Experimental Support for a Simplified Approach to CTRW Transport Models and Exploration of Parameter Interpretation

We empirically test our earlier theoretical arguments about simplification of continuous‐time random walk (CTRW) solute transport models, namely that without loss of generality the velocity‐like term, vψ, may be set to mean groundwater velocity, the dispersion‐like term, Dψ, defined by a classical,...

Full description

Saved in:
Bibliographic Details
Published inWater resources research Vol. 58; no. 5
Main Author Hansen, Scott K.
Format Journal Article
LanguageEnglish
Published 01.05.2022
Subjects
Online AccessGet full text

Cover

Loading…
Abstract We empirically test our earlier theoretical arguments about simplification of continuous‐time random walk (CTRW) solute transport models, namely that without loss of generality the velocity‐like term, vψ, may be set to mean groundwater velocity, the dispersion‐like term, Dψ, defined by a classical, velocity‐independent dispersivity, and the so‐called time constant, τ, to unity. We also argue that for small‐scale heterogeneous advection (HA) and mobile‐immobile mass transfer (MIMT) CTRW transition time distributions, ψ(t), are unaffected by mean flow velocity. To experimentally test these claims, we re‐analyze two bench‐scale transport experiments—one for HA, one for MIMT—each performed at multiple flow rates in otherwise identical conditions, and show it is possible to simultaneously explain all breakthrough curves in each, subject to the above constraints. We compare our calibrations with earlier efforts for the same data sets. In the HA calibration we identify a ψ(t) of the same functional form as previous authors, and which yielded breakthrough predictions essentially identical to theirs, but with greatly differing parameters. This illustrates how values of individual CTRW parameters may not map one‐to‐one onto underlying physics. We recommend reporting complete model descriptions, discuss how the simplified approach assists in this and other theoretical considerations. Key Points We show how a simplified, physically‐constrained continuous‐time random walk (CTRW) approach and velocity‐independent transition time distributions explain experimental data Breakthrough curves (BTCs) at multiple flow rates are fit with true velocities and shared CTRW parameters (with unit time constant) for two physical setups We show by example how distinct sets of CTRW parameters may fit the same BTC ensemble; parameters cannot be interpreted individually
AbstractList We empirically test our earlier theoretical arguments about simplification of continuous‐time random walk (CTRW) solute transport models, namely that without loss of generality the velocity‐like term, vψ, may be set to mean groundwater velocity, the dispersion‐like term, Dψ, defined by a classical, velocity‐independent dispersivity, and the so‐called time constant, τ, to unity. We also argue that for small‐scale heterogeneous advection (HA) and mobile‐immobile mass transfer (MIMT) CTRW transition time distributions, ψ(t), are unaffected by mean flow velocity. To experimentally test these claims, we re‐analyze two bench‐scale transport experiments—one for HA, one for MIMT—each performed at multiple flow rates in otherwise identical conditions, and show it is possible to simultaneously explain all breakthrough curves in each, subject to the above constraints. We compare our calibrations with earlier efforts for the same data sets. In the HA calibration we identify a ψ(t) of the same functional form as previous authors, and which yielded breakthrough predictions essentially identical to theirs, but with greatly differing parameters. This illustrates how values of individual CTRW parameters may not map one‐to‐one onto underlying physics. We recommend reporting complete model descriptions, discuss how the simplified approach assists in this and other theoretical considerations. Key Points We show how a simplified, physically‐constrained continuous‐time random walk (CTRW) approach and velocity‐independent transition time distributions explain experimental data Breakthrough curves (BTCs) at multiple flow rates are fit with true velocities and shared CTRW parameters (with unit time constant) for two physical setups We show by example how distinct sets of CTRW parameters may fit the same BTC ensemble; parameters cannot be interpreted individually
Author Hansen, Scott K.
