Modeling the spatiotemporal variability in subsurface thermal regimes across a low-relief polygonal tundra landscape
Abstract
Vast carbon stocks stored in permafrost soils of Arctic tundra are under risk of release to the atmosphere under warming climate scenarios. Ice-wedge polygons in the low-gradient polygonal tundra create a complex mosaic of microtopographic features. This microtopography plays a critical role in regulating the fine-scale variability in thermal and hydrological regimes in the polygonal tundra landscape underlain by continuous permafrost. Modeling of thermal regimes of this sensitive ecosystem is essential for understanding the landscape behavior under the current as well as changing climate. Here, we present an end-to-end effort for high-resolution numerical modeling of thermal hydrology at real-world field sites, utilizing the best available data to characterize and parameterize the models. We also develop approaches to model the thermal hydrology of polygonal tundra and apply them at four study sites near Barrow, Alaska, spanning across low to transitional to high-centered polygons, representing a broad polygonal tundra landscape. A multiphase subsurface thermal hydrology model (PFLOTRAN) was developed and applied to study the thermal regimes at four sites. Using a high-resolution lidar digital elevation model (DEM), microtopographic features of the landscape were characterized and represented in the high-resolution model mesh. The best available soil data from field observations and literature were utilizedmore »
- Authors:
-
- Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States). Environmental Sciences Division
- Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States). Computer Science and Mathematics Division
- Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States)
- Intel Corporation, Hillsboro, OR (United States)
- Univ. of Alaska, Fairbanks, AK (United States). Geophysical Inst.
- Publication Date:
- Research Org.:
- Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States). Oak Ridge Leadership Computing Facility (OLCF)
- Sponsoring Org.:
- USDOE Office of Science (SC), Biological and Environmental Research (BER)
- OSTI Identifier:
- 1327597
- Grant/Contract Number:
- AC05-00OR22725
- Resource Type:
- Accepted Manuscript
- Journal Name:
- The Cryosphere (Online)
- Additional Journal Information:
- Journal Name: The Cryosphere (Online); Journal Volume: 10; Journal Issue: 5; Journal ID: ISSN 1994-0424
- Publisher:
- European Geosciences Union
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 54 ENVIRONMENTAL SCIENCES; hydrology; permafrost; tundra; modeling; PFLOTRAN
Citation Formats
Kumar, Jitendra, Collier, Nathan, Bisht, Gautam, Mills, Richard T., Thornton, Peter E., Iversen, Colleen M., and Romanovsky, Vladimir. Modeling the spatiotemporal variability in subsurface thermal regimes across a low-relief polygonal tundra landscape. United States: N. p., 2016.
Web. doi:10.5194/tc-10-2241-2016.
Kumar, Jitendra, Collier, Nathan, Bisht, Gautam, Mills, Richard T., Thornton, Peter E., Iversen, Colleen M., & Romanovsky, Vladimir. Modeling the spatiotemporal variability in subsurface thermal regimes across a low-relief polygonal tundra landscape. United States. https://doi.org/10.5194/tc-10-2241-2016
Kumar, Jitendra, Collier, Nathan, Bisht, Gautam, Mills, Richard T., Thornton, Peter E., Iversen, Colleen M., and Romanovsky, Vladimir. Tue .
"Modeling the spatiotemporal variability in subsurface thermal regimes across a low-relief polygonal tundra landscape". United States. https://doi.org/10.5194/tc-10-2241-2016. https://www.osti.gov/servlets/purl/1327597.
