DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Fine-scale vegetation composition and structure shape spatiotemporal variation in surface albedo across a low Arctic tundra landscape

Journal Article · · Environmental Research: Ecology

The unprecedented rate of warming in the Arctic is driving changes in the structure and composition of tundra vegetation. Increases in deciduous tall shrub cover, height, and density are of particular concern, as these changes alter local surface albedo in ways that could amplify effects on the regional surface energy budget (SEB). Despite this importance, significant uncertainties remain in understanding the interplay between fine-scale vegetation patterns and emergent albedo dynamics across space and time. Here, we address these uncertainties by (1) quantifying spatiotemporal variation in surface shortwave albedo and (2) determining the relative influence of fine-scale vegetation composition, structure, and environmental conditions on albedo across a representative low-Arctic tundra landscape on Alaska’s Seward Peninsula. To do this, we synthesized multi-scale, multi-platform remote sensing observations, including a novel Landsat-derived albedo time series, a fine-scale map of Arctic plant functional type (PFT) fractional cover, and airborne LiDAR estimates of canopy height and topography. We show that there are substantial reductions in winter albedo for pixels dominated by tall, woody PFTs (28.13%) relative to pixels dominated by non-woody vegetation, but almost no change in summer albedo (3% increase). Further, we identified a unimodal trend in the relationship between canopy height and the timing of the springtime transition from high (snowy) to low (leafy) albedo (peak at 5.5 m), possibly because of competing ‘snow-fence’ and ‘protrusion’ snow-shrub interactions. To explore the primary drivers of albedo, we constructed a random forest model and found that canopy height and the fractional cover of woody PFTs were as- or more important predictors of winter albedo than topographic features. These findings provide strong evidence for the impacts of local vegetation characteristics on regional surface albedo, highlighting the need for better quantification of snow-shrub interactions to accurately predict the Arctic’s SEB under future environmental change.

Research Organization:
Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
Sponsoring Organization:
National Aeronautics and Space Administration (NASA); USDOE Laboratory Directed Research and Development (LDRD) Program; USDOE Office of Science (SC), Biological and Environmental Research (BER); USGS
Grant/Contract Number:
AC05-00OR22725
OSTI ID:
3002505
Journal Information:
Environmental Research: Ecology, Journal Name: Environmental Research: Ecology Journal Issue: 4 Vol. 4; ISSN 2752-664X
Publisher:
IOP PublishingCopyright Statement
Country of Publication:
United States
Language:
English

References (124)

Arctic terrestrial hydrology: A synthesis of processes, regional effects, and research challenges: Arctic Terrestrial Hydrology journal March 2016
Shrub canopies influence soil temperatures but not nutrient dynamics: An experimental test of tundra snow-shrub interactions journal September 2013
Eighteen years of ecological monitoring reveals multiple lines of evidence for tundra vegetation change journal February 2019
Shrub tundra snowmelt journal January 2006
Snowmelt energetics at a shrub tundra site in the western Canadian Arctic journal November 2010
Aboveground biomass allocation, leaf growth, and photosynthesis patterns in tundra plant forms in arctic Alaska journal January 1976
Boreal forest and tundra ecosystems as components of the climate system journal February 1995
Seasonal and Long-Term Changes to Active-Layer Temperatures after Tall Shrubland Expansion and Succession in Arctic Tundra journal June 2017
Photosynthetic characteristics and biomass distribution of the dominant vascular plant species in a high Arctic tundra ecosystem, Ny-Ålesund, Svalbard: implications for their role in ecosystem carbon gain journal January 2008
Effects of Arctic Sea Ice Decline on Weather and Climate: A Review journal March 2014
Expansion of Canopy-Forming Willows Over the Twentieth Century on Herschel Island, Yukon Territory, Canada journal August 2011
Spatiotemporal variability in surface energy balance across tundra, snow and ice in Greenland journal January 2017
Status and trends in Arctic vegetation: Evidence from experimental warming and long-term monitoring journal March 2019
