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Title: Integrating Arctic Plant Functional Types in a Land Surface Model Using Above‐ and Belowground Field Observations

Abstract

Abstract Accurate simulations of high‐latitude ecosystems are critical for confident Earth system model (ESM) projections of carbon cycle feedbacks to global climate change. Land surface model components of ESMs, including the E3SM Land Model (ELM), simulate vegetation growth and ecosystem responses to changing climate and atmospheric CO 2 concentrations by grouping heterogeneous vegetation into like sets of plant functional types (PFTs). Many such models represent high‐latitude vegetation using only two PFTs (shrub and grass), thereby missing the diversity of vegetation growth forms and functional traits in the Arctic. Here, we use field observations of biomass and leaf traits across a gradient of plant communities on the Seward Peninsula in northwest Alaska to replace the original ELM configuration for the first time with nine Arctic‐specific PFTs. The newly developed PFTs include: (1) nonvascular mosses and lichens, (2) deciduous and evergreen shrubs of various height classes, including an alder PFT, (3) graminoids, and (4) forbs. Improvements relative to the original model configuration included greater belowground biomass allocation, persistent fine roots and rhizomes of nonwoody plants, and better representation of variability in total plant biomass across sites with varying plant communities and depth to bedrock. Simulations through 2100 using the RCP8.5 climate scenariomore » and constant PFT fractional areas showed alder‐dominated plant communities gaining more biomass and lichen‐dominated communities gaining less biomass compared to default PFTs. Our results highlight how representing the diversity of arctic vegetation and confronting models with measurements from varied plant communities improves the representation of arctic vegetation in terrestrial ecosystem models.« less

Authors:
ORCiD logo [1]; ORCiD logo [1]; ORCiD logo [1];  [2]; ORCiD logo [1]; ORCiD logo [1]
  1. Environmental Sciences Division and Climate Change Science Institute Oak Ridge National Laboratory Oak Ridge TN USA
  2. International Arctic Research Center University of Alaska Fairbanks Fairbanks AK USA
Publication Date:
Research Org.:
Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
Sponsoring Org.:
USDOE Office of Science (SC), Biological and Environmental Research (BER)
OSTI Identifier:
1780297
Alternate Identifier(s):
OSTI ID: 1780771; OSTI ID: 1782914
Grant/Contract Number:  
AC05-00OR22725
Resource Type:
Published Article
Journal Name:
Journal of Advances in Modeling Earth Systems
Additional Journal Information:
Journal Name: Journal of Advances in Modeling Earth Systems Journal Volume: 13 Journal Issue: 4; Journal ID: ISSN 1942-2466
Publisher:
American Geophysical Union (AGU)
Country of Publication:
United States
Language:
English
Subject:
54 ENVIRONMENTAL SCIENCES; Arctic; biomass; modeling; plant functional types; vegetation