Author_xml – sequence: 1
  givenname: Scott K.
  orcidid: 0000-0001-8022-0123
  surname: Hansen
  fullname: Hansen, Scott K.
  email: skh@bgu.ac.il
  organization: Ben‐Gurion University of the Negev
BookMark eNpNkM1OwzAQhC0EEm3hxgP4BQJeb36PVVSgUhEoLeox2tiOCEptywmCvj2hcOAyc5jRSN_M2bl11jB2A-IWhCzupJCwrwQCJuKMzaCI4ygrMjxnMyFijACL7JLNh-FdCIiTNJuxYfXlTegOxo7U8-2H9y6MvHWBE992B993bWc0X3ofHKk3Pjpe7qo93wWyw6n75LTpB05W82mrd4HGzlnuWv5CgQ5mNIGv7aQ-mPGUXbGLlvrBXP_5gr3er3blY7R5fliXy01EiCAjDSrNVGYwbaXAHBRJMrlOSDUaVZPHWmqTJ6JR0OgcG5WoTKY6zpWa-AFwwfB397PrzbH2EyaFYw2i_nmr_v9Wva_KSiZFKvEbEqFjQQ
CitedBy_id crossref_primary_10_1029_2022WR032243
crossref_primary_10_1016_j_advwatres_2024_104830
crossref_primary_10_1016_j_jhydrol_2022_128790
crossref_primary_10_1016_j_scitotenv_2024_176084
ContentType Journal Article
Copyright 2022. The Authors.
Copyright_xml – notice: 2022. The Authors.
DBID 24P
DOI 10.1029/2021WR031350
DatabaseName Wiley Online Library Open Access
DatabaseTitleList
Database_xml – sequence: 1
  dbid: 24P
  name: Wiley Online Library Open Access
  url: https://authorservices.wiley.com/open-science/open-access/browse-journals.html
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
Discipline Geography
Economics
EISSN 1944-7973
EndPage n/a
ExternalDocumentID WRCR25962
Genre article
GrantInformation_xml – fundername: Israel Science Foundation (ISF)
  funderid: 1872/19
GroupedDBID -~X
..I
.DC
05W
0R~
123
1OB
1OC
24P
31~
33P
3V.
50Y
5VS
6TJ
7WY
7XC
8-1
8CJ
8FE
8FG
8FH
8FL
8G5
8R4
8R5
8WZ
A00
A6W
AAESR
AAHBH
AAHHS
AAIHA
AAIKC
AAMNW
AANHP
AANLZ
AASGY
AAXRX
AAYCA
AAYJJ
AAYOK
AAZKR
ABCUV
ABJCF
ABJNI
ABPPZ
ABTAH
ABUWG
ACAHQ
ACBWZ
ACCFJ
ACCMX
ACCZN
ACGFO
ACGFS
ACIWK
ACKIV
ACNCT
ACPOU
ACPRK
ACRPL
ACXBN
ACXQS
ACYXJ
ADBBV
ADEOM
ADKYN
ADMGS
ADNMO
ADOZA
ADXAS
ADZMN
AEEZP
AEIGN
AENEX
AEQDE
AEUYN
AEUYR
AFBPY
AFGKR
AFKRA
AFPWT
AFRAH
AFWVQ
AFZJQ
AIDBO
AIURR
AIWBW
AJBDE
ALMA_UNASSIGNED_HOLDINGS
ALUQN
ALXUD
AMYDB
ASPBG
ATCPS
AVWKF
AZFZN
AZQEC
AZVAB
BDRZF
BENPR
BEZIV
BFHJK
BGLVJ
BHPHI
BKSAR
BMXJE
BPHCQ
BRXPI
CCPQU
CS3
D0L
D1J
DCZOG
DDYGU
DPXWK
DRFUL
DRSTM
DU5
DWQXO
EBS
EJD
F5P
FEDTE
FRNLG
G-S
GNUQQ
GODZA
GROUPED_ABI_INFORM_COMPLETE
GUQSH
HCIFZ
HVGLF
HZ~
K60
K6~
L6V
LATKE
LEEKS
LITHE
LK5
LOXES
LUTES
LYRES
M0C
M2O
M7R
M7S
MEWTI
MSFUL
MSSTM
MVM
MW2
MXFUL
MXSTM
MY~
O9-
OHT
OK1
P-X
P2P
P2W
PALCI
PATMY
PCBAR
PQBIZ
PQBZA
PQQKQ
PROAC
PTHSS
PYCSY
Q2X
R.K
RIWAO
RJQFR
ROL
SAMSI
SUPJJ
TAE
TN5
TWZ
UQL
VJK
VOH
WBKPD
WXSBR
WYJ
XOL
XSW
YHZ
YV5
ZCG
ZY4
ZZTAW
~02
~KM
~OA
~~A
ID FETCH-LOGICAL-a3312-d1c67c7e36f20381ca2ae8d5acbd3cb84d2de850bc1bd83bc5c726d48cc350113
IEDL.DBID 24P
ISSN 0043-1397
IngestDate Wed Jan 22 16:25:33 EST 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 5
Language English
License Attribution-NonCommercial-NoDerivs
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-a3312-d1c67c7e36f20381ca2ae8d5acbd3cb84d2de850bc1bd83bc5c726d48cc350113
ORCID 0000-0001-8022-0123
OpenAccessLink https://onlinelibrary.wiley.com/doi/abs/10.1029%2F2021WR031350
PageCount 14
ParticipantIDs wiley_primary_10_1029_2021WR031350_WRCR25962
PublicationCentury 2000
PublicationDate May 2022
PublicationDateYYYYMMDD 2022-05-01
PublicationDate_xml – month: 05
  year: 2022
  text: May 2022
PublicationDecade 2020
PublicationTitle Water resources research