Testing and dating of structural changes in practice journal October 2003
Surface energy exchanges along a tundra-forest transition and feedbacks to climate journal August 2005
Identifying the paths and contributions of climate impacts on the variation in land surface albedo over the Arctic journal February 2022
Earlier snowmelt predominates advanced spring vegetation greenup in Alaska journal March 2022
Empirical evidence of a positive climate forcing of aerosols at elevated albedo journal November 2019
Whitebox GAT: A case study in geomorphometric analysis journal October 2016
Estimating 10-m land surface albedo from Sentinel-2 satellite observations using a direct estimation approach with Google Earth Engine journal December 2022
The accuracy of satellite-derived albedo for northern alpine and glaciated land covers journal September 2016
A simple method for reconstructing a high-quality NDVI time-series data set based on the Savitzky–Golay filter journal June 2004
An algorithm for the retrieval of 30-m snow-free albedo from Landsat surface reflectance and MODIS BRDF journal September 2011
Arctic shrub effects on NDVI, summer albedo and soil shading journal October 2014
Improvement and expansion of the Fmask algorithm: cloud, cloud shadow, and snow detection for Landsats 4–7, 8, and Sentinel 2 images journal March 2015
Early spring post-fire snow albedo dynamics in high latitude boreal forests using Landsat-8 OLI data journal November 2016
Influence of canopy shading and snow coverage on effective albedo in a snow-dominated evergreen needleleaf forest journal September 2018
Preliminary assessment of 20-m surface albedo retrievals from sentinel-2A surface reflectance and MODIS/VIIRS surface anisotropy measures journal November 2018
Integrating very-high-resolution UAS data and airborne imaging spectroscopy to map the fractional composition of Arctic plant functional types in Western Alaska journal March 2023
Quantified positive radiative forcing at a greening Canadian boreal-Arctic transition over the last four decades journal May 2025
Effect of canopy structure and the presence of snow on the albedo of boreal conifer forests journal May 2000
Clear‐sky albedo measurements on a sloping glacier surface: A case study in the Bolivian Andes journal December 2001
Assessment of global climate model land surface albedo using MODIS data: ASSESSMENT OF CLIMATE MODEL LAND ALBEDO journal April 2003
Changing snow and shrub conditions affect albedo with global implications journal January 2005
Aerosol direct, indirect, semidirect, and surface albedo effects from sector contributions based on the IPCC AR5 emissions for preindustrial and present-day conditions: IPCC AR5 SECTOR EMISSIONS journal January 2012
Self‐Amplifying Feedbacks Accelerate Greening and Warming of the Arctic journal July 2018
Characterization of Remote Sensing Albedo Over Sloped Surfaces Based on DART Simulations and In Situ Observations journal August 2018
Inferring Surface Albedo Prediction Error Linked to Forest Structure at High Latitudes journal May 2018
Remote Sensing of Tundra Ecosystems Using High Spectral Resolution Reflectance: Opportunities and Challenges journal February 2022
Role of orbitally induced changes in tundra area in the onset of glaciation journal June 1996
Climate change and the permafrost carbon feedback journal April 2015
Plot-scale evidence of tundra vegetation change and links to recent summer warming journal April 2012
Shifts in Arctic vegetation and associated feedbacks under climate change journal March 2013
Permafrost is warming at a global scale journal January 2019
Summer warming explains widespread but not uniform greening in the Arctic tundra biome journal September 2020
Vegetation type is an important predictor of the arctic summer land surface energy budget journal October 2022
Complexity revealed in the greening of the Arctic journal January 2020
Airborne imaging spectroscopy surveys of Arctic and boreal Alaska and northwestern Canada 2017–2023 journal April 2025
High cloud coverage over melted areas dominates the impact of clouds on the albedo feedback in the Arctic journal July 2019
Drivers, dynamics and impacts of changing Arctic coasts journal January 2022
The Arctic has warmed nearly four times faster than the globe since 1979 journal August 2022
Nitrogen fixing shrubs advance the pace of tall-shrub expansion in low-Arctic tundra journal November 2023