Citation Formats

Sulman, Benjamin N., Salmon, Verity G., Iversen, Colleen M., Breen, Amy L., Yuan, Fengming, and Thornton, Peter E. Integrating Arctic Plant Functional Types in a Land Surface Model Using Above‐ and Belowground Field Observations. United States: N. p., 2021. Web. doi:10.1029/2020MS002396.
Sulman, Benjamin N., Salmon, Verity G., Iversen, Colleen M., Breen, Amy L., Yuan, Fengming, & Thornton, Peter E. Integrating Arctic Plant Functional Types in a Land Surface Model Using Above‐ and Belowground Field Observations. United States. https://doi.org/10.1029/2020MS002396
Sulman, Benjamin N., Salmon, Verity G., Iversen, Colleen M., Breen, Amy L., Yuan, Fengming, and Thornton, Peter E. Fri . "Integrating Arctic Plant Functional Types in a Land Surface Model Using Above‐ and Belowground Field Observations". United States. https://doi.org/10.1029/2020MS002396.
@article{osti_1780297,
title = {Integrating Arctic Plant Functional Types in a Land Surface Model Using Above‐ and Belowground Field Observations},
author = {Sulman, Benjamin N. and Salmon, Verity G. and Iversen, Colleen M. and Breen, Amy L. and Yuan, Fengming and Thornton, Peter E.},
abstractNote = {Abstract Accurate simulations of high‐latitude ecosystems are critical for confident Earth system model (ESM) projections of carbon cycle feedbacks to global climate change. Land surface model components of ESMs, including the E3SM Land Model (ELM), simulate vegetation growth and ecosystem responses to changing climate and atmospheric CO 2 concentrations by grouping heterogeneous vegetation into like sets of plant functional types (PFTs). Many such models represent high‐latitude vegetation using only two PFTs (shrub and grass), thereby missing the diversity of vegetation growth forms and functional traits in the Arctic. Here, we use field observations of biomass and leaf traits across a gradient of plant communities on the Seward Peninsula in northwest Alaska to replace the original ELM configuration for the first time with nine Arctic‐specific PFTs. The newly developed PFTs include: (1) nonvascular mosses and lichens, (2) deciduous and evergreen shrubs of various height classes, including an alder PFT, (3) graminoids, and (4) forbs. Improvements relative to the original model configuration included greater belowground biomass allocation, persistent fine roots and rhizomes of nonwoody plants, and better representation of variability in total plant biomass across sites with varying plant communities and depth to bedrock. Simulations through 2100 using the RCP8.5 climate scenario and constant PFT fractional areas showed alder‐dominated plant communities gaining more biomass and lichen‐dominated communities gaining less biomass compared to default PFTs. Our results highlight how representing the diversity of arctic vegetation and confronting models with measurements from varied plant communities improves the representation of arctic vegetation in terrestrial ecosystem models.},
doi = {10.1029/2020MS002396},
journal = {Journal of Advances in Modeling Earth Systems},
number = 4,
volume = 13,
place = {United States},
year = {Fri Apr 16 00:00:00 EDT 2021},
month = {Fri Apr 16 00:00:00 EDT 2021}
}

Journal Article:
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https://doi.org/10.1029/2020MS002396

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Works referenced in this record:

The evidence for shrub expansion in Northern Alaska and the Pan-Arctic
journal, April 2006


A raster version of the Circumpolar Arctic Vegetation Map (CAVM)
journal, October 2019

  • Raynolds, Martha K.; Walker, Donald A.; Balser, Andrew
  • Remote Sensing of Environment, Vol. 232
  • DOI: 10.1016/j.rse.2019.111297

Patchy field sampling biases understanding of climate change impacts across the Arctic
journal, July 2018

  • Metcalfe, Daniel B.; Hermans, Thirze D. G.; Ahlstrand, Jenny
  • Nature Ecology & Evolution, Vol. 2, Issue 9
  • DOI: 10.1038/s41559-018-0612-5

The unseen iceberg: plant roots in arctic tundra
journal, September 2014

  • Iversen, Colleen M.; Sloan, Victoria L.; Sullivan, Patrick F.
  • New Phytologist, Vol. 205, Issue 1
  • DOI: 10.1111/nph.13003

Greening of arctic Alaska, 1981-2001: GREENING OF ARCTIC ALASKA, 1981-2001
journal, October 2003

  • Jia, Gensuo J.; Epstein, Howard E.; Walker, Donald A.
  • Geophysical Research Letters, Vol. 30, Issue 20
  • DOI: 10.1029/2003GL018268

Extending a land-surface model with Sphagnum moss to simulate responses of a northern temperate bog to whole ecosystem warming and elevated CO2
journal, January 2021

  • Shi, Xiaoying; Ricciuto, Daniel M.; Thornton, Peter E.
  • Biogeosciences, Vol. 18, Issue 2
  • DOI: 10.5194/bg-18-467-2021

Incorporating organic soil into a global climate model
journal, June 2007


From The Cover: Plant community responses to experimental warming across the tundra biome
journal, January 2006

  • Walker, M. D.; Wahren, C. H.; Hollister, R. D.
  • Proceedings of the National Academy of Sciences, Vol. 103, Issue 5
  • DOI: 10.1073/pnas.0503198103

An assessment of the carbon balance of Arctic tundra: comparisons among observations, process models, and atmospheric inversions
journal, January 2012


Insect herbivory dampens Subarctic birch forest C sink response to warming
journal, May 2020


Shrub expansion in tundra ecosystems: dynamics, impacts and research priorities
journal, October 2011

  • Myers-Smith, Isla H.; Forbes, Bruce C.; Wilmking, Martin
  • Environmental Research Letters, Vol. 6, Issue 4
  • DOI: 10.1088/1748-9326/6/4/045509

Plant functional types as predictors of transient responses of arctic vegetation to global change
journal, June 1996

