penetrating radar velocity tomography in heterogeneous and anisotropic media journal, November 1997

Estimation of field-scale soil hydraulic and dielectric parameters through joint inversion of GPR and hydrological data: JOINT INVERSION OF GPR AND HYDROLOGICAL DATA journal, November 2005

Distributed Soil Moisture from Crosshole Ground-Penetrating Radar Travel Times using Stochastic Inversion journal, January 2013

Migration of common‐shot gathers journal, February 1986

Soil moisture initialization for climate prediction: Characterization of model and observation errors journal, January 2005

The assessment of high recharge areas using DO indicators and recharge potential analysis: a case study of Taiwan’s Pingtung plain journal, September 2014

Applications of algebraic reconstruction techniques to crosshole seismic data journal, October 1985

A Bayesian approach for inverse modeling, data assimilation, and conditional simulation of spatial random fields journal, October 2010

Inference of multi-Gaussian relative permittivity fields by probabilistic inversion of crosshole ground-penetrating radar data journal, July 2017

DRAM: Efficient adaptive MCMC journal, December 2006

Dimensionality reduction for efficient Bayesian estimation of groundwater flow in strongly heterogeneous aquifers journal, November 2016

Heterogeneous aquifer characterization from ground-penetrating radar tomography and borehole hydrogeophysical data using nonlinear Bayesian simulations journal, July 2011

Probabilistic inference of multi-Gaussian fields from indirect hydrological data using circulant embedding and dimensionality reduction: JOINT FIELD/VARIOGRAM MCMC INVERSION journal, June 2015

Ray‐based synthesis of bistatic ground‐penetrating radar profiles journal, January 1995

Dynamic inversion for hydrological process monitoring with electrical resistance tomography under model uncertainties: A DYNAMIC INVERSION APPROACH journal, April 2010

Soil moisture content estimation using ground-penetrating radar reflection data journal, June 2005

Simulation of ground‐penetrating radar waves in a 2-D soil model journal, July 1996

Computerized geophysical tomography journal, January 1979

Efficient MCMC for Climate Model Parameter Estimation: Parallel Adaptive Chains and Early Rejection journal, September 2012

Crosshole Radar Tomography in a Fluvial Aquifer near Boise, Idaho journal, September 2006

Geophysical-hydrological identification of field permeabilities through Bayesian updating journal, August 1993

Ground Water Model Calibration Using Pilot Points and Regularization journal, March 2003

Pre-inversion Corrections and Analysis of Radar Tomographic Data journal, March 2001

Smart pilot points using reversible-jump Markov-chain Monte Carlo: SMART PILOT POINTS journal, May 2016

Laboratory Rainfall-Induced Slope Failure with Moisture Content Measurement journal, May 2007

Application of the pilot point method to the identification of aquifer transmissivities journal, October 1991

Forward modeling of ground-penetrating radar data using digitized outcrop images and multiple scenarios of water saturation journal, June 2001

Bayesian Calibration of the Community Land Model Using Surrogates journal, January 2015

Estimation of permeable pathways and water content using tomographic radar data journal, November 1997

Estimating the hydraulic conductivity at the south oyster site from geophysical tomographic data using Bayesian Techniques based on the normal linear regression model
journal, June 2001

Estimating flow parameter distributions using ground-penetrating radar and hydrological measurements during transient flow in the vadose zone
journal, June 2004

Geostatistical inversing for large-contrast transmissivity fields
journal, April 2008

Measurement of Soil Moisture Content at Microwave Frequencies
journal, January 2015

Reservoir-parameter identification using minimum relative entropy-based Bayesian inversion of seismic AVA and marine CSEM data
journal, November 2006

Hydrogeological characterization of the south oyster bacterial transport site using geophysical data
journal, October 2001

Eikonal solver in the celerity domain
journal, July 2005

Finite‐difference calculation of traveltimes in three dimensions
journal, May 1990

