Research graph
References from Improved mapping of Arctic fractional land cover and land cover change from multi-resolution optical remote sensing. Local targets link to admitted publications; unresolved targets remain external evidence.
Vegetation monitoring using multispectral sensors — best practices and lessons learned from high latitudes
10.1139/juvs-2018-0018 · 2019 · External reference
Tropical forests are a net carbon source based on aboveground measurements of gain and loss
10.1126/science.aam5962 · 2017 · External reference
Derivation of a tasselled cap transformation based on Landsat 8 at-satellite reflectance
10.1080/2150704x.2014.915434 · 2014 · External reference
Unresolved reference
2025 · External reference
Mapping continuous fields of tree and shrub cover across the Gran Chaco using Landsat 8 and Sentinel-1 data
10.1016/j.rse.2018.06.044 · 2018 · External reference
A Phenological approach to spectral differentiation of low-Arctic tundra vegetation communities, north slope, Alaska
10.3390/rs9111200 · 2017 · External reference
Recent trends and remaining challenges for optical remote sensing of Arctic tundra vegetation: a review and outlook
10.1016/j.rse.2020.111872 · 2020 · External reference
Shrub cover on the north slope of Alaska: a circa 2000 baseline map
10.1657/1938-4246-43.3.355 · 2011 · External reference
Tundra plant above-ground biomass and shrub dominance mapped across the north slope of Alaska
10.1088/1748-9326/aaaa9a · 2018 · External reference
Summer warming explains widespread but not uniform greening in the Arctic tundra biome
10.1038/s41467-020-18479-5 · 2020 · External reference
The Arctic plant aboveground biomass synthesis dataset
10.1038/s41597-024-03139-w · 2024 · External reference
Status and trends in Arctic vegetation: evidence from experimental warming and long-term monitoring
10.1007/s13280-019-01161-6 · 2020 · External reference
Continental-scale land surface phenology from harmonized Landsat 8 and Sentinel-2 imagery
10.1016/j.rse.2020.111685 · 2020 · External reference
Unresolved reference
1994 · External reference
Key indicators of Arctic climate change: 1971–2017
10.1088/1748-9326/aafc1b · 2019 · External reference
Random forests
10.1023/a:1010933404324 · 2001 · External reference
Unresolved reference
2025 · External reference
Unresolved reference
2025 · External reference
Role of land-surface changes in Arctic summer warming
10.1126/science.1117368 · 2005 · External reference
Influence of tundra fire severity on vegetation recovery in the Northwest Territories
10.1139/as-2022-0050 · 2024 · External reference
Divergent shrub-cover responses driven by climate, wildfire, and permafrost interactions in Arctic tundra ecosystems
10.1111/gcb.15451 · 2021 · External reference
Thermokarst acceleration in Arctic tundra driven by climate change and fire disturbance
10.1016/j.oneear.2021.11.011 · 2021 · External reference
The harmonized Landsat and Sentinel-2 surface reflectance data set
10.1016/j.rse.2018.09.002 · 2018 · External reference
Landscape patterns of shrubification in the Siberian low Arctic: a machine learning perspective
10.1111/1365-2745.70129 · 2025 · External reference
Unprecedented fire activity above the Arctic circle linked to rising temperatures
10.1126/science.abn9768 · 2022 · External reference
Challenges in detecting high-Arctic shrub expansion from optical remote sensing: implications for albedo and climate forcing. J. Geophys. Res
2025 · External reference
Unresolved reference
2025 · External reference
Plot-scale evidence of tundra vegetation change and links to recent summer warming
10.1038/nclimate1465 · 2012 · External reference
Russian Arctic warming and ‘greening’ are closely tracked by tundra shrub willows
10.1111/j.1365-2486.2009.02047.x · 2010 · External reference
Disturbances in north American boreal forest and Arctic tundra: impacts, interactions, and responses
10.1088/1748-9326/ac98d7 · 2022 · External reference
Warming-induced shrub expansion and lichen decline in the Western Canadian Arctic