  • Chapin, F. Stuart; Bret-Harte, M. Syndonia; Hobbie, Sarah E.
  • Journal of Vegetation Science, Vol. 7, Issue 3
  • DOI: 10.2307/3236278

Horizontal growth: An overlooked dimension in plant trait space
journal, June 2018

  • Klimešová, Jitka; Martínková, Jana; Herben, Tomáš
  • Perspectives in Plant Ecology, Evolution and Systematics, Vol. 32
  • DOI: 10.1016/j.ppees.2018.02.002

Snow–Shrub Interactions in Arctic Tundra: A Hypothesis with Climatic Implications
journal, February 2001


Climate sensitivity of shrub growth across the tundra biome
journal, July 2015

  • Myers-Smith, Isla H.; Elmendorf, Sarah C.; Beck, Pieter S. A.
  • Nature Climate Change, Vol. 5, Issue 9
  • DOI: 10.1038/nclimate2697

Root Production and Root Turnover in a Wet Tundra Ecosystem, Barrow, Alaska
journal, March 1975

  • Shaver, G. R.; Billings, W. D.
  • Ecology, Vol. 56, Issue 2
  • DOI: 10.2307/1934970

Changing snow and shrub conditions affect albedo with global implications
journal, January 2005


Root turnover as determinant of the cycling of C, N, and P in a dry heathland ecosystem
journal, January 1992

  • Aerts, R.; Bakker, C.; De Caluwe, H.
  • Biogeochemistry, Vol. 15, Issue 3
  • DOI: 10.1007/BF00002935

Vegetation controls on northern high latitude snow-albedo feedback: observations and CMIP5 model simulations
journal, December 2013

  • Loranty, Michael M.; Berner, Logan T.; Goetz, Scott J.
  • Global Change Biology, Vol. 20, Issue 2
  • DOI: 10.1111/gcb.12391

Vegetation Types and Plant Biomass in Tundra
journal, November 1972


Production: Biomass Relationships and Element Cycling in Contrasting Arctic Vegetation Types
journal, February 1991

  • Shaver, Gaius R.; Chapin, F. Stuart
  • Ecological Monographs, Vol. 61, Issue 1
  • DOI: 10.2307/1942997

Vegetation demographics in Earth System Models: A review of progress and priorities
journal, October 2017

  • Fisher, Rosie A.; Koven, Charles D.; Anderegg, William R. L.
  • Global Change Biology, Vol. 24, Issue 1
  • DOI: 10.1111/gcb.13910

Plant functional trait change across a warming tundra biome
journal, September 2018


Decrease of lichens in Arctic ecosystems: the role of wildfire, caribou, reindeer, competition and climate in north-western Alaska
journal, January 2009


Winter forest soil respiration controlled by climate and microbial community composition
journal, February 2006

  • Monson, Russell K.; Lipson, David L.; Burns, Sean P.
  • Nature, Vol. 439, Issue 7077
  • DOI: 10.1038/nature04555

Downscaling of climate model output for Alaskan stakeholders
journal, December 2018


Changing seasonality of panarctic tundra vegetation in relationship to climatic variables
journal, May 2017

  • Bhatt, Uma S.; Walker, Donald A.; Raynolds, Martha K.
  • Environmental Research Letters, Vol. 12, Issue 5
  • DOI: 10.1088/1748-9326/aa6b0b

Estimated stocks of circumpolar permafrost carbon with quantified uncertainty ranges and identified data gaps
journal, January 2014


The DOE E3SM Coupled Model Version 1: Overview and Evaluation at Standard Resolution
journal, July 2019

  • Golaz, Jean‐Christophe; Caldwell, Peter M.; Van Roekel, Luke P.
  • Journal of Advances in Modeling Earth Systems, Vol. 11, Issue 7
  • DOI: 10.1029/2018MS001603

Traditional plant functional groups explain variation in economic but not size‐related traits across the tundra biome
journal, November 2018

  • Thomas, H. J. D.; Myers‐Smith, I. H.; Bjorkman, A. D.
  • Global Ecology and Biogeography
  • DOI: 10.1111/geb.12783

Global plant trait relationships extend to the climatic extremes of the tundra biome
journal, March 2020


Measuring and modelling environmental influences on photosynthetic gas exchange in Sphagnum and Pleurozium
journal, June 1998