Modelled changes in arctic tundra snow, energy and moisture fluxes due to increased shrubs journal January 2002
Hierarchical subdivision of Arctic tundra based on vegetation response to climate, parent material and topography journal December 2000
Land-atmosphere energy exchange in Arctic tundra and boreal forest: available data and feedbacks to climate journal December 2000
Arctic and boreal ecosystems of western North America as components of the climate system journal December 2000
Changes in Arctic vegetation amplify high-latitude warming through the greenhouse effect journal January 2010
Unraveling driving forces explaining significant reduction in satellite-inferred Arctic surface albedo since the 1980s journal November 2019
Spatial, seasonal, and topographical patterns of surface albedo in Norwegian forests and cropland journal May 2017
A physically based, variable contributing area model of basin hydrology / Un modèle à base physique de zone d'appel variable de l'hydrologie du bassin versant journal March 1979
Surface albedo of alpine lichen heaths and shrub vegetation journal January 2020
Tundra vegetation effects on pan-Arctic albedo journal April 2011
The response of Arctic vegetation to the summer climate: relation between shrub cover, NDVI, surface albedo and temperature journal July 2011
Permafrost response to increasing Arctic shrub abundance depends on the relative influence of shrubs on local soil cooling versus large-scale climate warming journal October 2011
Shrub expansion in tundra ecosystems: dynamics, impacts and research priorities journal October 2011
Shrub expansion and climate feedbacks in Arctic tundra journal January 2012
On the influence of shrub height and expansion on northern high latitude climate journal January 2012
The footprint of Alaskan tundra fires during the past half-century: implications for surface properties and radiative forcing journal December 2012
Tundra shrubification and tree-line advance amplify arctic climate warming: results from an individual-based dynamic vegetation model journal August 2013
Reindeer grazing increases summer albedo by reducing shrub abundance in Arctic tundra journal December 2016
Shrub growth and expansion in the Arctic tundra: an assessment of controlling factors using an evidence-based approach journal August 2017
An overview of ABoVE airborne campaign data acquisitions and science opportunities journal July 2019
Drone data reveal heterogeneity in tundra greenness and phenology not captured by satellites journal November 2020
Shallow soils are warmer under trees and tall shrubs across Arctic and Boreal ecosystems journal December 2020
Arctic tundra shrubification: a review of mechanisms and impacts on ecosystem carbon balance journal April 2021
Landscape-scale characterization of Arctic tundra vegetation composition, structure, and function with a multi-sensor unoccupied aerial system journal July 2021
Surface water, vegetation, and fire as drivers of the terrestrial Arctic-boreal albedo feedback journal August 2021
Mid-summer snow-free albedo across the Arctic tundra was mostly stable or increased over the past two decades journal December 2022
Fine-scale landscape characteristics, vegetation composition, and snowmelt timing control phenological heterogeneity across low-Arctic tundra landscapes in Western Alaska journal December 2024
Remote sensing from unoccupied aerial systems: Opportunities to enhance Arctic plant ecology in a changing climate journal August 2022
The climate envelope of Alaska's northern treelines: implications for controlling factors and future treeline advance journal October 2021
Vegetation controls on northern high latitude snow-albedo feedback: observations and CMIP5 model simulations journal December 2013
Tall shrub and tree expansion in Siberian tundra ecotones since the 1960s journal February 2014
Phenology and species determine growing-season albedo increase at the altitudinal limit of shrub growth in the sub-Arctic journal May 2016
Is subarctic forest advance able to keep pace with climate change? journal May 2020
Woody plant encroachment intensifies under climate change across tundra and savanna biomes journal February 2020
The evidence for shrub expansion in Northern Alaska and the Pan-Arctic journal April 2006
Russian Arctic warming and ‘greening’ are closely tracked by tundra shrub willows journal May 2010
Shrub expansion may reduce summer permafrost thaw in Siberian tundra journal April 2010