@article{osti_1327597,
title = {Modeling the spatiotemporal variability in subsurface thermal regimes across a low-relief polygonal tundra landscape},
author = {Kumar, Jitendra and Collier, Nathan and Bisht, Gautam and Mills, Richard T. and Thornton, Peter E. and Iversen, Colleen M. and Romanovsky, Vladimir},
abstractNote = {Vast carbon stocks stored in permafrost soils of Arctic tundra are under risk of release to the atmosphere under warming climate scenarios. Ice-wedge polygons in the low-gradient polygonal tundra create a complex mosaic of microtopographic features. This microtopography plays a critical role in regulating the fine-scale variability in thermal and hydrological regimes in the polygonal tundra landscape underlain by continuous permafrost. Modeling of thermal regimes of this sensitive ecosystem is essential for understanding the landscape behavior under the current as well as changing climate. Here, we present an end-to-end effort for high-resolution numerical modeling of thermal hydrology at real-world field sites, utilizing the best available data to characterize and parameterize the models. We also develop approaches to model the thermal hydrology of polygonal tundra and apply them at four study sites near Barrow, Alaska, spanning across low to transitional to high-centered polygons, representing a broad polygonal tundra landscape. A multiphase subsurface thermal hydrology model (PFLOTRAN) was developed and applied to study the thermal regimes at four sites. Using a high-resolution lidar digital elevation model (DEM), microtopographic features of the landscape were characterized and represented in the high-resolution model mesh. The best available soil data from field observations and literature were utilized to represent the complex heterogeneous subsurface in the numerical model. Simulation results demonstrate the ability of the developed modeling approach to capture – without recourse to model calibration – several aspects of the complex thermal regimes across the sites, and provide insights into the critical role of polygonal tundra microtopography in regulating the thermal dynamics of the carbon-rich permafrost soils. Moreover, areas of significant disagreement between model results and observations highlight the importance of field-based observations of soil thermal and hydraulic properties for modeling-based studies of permafrost thermal dynamics, and provide motivation and guidance for future observations that will help address model and data gaps affecting our current understanding of the system.},
doi = {10.5194/tc-10-2241-2016},
journal = {The Cryosphere (Online)},
number = 5,
volume = 10,
place = {United States},
year = {Tue Sep 27 00:00:00 EDT 2016},
month = {Tue Sep 27 00:00:00 EDT 2016}
}
Web of Science
Works referenced in this record:
Using field observations to inform thermal hydrology models of permafrost dynamics with ATS (v0.83)
journal, January 2015
- Atchley, A. L.; Painter, S. L.; Harp, D. R.
- Geoscientific Model Development, Vol. 8, Issue 9
Calibration of hydrological model parameters for ungauged catchments
journal, January 2007
- Bárdossy, A.
- Hydrology and Earth System Sciences, Vol. 11, Issue 2
Equifinality, data assimilation, and uncertainty estimation in mechanistic modelling of complex environmental systems using the GLUE methodology
journal, August 2001
- Beven, Keith; Freer, Jim
- Journal of Hydrology, Vol. 249, Issue 1-4
Soils of the Barrow region, Alaska 1
journal, July 2001
- Bockheim, J. G.; Hinkel, K. M.; Nelson, F. E.
- Polar Geography, Vol. 25, Issue 3
A stochastic model for the polygonal tundra based on Poisson–Voronoi diagrams
journal, January 2013
- Cresto Aleina, F.; Brovkin, V.; Muster, S.
- Earth System Dynamics, Vol. 4, Issue 2
Geophysical estimation of shallow permafrost distribution and properties in an ice-wedge polygon-dominated Arctic tundra region
journal, January 2016
- Dafflon, Baptiste; Hubbard, Susan; Ulrich, Craig
- GEOPHYSICS, Vol. 81, Issue 1
Evaluating the performance of parallel subsurface simulators: An illustrative example with PFLOTRAN: Evaluating the Parallel Performance of Pflotran
journal, January 2014
- Hammond, G. E.; Lichtner, P. C.; Mills, R. T.
- Water Resources Research, Vol. 50, Issue 1
Effect of soil property uncertainties on permafrost thaw projections: a calibration-constrained analysis
journal, January 2016
- Harp, D. R.; Atchley, A. L.; Painter, S. L.
- The Cryosphere, Vol. 10, Issue 1
Regionalisation of the parameters of a hydrological model: Comparison of linear regression models with artificial neural nets
journal, March 2006
- Heuvelmans, Griet; Muys, Bart; Feyen, Jan
- Journal of Hydrology, Vol. 319, Issue 1-4
Hydrologic and thermal properties of the active layer in the Alaskan Arctic
journal, May 1991
- Hinzman, L. D.; Kane, D. L.; Gieck, R. E.