PublicationYear 2022
References 2004; 40
2004; 60
2004; 27
2015; 51
1995; 59
2019; 55
2020; 143
2015; 33
2020a; 134
2005; 41
2016; 30
1977; 41
2020; 12
2016; 543
1995; 18
2001; 47
2003; 295
1987; 23
2006; 86
2009; 32
2011; 107
2000; 36
1990; 26
2021; 137
2021
2000; 104
2006; 44
2015; 86
1965; 7
2020; 137
2007; 9
2014; 74
2007; 43
2009; 108
2014; 50
2020b; 56
2018; 54
2003; 64
2017; 107
1966
References_xml – volume: 51
  start-page: 9127
  issue: 12
  year: 2015
  end-page: 9140
  article-title: Advective transport in heterogeneous aquifers: Are proxy models predictive?
  publication-title: Water Resources Research
– year: 1966
– volume: 107
  start-page: 20
  issue: 20
  year: 2011
  end-page: 23
  article-title: Signature of non‐Fickian solute transport in complex heterogeneous porous media
  publication-title: Physical Review Letters
– volume: 137
  start-page: 345
  issue: 2
  year: 2021
  end-page: 364
  article-title: The effect of varying correlation lengths on anomalous transport
  publication-title: Transport in Porous Media
– volume: 86
  start-page: 184
  year: 2015
  end-page: 192
  article-title: Effective ADE models for first‐order mobile‐immobile solute transport: Limits on validity and modeling implications
  publication-title: Advances in Water Resources
– volume: 143
  year: 2020
  article-title: Upscaling non‐linear reactive transport in correlated velocity fields
  publication-title: Advances in Water Resources
– volume: 12
  issue: 9
  year: 2020
  article-title: Comparison of surface roughness and transport processes of sawed, split and natural sandstone fractures
  publication-title: Water (Switzerland)
– year: 2021
– volume: 107
  start-page: 370
  year: 2017
  end-page: 392
  article-title: Transient modeling of non‐Fickian transport and first‐order reaction using continuous time random walk
  publication-title: Advances in Water Resources
– volume: 41
  start-page: 1
  issue: 4
  year: 2005
  end-page: 5
  article-title: Continuous time random walks for analyzing the transport of a passive tracer in a single fissure
  publication-title: Water Resources Research
– volume: 104
  start-page: 3942
  issue: 16
  year: 2000
  end-page: 3947
  article-title: Application of continuous time random walks to transport in porous media
  publication-title: Journal of Physical Chemistry B
– volume: 36
  start-page: 3467
  issue: 12
  year: 2000
  end-page: 3479
  article-title: On the late‐time behavior of tracer test breakthrough curves
  publication-title: Water Resources Research
– volume: 108
  start-page: 134
  issue: 3–4
  year: 2009
  end-page: 151
  article-title: Application of continuous time random walk theory to nonequilibrium transport in soil
  publication-title: Journal of Contaminant Hydrology
– volume: 59
  start-page: 60
  issue: 1
  year: 1995
  end-page: 67
  article-title: Nonequilibrium transport of atrazine through large intact soil cores
  publication-title: Soil Science Society of America Journal
– volume: 295
  start-page: 71
  issue: 1
  year: 2003
  end-page: 80
  article-title: Continuous time random walk and multirate mass transfer modeling of sorption
  publication-title: Chemical Physics
– volume: 74
  start-page: 54
  year: 2014
  end-page: 63