Are treelines advancing? A global meta-analysis of treeline response to climate warming journal October 2009
The Circumpolar Arctic vegetation map journal February 2005
Small-scale albedo-temperature relationship contrast with large-scale relations in Alaskan acidic tussock tundra conference November 2012
Role of Land-Surface Changes in Arctic Summer Warming journal October 2005
Ecological Consequences of Sea-Ice Decline journal August 2013
Enhanced seasonal CO2 exchange caused by amplified plant productivity in northern ecosystems journal January 2016
Unprecedented fire activity above the Arctic Circle linked to rising temperatures journal November 2022
Balsam poplar (Populus balsamifera L.) communities on the Arctic Slope of Alaska [Balsam poplar (Populus balsamifera L.) communities on the Arctic Slope of Alaska] journal March 2014
Tundra shrub expansion may amplify permafrost thaw by advancing snowmelt timing journal December 2019
Evaluation of Arctic Land Snow Cover Characteristics, Surface Albedo, and Temperature during the Transition Seasons from Regional Climate Model Simulations and Satellite Data journal January 2014
Summer Differences among Arctic Ecosystems in Regional Climate Forcing journal June 2000
Snow–Shrub Interactions in Arctic Tundra: A Hypothesis with Climatic Implications journal February 2001
Drivers and Environmental Responses to the Changing Annual Snow Cycle of Northern Alaska journal December 2017
The current state of CO 2 flux chamber studies in the Arctic tundra: A review journal December 2017
Environmental Limits of Tall Shrubs in Alaska’s Arctic National Parks journal September 2015
Maps of plant functional type (PFT), PFT fractional cover, and uncertainty derived from AVIRIS-NG data, 2019, Seward Peninsula
  • Yang, Dedi; Serbin, Shawn
  • Environmental System Science Data Infrastructure for a Virtual Ecosystem; Next-Generation Ecosystem Experiments (NGEE) Arctic https://doi.org/10.15485/2441506
dataset January 2024
Tall Deciduous Shrubs Offset Delayed Start of Growing Season Through Rapid Leaf Development in the Alaskan Arctic Tundra journal August 2014
strucchange : An R Package for Testing for Structural Change in Linear Regression Models journal January 2002
Long-term experimental warming and nutrient additions increase productivity in tall deciduous shrub tundra journal June 2014
Plant communities of a tussock tundra landscape in the Brooks Range Foothills, Alaska journal December 1994
pdp: An R Package for Constructing Partial Dependence Plots journal January 2017
Daymet: Daily Surface Weather Data on a 1-km Grid for North America, Version 4 R1 collection January 2022
The changing face of the Arctic: four decades of greening and implications for tundra ecosystems journal April 2025
Alder Distribution and Expansion Across a Tundra Hillslope: Implications for Local N Cycling journal October 2019
A Multi-Sensor Unoccupied Aerial System Improves Characterization of Vegetation Composition and Canopy Properties in the Arctic Tundra journal August 2020
Review of Land Surface Albedo: Variance Characteristics, Climate Effect and Management Strategy journal March 2022
Evaluation of the Landsat-8 Albedo Product across the Circumpolar Domain journal October 2022
Scale Issues in Remote Sensing: A Review on Analysis, Processing and Modeling journal March 2009
Constraint of soil moisture on CO 2 efflux from tundra lichen, moss, and tussock in Council, Alaska, using a hierarchical Bayesian model journal January 2014
Reviews and syntheses: Arctic fire regimes and emissions in the 21st century journal January 2021
Modelled sensitivity of the snow regime to topography, shrub fraction and shrub height journal January 2014
High nitrate variability on an Alaskan permafrost hillslope dominated by alder shrubs journal January 2022
Workflow for scaling up the effects of fine-scale vegetation composition and structure on spatiotemporal variation in surface albedo across a low Arctic tundra landscape software July 2025
NGEE Arctic Plant Traits: Plant Community Composition, Kougarok Road Mile Marker 64, Seward Peninsula, Alaska, 2016
  • Breen, Amy; Iversen, Colleen; Salmon, Verity
  • 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) https://doi.org/10.5440/1465967
dataset January 2019
National Center for Airborne Laser Mapping (NCALM) Lidar DEM data from five NGEE Arctic Sites, Seward Peninsula, Alaska, August 2021
  • Singhania, Abhinav
  • 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) https://doi.org/10.5440/1832016
dataset January 2020