- Cold Regions Science and Technology, Vol. 19, Issue 2
A distributed thermal model for calculating soil temperature profiles and depth of thaw in permafrost regions
journal, November 1998
- Hinzman, Larry D.; Goering, Douglas J.; Kane, Douglas L.
- Journal of Geophysical Research: Atmospheres, Vol. 103, Issue D22
Controls over carbon storage and turnover in high-latitude soils
journal, December 2000
- Hobbie, Sarah E.; Schimel, Joshua P.; Trumbore, Susan E.
- Global Change Biology, Vol. 6, Issue S1
Quantifying and relating land-surface and subsurface variability in permafrost environments using LiDAR and surface geophysical datasets
journal, December 2012
- Hubbard, S. S.; Gangodagamage, C.; Dafflon, B.
- Hydrogeology Journal, Vol. 21, Issue 1
Three-phase numerical model for subsurface hydrology in permafrost-affected regions (PFLOTRAN-ICE v1.0)
journal, January 2014
- Karra, S.; Painter, S. L.; Lichtner, P. C.
- The Cryosphere, Vol. 8, Issue 5
Modeling the spatio-temporal variability in subsurface thermal regimes across a low-relief polygonal tundra landscape: Modeling Archive
dataset, January 2016
- Kumar, Jitendra; Collier, Nathan; Bisht, Gautam
- Next Generation Ecosystems Experiment - Arctic, Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (US); NGEE Arctic, Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
The surface energy balance of a polygonal tundra site in northern Siberia – Part 1: Spring to fall
journal, January 2011
- Langer, M.; Westermann, S.; Muster, S.
- The Cryosphere, Vol. 5, Issue 1
Nonlinear controls on evapotranspiration in arctic coastal wetlands
journal, January 2011
- Liljedahl, A. K.; Hinzman, L. D.; Harazono, Y.
- Biogeosciences, Vol. 8, Issue 11
Pan-Arctic ice-wedge degradation in warming permafrost and its influence on tundra hydrology
journal, March 2016
- Liljedahl, Anna K.; Boike, Julia; Daanen, Ronald P.
- Nature Geoscience, Vol. 9, Issue 4
Automatic calibration of a conceptual rainfall–runoff model using multiple objectives
journal, August 2000
- Madsen, H.
- Journal of Hydrology, Vol. 235, Issue 3-4
Subpixel heterogeneity of ice-wedge polygonal tundra: a multi-scale analysis of land cover and evapotranspiration in the Lena River Delta, Siberia
journal, January 2012
- Muster, S.; Langer, M.; Heim, B.
- Tellus B: Chemical and Physical Meteorology, Vol. 64, Issue 1
Journals unite for reproducibility
journal, November 2014
- Skipper, Magdalena
- Nature, Vol. 515, Issue 7525, p. 7-7
Three-phase numerical model of water migration in partially frozen geological media: model formulation, validation, and applications
journal, August 2010
- Painter, Scott L.
- Computational Geosciences, Vol. 15, Issue 1
Constitutive Model for Unfrozen Water Content in Subfreezing Unsaturated Soils
journal, January 2014
- Painter, Scott L.; Karra, Satish
- Vadose Zone Journal, Vol. 13, Issue 4
Ground Penetrating Radar, Barrow, Alaska
dataset, January 2015
- Peterson, John
- Next Generation Ecosystems Experiment - Arctic, Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (US); NGEE Arctic, Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
Permafrost thermal state in the polar Northern Hemisphere during the international polar year 2007-2009: a synthesis
journal, April 2010
- Romanovsky, Vladimir E.; Smith, Sharon L.; Christiansen, Hanne H.
- Permafrost and Periglacial Processes, Vol. 21, Issue 2
Multi-objective calibration of a distributed hydrological model (WetSpa) using a genetic algorithm
journal, January 2009
- Shafii, M.; De Smedt, F.
- Hydrology and Earth System Sciences, Vol. 13, Issue 11
Uncertainty-based multiobjective optimization of groundwater remediation design: PROBABILISTIC MULTIOBJECTIVE GA
journal, February 2008
- Singh, Abhishek; Minsker, Barbara S.