  article-title: Interpretation and nonuniqueness of CTRW transition distributions: Insights from an alternative solute transport formulation
  publication-title: Advances in Water Resources
– volume: 41
  start-page: 278
  issue: 2
  year: 1977
  end-page: 285
  article-title: Mass transfer studies in sorbing porous media: III. Experimental evaluation with 2,4,5‐T
  publication-title: Soil Science Society of America Journal
– volume: 32
  start-page: 750
  issue: 5
  year: 2009
  end-page: 755
  article-title: Exploring the nature of non‐Fickian transport in laboratory experiments
  publication-title: Advances in Water Resources
– volume: 27
  start-page: 155
  issue: 2
  year: 2004
  end-page: 173
  article-title: Time behavior of solute transport in heterogeneous media: Transition from anomalous to normal transport
  publication-title: Advances in Water Resources
– volume: 64
  start-page: 203
  issue: 3–4
  year: 2003
  end-page: 226
  article-title: Measurement and analysis of non‐Fickian dispersion in heterogeneous porous media
  publication-title: Journal of Contaminant Hydrology
– volume: 40
  start-page: 1
  issue: 7
  year: 2004
  end-page: 12
  article-title: Non‐Fickian transport in homogeneous unsaturated repacked sand
  publication-title: Water Resources Research
– volume: 50
  start-page: 1490
  issue: 2
  year: 2014
  end-page: 1505
  article-title: Origins of anomalous transport in heterogeneous media: Structural and dynamic controls
  publication-title: Water Resources Research
– volume: 55
  start-page: 5301
  issue: 7
  year: 2019
  end-page: 5320
  article-title: Upscaling of regional scale transport under transient conditions: Evaluation of the multirate mass transfer model
  publication-title: Water Resources Research
– volume: 33
  start-page: 1511
  issue: 6
  year: 2015
  end-page: 1518
  article-title: Modeling bromide transport in undisturbed soil columns with the continuous time random walk
  publication-title: Geotechnical & Geological Engineering
– volume: 86
  start-page: 163
  issue: 3–4
  year: 2006
  end-page: 175
  article-title: Modeling solute transport in one‐dimensional homogeneous and heterogeneous soil columns with continuous time random walk
  publication-title: Journal of Contaminant Hydrology
– volume: 43
  start-page: 1
  issue: 10
  year: 2007
  end-page: 12
  article-title: A continuous time random walk approach to the stream transport of solutes
  publication-title: Water Resources Research
– volume: 137
  year: 2020
  article-title: Simplified calibration of continuous‐time random walk solute transport models
  publication-title: Advances in Water Resources
– volume: 50
  start-page: 8240
  issue: 10
  year: 2014
  end-page: 8264
  article-title: Solute transport in low‐heterogeneity sandboxes: The role of correlation length and permeability variance
  publication-title: Water Resources Research
– volume: 12
  issue: 7
  year: 2020
  article-title: Non‐Fickian solute transport in rough‐walled fractures: The effect of contact area
  publication-title: Water (Switzerland)
– volume: 134
  year: 2020a
  article-title: Aurora: A non‐Fickian (and Fickian) particle tracking package for modeling groundwater contaminant transport with MODFLOW
  publication-title: Environmental Modelling & Software