The Circumpolar Arctic vegetation map
journal, February 2005


Lichen photosynthesis in relation to CO2 concentration
journal, April 1983

  • Nash, T. H.; Moser, T. J.; Link, S. O.
  • Oecologia, Vol. 58, Issue 1
  • DOI: 10.1007/BF00384541

Primary and secondary stem growth in arctic shrubs: implications for community response to environmental change
journal, April 2002


Significant inconsistency of vegetation carbon density in CMIP5 Earth system models against observational data
journal, September 2017

  • Song, Xia; Hoffman, Forrest M.; Iversen, Colleen M.
  • Journal of Geophysical Research: Biogeosciences, Vol. 122, Issue 9
  • DOI: 10.1002/2017JG003914

Tundra shrub expansion may amplify permafrost thaw by advancing snowmelt timing
journal, December 2019

  • Wilcox, Evan J.; Keim, Dawn; de Jong, Tyler
  • Arctic Science, Vol. 5, Issue 4
  • DOI: 10.1139/as-2018-0028

Generating surfaces of daily meteorological variables over large regions of complex terrain
journal, March 1997


Complexity revealed in the greening of the Arctic
journal, January 2020

  • Myers-Smith, Isla H.; Kerby, Jeffrey T.; Phoenix, Gareth K.
  • Nature Climate Change, Vol. 10, Issue 2
  • DOI: 10.1038/s41558-019-0688-1

The Effects of Phosphorus Cycle Dynamics on Carbon Sources and Sinks in the Amazon Region: A Modeling Study Using ELM v1
journal, December 2019

  • Yang, Xiaojuan; Ricciuto, Daniel M.; Thornton, Peter E.
  • Journal of Geophysical Research: Biogeosciences, Vol. 124, Issue 12
  • DOI: 10.1029/2019JG005082

Biomass allometry for alder, dwarf birch, and willow in boreal forest and tundra ecosystems of far northeastern Siberia and north-central Alaska
journal, February 2015


Ecosystem model spin-up: Estimating steady state conditions in a coupled terrestrial carbon and nitrogen cycle model
journal, November 2005


On the influence of shrub height and expansion on northern high latitude climate
journal, January 2012


Dynamics of aboveground phytomass of the circumpolar Arctic tundra during the past three decades
journal, January 2012

  • Epstein, Howard E.; Raynolds, Martha K.; Walker, Donald A.
  • Environmental Research Letters, Vol. 7, Issue 1
  • DOI: 10.1088/1748-9326/7/1/015506

Plot-scale evidence of tundra vegetation change and links to recent summer warming
journal, April 2012

  • Elmendorf, Sarah C.; Henry, Gregory H. R.; Hollister, Robert D.
  • Nature Climate Change, Vol. 2, Issue 6
  • DOI: 10.1038/nclimate1465

Impacts of future climate change on the carbon budget of northern high-latitude terrestrial ecosystems: An analysis using ISI-MIP data
journal, September 2016


The Community Land Model Version 5: Description of New Features, Benchmarking, and Impact of Forcing Uncertainty
journal, December 2019

  • Lawrence, David M.; Fisher, Rosie A.; Koven, Charles D.
  • Journal of Advances in Modeling Earth Systems, Vol. 11, Issue 12
  • DOI: 10.1029/2018MS001583

Shrub canopies influence soil temperatures but not nutrient dynamics: An experimental test of tundra snow-shrub interactions
journal, September 2013

  • Myers-Smith, Isla H.; Hik, David S.
  • Ecology and Evolution, Vol. 3, Issue 11
  • DOI: 10.1002/ece3.710

Climate adaptation is not enough: warming does not facilitate success of southern tundra plant populations in the high Arctic
journal, August 2016

  • Bjorkman, Anne D.; Vellend, Mark; Frei, Esther R.
  • Global Change Biology, Vol. 23, Issue 4
  • DOI: 10.1111/gcb.13417

Analyzing the functional type concept in arctic plants using a dynamic vegetation model
journal, November 2001


Alder Distribution and Expansion Across a Tundra Hillslope: Implications for Local N Cycling
journal, October 2019

  • Salmon, Verity G.; Breen, Amy L.; Kumar, Jitendra
  • Frontiers in Plant Science, Vol. 10
  • DOI: 10.3389/fpls.2019.01099