- Water Resources Research, Vol. 44, Issue 2
Arctic tundra ice-wedge landscape characterization by active contours without edges and structural analysis using high-resolution satellite imagery
journal, November 2013
- Skurikhin, Alexei N.; Gangodagamage, Chandana; Rowland, Joel C.
- Remote Sensing Letters, Vol. 4, Issue 11
Using reactive transport codes to provide mechanistic biogeochemistry representations in global land surface models: CLM-PFLOTRAN 1.0
journal, January 2015
- Tang, G.; Yuan, F.; Bisht, G.
- Geoscientific Model Development Discussions, Vol. 8, Issue 12
A subbasin-based framework to represent land surface processes in an Earth system model
journal, January 2014
- Tesfa, T. K.; Li, H. -Y.; Leung, L. R.
- Geoscientific Model Development, Vol. 7, Issue 3
Cold season emissions dominate the Arctic tundra methane budget
journal, December 2015
- Zona, Donatella; Gioli, Beniamino; Commane, Róisín
- Proceedings of the National Academy of Sciences, Vol. 113, Issue 1
Modeling the spatio-temporal variability in subsurface thermal regimes across a low-relief polygonal tundra landscape: Modeling Archive
dataset, January 2016
- Kumar, Jitendra; Collier, Nathan; Bisht, Gautam
- Next Generation Ecosystems Experiment - Arctic, Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (US); NGEE Arctic, Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
A subbasin-based framework to represent land surface processes in an Earth System Model
journal, January 2013
- Li, H. -Y.; Huang, M.; Tesfa, T.
- Geoscientific Model Development Discussions, Vol. 6, Issue 2
Using field observations to inform thermal hydrology models of permafrost dynamics with ATS (v0.83)
journal, January 2015
- Atchley, A. L.; Painter, S. L.; Harp, D. R.
- Geoscientific Model Development Discussions, Vol. 8, Issue 4
Calibration of hydrological model parameters for ungauged catchments
journal, June 2006
- Bardossy, A.
- Hydrology and EArth System Sciences Discussions
Multi-objective calibration of a distributed hydrological model (WetSpa) using a genetic algorithm
journal, January 2009
- Shafii, M.; De Smedt, F.
- Hydrology and Earth System Sciences Discussions, Vol. 6, Issue 1
Subsurface Temperature, Moisture, Thermal Conductivity and Heat Flux, Barrow, Area A, B, C, D
dataset, January 2017
- Romanovsky, Vladimir; Cable, William; Dolgikh, Kirill
- Next Generation Ecosystems Experiment - Arctic, Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (US); NGEE Arctic, Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
Surface Meteorology, Barrow, Alaska, Area A, B, C and D, Ongoing from 2012
dataset, January 2014
- Hinzman, Larry; Busey, Bob; Cable, William
- Next Generation Ecosystems Experiment - Arctic, Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (US); NGEE Arctic, Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
CT Scans of Cores Metadata, Barrow, Alaska 2015
dataset, January 2015
- Kneafsey, Tim
- Next Generation Ecosystems Experiment - Arctic, Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (US); NGEE Arctic, Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
MeshMaker: Configurable Meshing Framework for Eco-Hydrology Models
dataset, January 2016
- Collier, Nathan; Kumar, Jitendra
- Next Generation Ecosystems Experiment - Arctic, Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (US); NGEE Arctic, Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
A stochastic model for the polygonal tundra based on Poisson-Voronoi Diagrams
journal, June 2012
- Aleina, F. Cresto; Brovkin, V.; Muster, S.
- Earth System Dynamics; Discussions
Barrow Area Remote Sensing - Digital Elevation Model, Version 1.0
dataset, January 2011
- Tweedie, C.
- UCAR/NCAR - Earth Observing Laboratory
Continuous Snow Depth, Intensive Site 1, Barrow, Alaska
dataset, January 2014
- Hinzman, Larry; Busey, Bob; Cable, William
- Next Generation Ecosystems Experiment - Arctic, Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (US); NGEE Arctic, Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
Pan-Arctic ice-wedge degradation in warming permafrost and its influence on tundra hydrology
journal, March 2016
- Liljedahl, Anna K.; Boike, Julia; Daanen, Ronald P.