– volume: 47
  start-page: 29
  issue: 1
  year: 2001
  end-page: 51
  article-title: Analysis of field observations of tracer transport in a fractured till
  publication-title: Journal of Contaminant Hydrology
– volume: 44
  issue: 2
  year: 2006
  article-title: Modeling non‐Fickian transport in geological formations as a continuous time random walk
  publication-title: Reviews of Geophysics
– volume: 30
  start-page: 914
  issue: 6
  year: 2016
  end-page: 926
  article-title: Diffusive mass exchange of non‐reactive substances in dual‐porosity porous systems ‐ Column experiments under saturated conditions
  publication-title: Hydrological Processes
– volume: 543
  start-page: 101
  year: 2016
  end-page: 108
  article-title: Tracer travel and residence time distributions in highly heterogeneous aquifers: Coupled effect of flow variability and mass transfer
  publication-title: Journal of Hydrology
– volume: 60
  start-page: 979
  issue: 5
  year: 2004
  end-page: 993
  article-title: Multi‐precision Laplace transform inversion
  publication-title: International Journal for Numerical Methods in Engineering
– volume: 56
  issue: 10
  year: 2020b
  article-title: Modeling non‐Fickian solute transport due to mass transfer and physical heterogeneity on arbitrary groundwater velocity fields
  publication-title: Water Resources Research
– volume: 54
  start-page: 271
  issue: 1
  year: 2018
  end-page: 285
  article-title: Direct breakthrough curve prediction from statistics of heterogeneous conductivity fields
  publication-title: Water Resources Research
– volume: 44
  start-page: 687
  issue: 5
  year: 2006
  end-page: 696
  article-title: Influence of small‐scale heterogeneities on contaminant transport in fractured crystalline rock
  publication-title: Ground Water
– volume: 18
  start-page: 283
  issue: 3
  year: 1995
  end-page: 302
  article-title: Experimental investigation of solute transport in large, homogeneous and heterogeneous, saturated soil columns
  publication-title: Transport in Porous Media
– volume: 26
  start-page: 1517
  issue: 7
  year: 1990
  end-page: 1528
  article-title: Mathematical modeling of tracer behavior in short‐term experiments in fissured rocks
  publication-title: Water Resources Research
– volume: 23
  start-page: 1667
  issue: 8
  year: 1987
  end-page: 1673
  article-title: Laboratory evidence of the scale effect in dispersion of solutes in porous media
  publication-title: Water Resources Research
– volume: 50
  start-page: 5759
  issue: 7
  year: 2014
  end-page: 5773
  article-title: Solute transport in aquifers of arbitrary variability: A time‐domain random walk formulation
  publication-title: Water Resources Research
– volume: 7
  start-page: 308
  issue: 4
  year: 1965
  end-page: 313
  article-title: A simplex method for function minimization
  publication-title: The Computer Journal
– volume: 9
  start-page: 10
  issue: 3
  year: 2007
  end-page: 20
  article-title: Python for scientific computing
  publication-title: Computing in Science & Engineering
SSID ssj0014567
Score 2.4020803
Snippet We empirically test our earlier theoretical arguments about simplification of continuous‐time random walk (CTRW) solute transport models, namely that without...