Temperature, Heat Flux, and Reflectance of Common Subarctic Mosses and Lichens under Field Conditions: Might Changes to Community Composition Impact Climate-Relevant Surface Fluxes?
journal, November 2012

  • Stoy, Paul C.; Street, Lorna E.; Johnson, Aiden V.
  • Arctic, Antarctic, and Alpine Research, Vol. 44, Issue 4
  • DOI: 10.1657/1938-4246-44.4.500

Plant functional types in Earth system models: past experiences and future directions for application of dynamic vegetation models in high-latitude ecosystems
journal, May 2014

  • Wullschleger, Stan D.; Epstein, Howard E.; Box, Elgene O.
  • Annals of Botany, Vol. 114, Issue 1
  • DOI: 10.1093/aob/mcu077

Global Vegetation Root Distribution for Land Modeling
journal, October 2001


Development of high resolution land surface parameters for the Community Land Model
journal, January 2012


Climate and species affect fine root production with long-term fertilization in acidic tussock tundra near Toolik Lake, Alaska
journal, May 2007


The Ecology of Soil Carbon: Pools, Vulnerabilities, and Biotic and Abiotic Controls
journal, November 2017


Climate change and the permafrost carbon feedback
journal, April 2015

  • Schuur, E. A. G.; McGuire, A. D.; Schädel, C.
  • Nature, Vol. 520, Issue 7546
  • DOI: 10.1038/nature14338

Effects of bryophyte and lichen cover on permafrost soil temperature at large scale
journal, January 2016


Reduced arctic tundra productivity linked with landform and climate change interactions
journal, February 2018


Eighteen years of ecological monitoring reveals multiple lines of evidence for tundra vegetation change
journal, February 2019

  • Myers‐Smith, Isla H.; Grabowski, Meagan M.; Thomas, Haydn J. D.
  • Ecological Monographs, Vol. 89, Issue 2
  • DOI: 10.1002/ecm.1351

Carbon release through abrupt permafrost thaw
journal, February 2020

  • Turetsky, Merritt R.; Abbott, Benjamin W.; Jones, Miriam C.
  • Nature Geoscience, Vol. 13, Issue 2
  • DOI: 10.1038/s41561-019-0526-0

Shifts in Arctic vegetation and associated feedbacks under climate change
journal, March 2013

  • Pearson, Richard G.; Phillips, Steven J.; Loranty, Michael M.
  • Nature Climate Change, Vol. 3, Issue 7
  • DOI: 10.1038/nclimate1858

The Representation of Arctic Soils in the Land Surface Model: The Importance of Mosses
journal, August 2001


Nitrogen availability increases in a tundra ecosystem during five years of experimental permafrost thaw
journal, February 2016

  • Salmon, Verity G.; Soucy, Patrick; Mauritz, Marguerite
  • Global Change Biology, Vol. 22, Issue 5
  • DOI: 10.1111/gcb.13204

Inclusion of ecologically based trait variation in plant functional types reduces the projected land carbon sink in an earth system model
journal, March 2015

  • Verheijen, Lieneke M.; Aerts, Rien; Brovkin, Victor
  • Global Change Biology, Vol. 21, Issue 8
  • DOI: 10.1111/gcb.12871

Effects of nutrient addition on leaf chemistry, morphology, and photosynthetic capacity of three bog shrubs
journal, May 2011


Comparative ecology of clonal plants
journal, September 1996

  • van Groenendael, J. M.; Klimeš, L.; Klimešová, J.
  • Philosophical Transactions of the Royal Society of London. Series B: Biological Sciences, Vol. 351, Issue 1345, p. 1331-1339
  • DOI: 10.1098/rstb.1996.0116

The use and misuse of V c,max in Earth System Models
journal, April 2013


Changes in vegetation in northern Alaska under scenarios of climate change, 2003–2100: implications for climate feedbacks
journal, June 2009

  • Euskirchen, E. S.; McGuire, A. D.; Chapin, F. S.
  • Ecological Applications, Vol. 19, Issue 4
  • DOI: 10.1890/08-0806.1

Is soil carbon mostly root carbon? Mechanisms for a specific stabilisation
journal, February 2005

  • Rasse, Daniel P.; Rumpel, Cornelia; Dignac, Marie-France
  • Plant and Soil, Vol. 269, Issue 1-2
  • DOI: 10.1007/s11104-004-0907-y