- Nature Geoscience, Vol. 9, Issue 4
Cold season emissions dominate the Arctic tundra methane budget
journal, December 2015
- Zona, Donatella; Gioli, Beniamino; Commane, Róisín
- Proceedings of the National Academy of Sciences, Vol. 113, Issue 1
A stochastic model for the polygonal tundra based on Poisson-Voronoi Diagrams
journal, June 2012
- Aleina, F. Cresto; Brovkin, V.; Muster, S.
- Earth System Dynamics; Discussions
Multi-objective calibration of a distributed hydrological model (WetSpa) using a genetic algorithm
journal, January 2009
- Shafii, M.; De Smedt, F.
- Hydrology and Earth System Sciences, Vol. 13, Issue 11
Calibration of hydrological model parameters for ungauged catchments
journal, June 2006
- Bardossy, A.
- Hydrology and EArth System Sciences Discussions
The surface energy balance of a polygonal tundra site in northern Siberia – Part 1: Spring to fall
journal, January 2011
- Langer, M.; Westermann, S.; Muster, S.
- The Cryosphere, Vol. 5, Issue 1
Three-phase numerical model for subsurface hydrology in permafrost-affected regions (PFLOTRAN-ICE v1.0)
journal, January 2014
- Karra, S.; Painter, S. L.; Lichtner, P. C.
- The Cryosphere, Vol. 8, Issue 5
Effect of soil property uncertainties on permafrost thaw projections: a calibration-constrained analysis: Modeling Archive
dataset, January 2016
- Harp, Dylan; Atchley, Adam; Painter, Scott
- Next Generation Ecosystems Experiment - Arctic, Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (US); NGEE Arctic, Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
Works referencing / citing this record:
Assessment of the Ice Wedge Polygon Current State by Means of UAV Imagery Analysis (Samoylov Island, the Lena Delta)
journal, July 2019
- Kartoziia, Andrei
- Remote Sensing, Vol. 11, Issue 13
Coupling a three-dimensional subsurface flow and transport model with a land surface model to simulate stream–aquifer–land interactions (CP v1.0)
journal, January 2017
- Bisht, Gautam; Huang, Maoyi; Zhou, Tian
- Geoscientific Model Development, Vol. 10, Issue 12
Impacts of microtopographic snow redistribution and lateral subsurface processes on hydrologic and thermal states in an Arctic polygonal ground ecosystem: a case study using ELM-3D v1.0
journal, January 2018
- Bisht, Gautam; Riley, William J.; Wainwright, Haruko M.
- Geoscientific Model Development, Vol. 11, Issue 1
Observation and modelling of snow at a polygonal tundra permafrost site: spatial variability and thermal implications
journal, January 2018
- Gouttevin, Isabelle; Langer, Moritz; Löwe, Henning
- The Cryosphere, Vol. 12, Issue 11
Pathways of ice-wedge degradation in polygonal tundra under different hydrological conditions
journal, January 2019
- Nitzbon, Jan; Langer, Moritz; Westermann, Sebastian
- The Cryosphere, Vol. 13, Issue 4
Permafrost variability over the Northern Hemisphere based on the MERRA-2 reanalysis
journal, January 2019
- Tao, Jing; Koster, Randal D.; Reichle, Rolf H.
- The Cryosphere, Vol. 13, Issue 8
Thaw processes in ice-rich permafrost landscapes represented with laterally coupled tiles in a land surface model
journal, January 2019
- Aas, Kjetil S.; Martin, Léo; Nitzbon, Jan
- The Cryosphere, Vol. 13, Issue 2
Modeling the spatio-temporal variability in subsurface thermal regimes across a low-relief polygonal tundra landscape: Modeling Archive
dataset, January 2016
- Kumar, Jitendra; Collier, Nathan; Bisht, Gautam
- Next Generation Ecosystems Experiment - Arctic, Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (US); NGEE Arctic, Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
Mapping Arctic Plant Functional Type Distributions in the Barrow Environmental Observatory Using WorldView-2 and LiDAR Datasets
journal, September 2016
- Langford, Zachary; Kumar, Jitendra; Hoffman, Forrest
- Remote Sensing, Vol. 8, Issue 9