SourceID wiley
SourceType Publisher
SubjectTerms continuous‐time random walk
Laplace transform
mass transfer
model calibration
solute transport
upscaling
Title Experimental Support for a Simplified Approach to CTRW Transport Models and Exploration of Parameter Interpretation
URI https://onlinelibrary.wiley.com/doi/abs/10.1029%2F2021WR031350
Volume 58
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV09a8MwEBUlHdql9JN-c0PHmsaSbCtjCAmh0BLchGQz0kmmheKUOh3676uTnZCM3TxIyx2y3unevcfYg_aXcOJKE6XGdiOJvmA1SmDkBPa0ictEBN2Cl9d0PJPPi2TRPrjRLEyjD7F5cKOTEf7XdMC1qVuxAdLI9FV7PM9JepBK9n2ariXtfC4nmy6CBwfZusNMSKclvvv9T9u7d3FpuFhGx-yoRYTQb1J4wvZcdcoO1gPDtf9ujcrff89YPdxS5Aey5PTwGTzwBA1vH8QOLz2mhH6rFA6rJQym-Rw2GuZA5mefNejKQsO_C6mBZQkTTUQtH2fYZSKes9loOB2Mo9Y3IdJCxDyyMaYZZk6kJadGIGqunbKJRmMFGiUtt04lXYOxsUoYTDDjqZUKkdqMsbhgnWpZuUsGCcZOZ1q4VFppfU7LLlqbGaeVKa0UV-wxhK74arQxitDT5r1iO77FPB_knGx-rv-3_IYdcpo2CPzCW9ZZff-4O48BVuY-JPoPUy6tPQ
linkProvider Wiley-Blackwell
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1NTwIxEG0MHvBi_IzfzsGjG9m2-8GREAgqEIIQuG3aaTeamMUIHvz3droLgaO3PbSXmcz2Tef1PcYelDuEI5vrINamEUh0DatOBQZWYFPpMI-E1y0YDOPeVL7Mo3nlc0pvYUp9iM2FG1WG_19TgdOFdKU2QCKZrm0PZ2PSHqSefV_GPKHK5HK0GSM4dJCsR8wEdSrmu9v_tL17F5j6k6V7xA4rSAitMofHbM8WJ6y-fjG8dN-VU_n77ylbdrYk-YE8OR1-Boc8QcHbB9HDcwcqoVVJhcNqAe3JeAYbEXMg97PPJajCQEnA87mBRQ4jRUwtF2jYpSKesWm3M2n3gso4IVBChDwwIcYJJlbEOadJICqubGoihdoI1Kk03Ng0amgMtUmFxggTHhuZItKcMRTnrFYsCnvBIMLQqkQJG0sjjUtq3kBjEm1VqnMjxSV79KHLvkpxjMwPtXkz245vNhu3x5x8fq7-t_ye1XuTQT_rPw9fr9kBp6cHnmx4w2qr7x976wDBSt_5pP8BwuOwqQ
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV3JTsMwELVQkYALYhU7c-BIRGM7S49VaVW2qgqt2lvkVSChpKLlwN_jcdKqPXLLwb7MyPEbvzdvCLkT7hKOjJVBLHUz4MoVrDJlKjBMtYQMbcS8b8HbIO6P-fM0mtYPbtgLU_lDrB7c8GT4_zUe8Jm2tdkAemS6qj2cZGg9iCX7tuf70NmZD1csggMHyZJhRqRTC9_d_of13Zu41F8svQOyXyNCaFcpPCRbpjgiu8uG4bn7rgeVf_wek3l3zZEfcCSng8_ggCcIeP9Edbh1mBLatVM4LErojLIJrDzMAYeffc1BFBoq_Z1PDZQWhgKFWi7OsKlEPCHjXnfU6Qf13IRAMBbSQIcqTlRiWGwpEoFKUGFSHQklNVMy5Zpqk0ZNqUKpUyZVpBIaa54qhTRjyE5JoygLc0YgUqERiWAm5pprl1PbVFon0ohUWs3ZObn3octnlTdG7jlt2srX45tPsk5GcczPxf-W35Kd4WMvf30avFySPYqNB15qeEUai-8fc-3gwELe-Jz_Af_br9s
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Experimental+Support+for+a+Simplified+Approach+to+CTRW+Transport+Models+and+Exploration+of+Parameter+Interpretation&rft.jtitle=Water+resources+research&rft.au=Hansen%2C+Scott+K.&rft.date=2022-05-01&rft.issn=0043-1397&rft.eissn=1944-7973&rft.volume=58&rft.issue=5&rft.epage=n%2Fa&rft_id=info:doi/10.1029%2F2021WR031350&rft.externalDBID=10.1029%252F2021WR031350&rft.externalDocID=WRCR25962
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0043-1397&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0043-1397&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0043-1397&client=summon