The resilience and functional role of moss in boreal and arctic ecosystems: Tansley review
journal, August 2012


Arctic Vegetation Mapping Using Unsupervised Training Datasets and Convolutional Neural Networks
journal, January 2019

  • Langford, Zachary L.; Kumar, Jitendra; Hoffman, Forrest M.
  • Remote Sensing, Vol. 11, Issue 1
  • DOI: 10.3390/rs11010069

Exsertion, elongation, and senescence of leaves of Eriophorum vaginatum and Carex bigelowii in Northern Alaska
journal, December 1997


Surface energy fluxes and control of evapotranspiration from a Swedish Sphagnum mire
journal, December 2001


Across-Habitat Comparison of Diazotroph Activity in the Subarctic
journal, November 2014


Global assessment of experimental climate warming on tundra vegetation: heterogeneity over space and time: Warming effects on tundra vegetation
journal, December 2011


Discovering the Role of Lichens in the Nitrogen Cycle in Boreal-Arctic Ecosystems
journal, July 1978

  • Crittenden, P. D.; Kershaw, K. A.
  • The Bryologist, Vol. 81, Issue 2
  • DOI: 10.2307/3242187

The Cooling Capacity of Mosses: Controls on Water and Energy Fluxes in a Siberian Tundra Site
journal, July 2011


Upland Tundra in the Foothills of the Brooks Range, Alaska, U.S.A.: Lichen Long-Term Photosynthetic CO 2 Uptake and Net Carbon Gain
journal, August 1998

  • Lange, Otto L.; Hahn, Sabine C.; Meyer, Angelika
  • Arctic and Alpine Research, Vol. 30, Issue 3
  • DOI: 10.2307/1551972

Contributions of fine root production and turnover to the carbon and nitrogen cycling in taiga forests of the Alaskan interior
journal, August 1996

  • Ruess, R. W.; Cleve, K. Van; Yarie, J.
  • Canadian Journal of Forest Research, Vol. 26, Issue 8
  • DOI: 10.1139/x26-148

Permafrost carbon-climate feedbacks accelerate global warming
journal, August 2011

  • Koven, C. D.; Ringeval, B.; Friedlingstein, P.
  • Proceedings of the National Academy of Sciences, Vol. 108, Issue 36
  • DOI: 10.1073/pnas.1103910108

Global Change and the Carbon Balance of Arctic Ecosystems
journal, June 1992

  • Shaver, Gaius R.; Billings, W. D.; Chapin,, F. Stuart
  • BioScience, Vol. 42, Issue 6
  • DOI: 10.2307/1311862

The effect of vertically resolved soil biogeochemistry and alternate soil C and N models on C dynamics of CLM4
journal, January 2013


Arctic mosses govern below-ground environment and ecosystem processes
journal, July 2007


The DOE E3SM v1.1 Biogeochemistry Configuration: Description and Simulated Ecosystem‐Climate Responses to Historical Changes in Forcing
journal, September 2020

  • Burrows, S. M.; Maltrud, M.; Yang, X.
  • Journal of Advances in Modeling Earth Systems, Vol. 12, Issue 9
  • DOI: 10.1029/2019MS001766

Terrestrial biosphere models underestimate photosynthetic capacity and CO 2 assimilation in the Arctic
journal, September 2017

  • Rogers, Alistair; Serbin, Shawn P.; Ely, Kim S.
  • New Phytologist, Vol. 216, Issue 4
  • DOI: 10.1111/nph.14740

Significance of sequential leaf development for nutrient balance of the cotton sedge,Eriophorum vaginatum L.
journal, December 1985


Identifying multidisciplinary research gaps across Arctic terrestrial gradients
journal, December 2019


The Impact of Parametric Uncertainties on Biogeochemistry in the E3SM Land Model
journal, February 2018

  • Ricciuto, Daniel; Sargsyan, Khachik; Thornton, Peter
  • Journal of Advances in Modeling Earth Systems, Vol. 10, Issue 2
  • DOI: 10.1002/2017MS000962

Reviews and syntheses: Changing ecosystem influences on soil thermal regimes in northern high-latitude permafrost regions
journal, January 2018

  • Loranty, Michael M.; Abbott, Benjamin W.; Blok, Daan
  • Biogeosciences, Vol. 15, Issue 17
  • DOI: 10.5194/bg-15-5287-2018