Assessing the value of high-resolution isotope tracer data in the stepwise development of a lumped conceptual rainfall-runoff model

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Abstract

A study was undertaken in a small agricultural catchment in north east Scotland with the objective of assessing the value of high-resolution isotope data for integration within a lumped, conceptual hydrological model to improve calibration and aid evaluation. Daily samples of precipitation and stream flow, collected over a year, were analysed for deuterium using new laser spectroscopy technology. The utility of such high-resolution isotope data was evaluated in relation to the associated uncertainty which was contextualized in relation to uncertainties over hydrometric data and the influence of different sampling resolutions. The simulations were evaluated against model and data errors using auxiliary stream deuterium time series in addition to discharge. The lumped conceptual catchment isotope model (CIM) was developed and adequately reflects flow dynamics and deuterium peaks, but a simple assumption of 'good mixing' is not able to fully reproduce the daily stream deuterium dynamic. Using auxiliary data for model evaluation, however, significantly constrained acceptable behavioural parameter sets and therefore reduces the model's degree of freedom. The data indicate that isotopic variability in the stream response is not adequately captured using weekly tracer data. The input resolution of precipitation deuterium concentrations, which were much more variable, proved to be crucial. This approach has provided further assessment of the value of tracers in hydrological modelling, demonstrating their usefulness in terms of model conceptualization, development and calibration, which outweighs the additional uncertainty. Copyright (C) 2010 John Wiley & Sons, Ltd.

Original languageEnglish
Pages (from-to)2335-2348
Number of pages14
JournalHydrological Processes
Volume24
Issue number16
Early online date29 Jun 2010
DOIs
Publication statusPublished - 30 Jul 2010

Keywords

  • stable isotopes
  • solute transport
  • models
  • conservative tracers
  • multi-criteria calibration
  • measurement uncertainty
  • sampling resolution
  • water residence times
  • mesoscale catchment
  • calibration methodology
  • hydrological pathways
  • Northeast Scotland
  • Birkenes model
  • stream water
  • uncertainty
  • Delta-O-18
  • transport

Cite this

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title = "Assessing the value of high-resolution isotope tracer data in the stepwise development of a lumped conceptual rainfall-runoff model",
abstract = "A study was undertaken in a small agricultural catchment in north east Scotland with the objective of assessing the value of high-resolution isotope data for integration within a lumped, conceptual hydrological model to improve calibration and aid evaluation. Daily samples of precipitation and stream flow, collected over a year, were analysed for deuterium using new laser spectroscopy technology. The utility of such high-resolution isotope data was evaluated in relation to the associated uncertainty which was contextualized in relation to uncertainties over hydrometric data and the influence of different sampling resolutions. The simulations were evaluated against model and data errors using auxiliary stream deuterium time series in addition to discharge. The lumped conceptual catchment isotope model (CIM) was developed and adequately reflects flow dynamics and deuterium peaks, but a simple assumption of 'good mixing' is not able to fully reproduce the daily stream deuterium dynamic. Using auxiliary data for model evaluation, however, significantly constrained acceptable behavioural parameter sets and therefore reduces the model's degree of freedom. The data indicate that isotopic variability in the stream response is not adequately captured using weekly tracer data. The input resolution of precipitation deuterium concentrations, which were much more variable, proved to be crucial. This approach has provided further assessment of the value of tracers in hydrological modelling, demonstrating their usefulness in terms of model conceptualization, development and calibration, which outweighs the additional uncertainty. Copyright (C) 2010 John Wiley & Sons, Ltd.",
keywords = "stable isotopes, solute transport, models, conservative tracers, multi-criteria calibration, measurement uncertainty, sampling resolution, water residence times, mesoscale catchment, calibration methodology, hydrological pathways, Northeast Scotland, Birkenes model, stream water, uncertainty, Delta-O-18, transport",
author = "C. Birkel and Dunn, {S. M.} and C. Soulsby and Doerthe Tetzlaff",
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T1 - Assessing the value of high-resolution isotope tracer data in the stepwise development of a lumped conceptual rainfall-runoff model

AU - Birkel, C.

AU - Dunn, S. M.

AU - Soulsby, C.

AU - Tetzlaff, Doerthe

PY - 2010/7/30

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N2 - A study was undertaken in a small agricultural catchment in north east Scotland with the objective of assessing the value of high-resolution isotope data for integration within a lumped, conceptual hydrological model to improve calibration and aid evaluation. Daily samples of precipitation and stream flow, collected over a year, were analysed for deuterium using new laser spectroscopy technology. The utility of such high-resolution isotope data was evaluated in relation to the associated uncertainty which was contextualized in relation to uncertainties over hydrometric data and the influence of different sampling resolutions. The simulations were evaluated against model and data errors using auxiliary stream deuterium time series in addition to discharge. The lumped conceptual catchment isotope model (CIM) was developed and adequately reflects flow dynamics and deuterium peaks, but a simple assumption of 'good mixing' is not able to fully reproduce the daily stream deuterium dynamic. Using auxiliary data for model evaluation, however, significantly constrained acceptable behavioural parameter sets and therefore reduces the model's degree of freedom. The data indicate that isotopic variability in the stream response is not adequately captured using weekly tracer data. The input resolution of precipitation deuterium concentrations, which were much more variable, proved to be crucial. This approach has provided further assessment of the value of tracers in hydrological modelling, demonstrating their usefulness in terms of model conceptualization, development and calibration, which outweighs the additional uncertainty. Copyright (C) 2010 John Wiley & Sons, Ltd.

AB - A study was undertaken in a small agricultural catchment in north east Scotland with the objective of assessing the value of high-resolution isotope data for integration within a lumped, conceptual hydrological model to improve calibration and aid evaluation. Daily samples of precipitation and stream flow, collected over a year, were analysed for deuterium using new laser spectroscopy technology. The utility of such high-resolution isotope data was evaluated in relation to the associated uncertainty which was contextualized in relation to uncertainties over hydrometric data and the influence of different sampling resolutions. The simulations were evaluated against model and data errors using auxiliary stream deuterium time series in addition to discharge. The lumped conceptual catchment isotope model (CIM) was developed and adequately reflects flow dynamics and deuterium peaks, but a simple assumption of 'good mixing' is not able to fully reproduce the daily stream deuterium dynamic. Using auxiliary data for model evaluation, however, significantly constrained acceptable behavioural parameter sets and therefore reduces the model's degree of freedom. The data indicate that isotopic variability in the stream response is not adequately captured using weekly tracer data. The input resolution of precipitation deuterium concentrations, which were much more variable, proved to be crucial. This approach has provided further assessment of the value of tracers in hydrological modelling, demonstrating their usefulness in terms of model conceptualization, development and calibration, which outweighs the additional uncertainty. Copyright (C) 2010 John Wiley & Sons, Ltd.

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KW - conservative tracers

KW - multi-criteria calibration

KW - measurement uncertainty

KW - sampling resolution

KW - water residence times

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KW - calibration methodology

KW - hydrological pathways

KW - Northeast Scotland

KW - Birkenes model

KW - stream water

KW - uncertainty

KW - Delta-O-18

KW - transport

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JO - Hydrological Processes

JF - Hydrological Processes

SN - 0885-6087

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