Observations and stochastic modeling of soil moisture control on evapotranspiration in a Californian oak savanna: SOIL MOISTURE CONTROL ON ET
journal, August 2008

A fast sweeping method for Eikonal equations
journal, May 2004

Integrating production data under uncertainty by parallel interacting Markov chains on a reduced dimensional space
journal, October 2008

A Bayesian peaks-over-threshold analysis of floods in the Itajaí-açu River under stationarity and nonstationarity
journal, November 2015

Fast Sweeping Algorithms for a Class of Hamilton--Jacobi Equations
journal, January 2003

Vadose zone flow model parameterisation using cross-borehole radar and resistivity imaging
journal, October 2002

Ground-Penetrating Radar for High-Resolution Mapping of soil and rock Stratigraphy1
journal, July 1989

Stochastic estimation of facies using ground penetrating radar data
journal, November 2003

Ground‐penetrating radar velocity tomography in heterogeneous and anisotropic media
journal, November 1997

Estimation of field-scale soil hydraulic and dielectric parameters through joint inversion of GPR and hydrological data: JOINT INVERSION OF GPR AND HYDROLOGICAL DATA
journal, November 2005

Distributed Soil Moisture from Crosshole Ground-Penetrating Radar Travel Times using Stochastic Inversion
journal, January 2013

Migration of common‐shot gathers
journal, February 1986

Soil moisture initialization for climate prediction: Characterization of model and observation errors
journal, January 2005

The assessment of high recharge areas using DO indicators and recharge potential analysis: a case study of Taiwan’s Pingtung plain
journal, September 2014

Applications of algebraic reconstruction techniques to crosshole seismic data
journal, October 1985

A Bayesian approach for inverse modeling, data assimilation, and conditional simulation of spatial random fields
journal, October 2010

Inference of multi-Gaussian relative permittivity fields by probabilistic inversion of crosshole ground-penetrating radar data
journal, July 2017

DRAM: Efficient adaptive MCMC
journal, December 2006

Dimensionality reduction for efficient Bayesian estimation of groundwater flow in strongly heterogeneous aquifers
journal, November 2016

Heterogeneous aquifer characterization from ground-penetrating radar tomography and borehole hydrogeophysical data using nonlinear Bayesian simulations
journal, July 2011

Probabilistic inference of multi-Gaussian fields from indirect hydrological data using circulant embedding and dimensionality reduction: JOINT FIELD/VARIOGRAM MCMC INVERSION
journal, June 2015

Ray‐based synthesis of bistatic ground‐penetrating radar profiles
journal, January 1995

Dynamic inversion for hydrological process monitoring with electrical resistance tomography under model uncertainties: A DYNAMIC INVERSION APPROACH
journal, April 2010

Soil moisture content estimation using ground-penetrating radar reflection data
journal, June 2005

Simulation of ground‐penetrating radar waves in a 2-D soil model
journal, July 1996

Computerized geophysical tomography
journal, January 1979

Efficient MCMC for Climate Model Parameter Estimation: Parallel Adaptive Chains and Early Rejection
journal, September 2012

Crosshole Radar Tomography in a Fluvial Aquifer near Boise, Idaho
journal, September 2006

Geophysical-hydrological identification of field permeabilities through Bayesian updating
journal, August 1993

Ground Water Model Calibration Using Pilot Points and Regularization
journal, March 2003

Pre-inversion Corrections and Analysis of Radar Tomographic Data
journal, March 2001

Smart pilot points using reversible-jump Markov-chain Monte Carlo: SMART PILOT POINTS
journal, May 2016

Laboratory Rainfall-Induced Slope Failure with Moisture Content Measurement
journal, May 2007

Application of the pilot point method to the identification of aquifer transmissivities
journal, October 1991

Forward modeling of ground-penetrating radar data using digitized outcrop images and multiple scenarios of water saturation
journal, June 2001

Bayesian Calibration of the Community Land Model Using Surrogates
journal, January 2015

Estimation of permeable pathways and water content using tomographic radar data
journal, November 1997