10.1007/s10021-014-9783-3 · 2014 · External reference
UAV photogrammetry for mapping vegetation in the low-Arctic
10.1139/as-2016-0008 · 2016 · External reference
Multi-decadal patterns of vegetation succession after tundra fire on the Yukon-Kuskokwim Delta, Alaska
10.1088/1748-9326/ab5f49 · 2020 · External reference
Unresolved reference
2023 · External reference
The changing face of the Arctic: four decades of greening and implications for tundra ecosystems
10.3389/fenvs.2025.1525574 · 2025 · External reference
Tussocks enduring or shrubs greening: alternate responses to changing fire regimes in the Noatak River valley, Alaska
10.1029/2020jg006009 · 2021 · External reference
Plant diversity dynamics over space and time in a warming Arctic
2025 · External reference
An overview of NASA’s Arctic Boreal Vulnerability Experiment (ABoVE): development, implementation, advances and knowledge gaps
2021 · External reference
20 cm resolution mapping of tundra vegetation communities provides an ecological baseline for important research areas in a changing Arctic environment
10.1088/2515-7620/ab4a85 · 2019 · External reference
Linking tundra vegetation, snow, soil temperature, and permafrost
10.5194/bg-17-4261-2020 · 2020 · External reference
Fire-regime changes in Canada over the last half century
10.1139/cjfr-2018-0293 · 2019 · External reference
Mapping fractional vegetation cover in sub-Saharan rangelands using phenological feature spaces
10.1016/j.rse.2025.114646 · 2025 · External reference
Mapping fractional cover of major fuel type components across Alaskan tundra
10.1016/j.rse.2019.111324 · 2019 · External reference
Coupling spectral unmixing and trend analysis for monitoring of long-term vegetation dynamics in Mediterranean rangelands
10.1016/s0034-4257(03)00145-7 · 2003 · External reference
Unresolved reference
2024 · External reference
Arctic tundra fires: natural variability and responses to climate change
10.1890/150063 · 2015 · External reference
Mapping sub-pixel urban expansion in China using MODIS and DMSP/OLS nighttime lights
10.1016/j.rse.2015.12.042 · 2016 · External reference
Greening of arctic Alaska, 1981–2001
10.1029/2003gl018268 · 2003 · External reference
The vegetation greenness trend in Canada and US Alaska from 1984–2012 Landsat data
10.1016/j.rse.2016.01.001 · 2016 · External reference
Spectral unmixing
10.1109/79.974727 · 2002 · External reference
Relative impacts of disturbance and temperature: persistent changes in microenvironment and vegetation in retrogressive thaw slumps
10.1111/j.1365-2486.2009.01917.x · 2009 · External reference
Beyond “greening” and “browning”: trends in grassland ground cover fractions across Eurasia that account for spatial and temporal autocorrelation
10.1111/gcb.16800 · 2023 · External reference
Classification of high-spatial-resolution remote sensing scenes method using transfer learning and deep convolutional neural network
10.1109/jstars.2020.2988477 · 2020 · External reference
Trends and drivers of Arctic-boreal fire intensity between 2003 and 2022
10.1016/j.scitotenv.2024.172020 · 2024 · External reference
10.1038/s43247-020-00050-1 · 2020 · Admitted local publication
Regional quantitative cover mapping of tundra plant functional types in Arctic Alaska
10.3390/rs9101024 · 2017 · External reference
Time-series maps reveal widespread change in plant functional type cover across Arctic and boreal Alaska and Yukon
10.1088/1748-9326/ac6965 · 2022 · External reference
Satellite-based evidence for shrub and graminoid tundra expansion in northern Q uebec from 1986 to 2010
10.1111/j.1365-2486.2012.02708.x · 2012 · External reference
Arctic tundra shrubification: a review of mechanisms and impacts on ecosystem carbon balance
10.1088/1748-9326/abf28b · 2021 · External reference
Integrating characteristic Arctic vegetation in a land surface model improves representation of carbon dynamics across a tundra landscape
10.1029/2025jg009039 · 2025 · External reference
Complexity revealed in the greening of the Arctic
10.1038/s41558-019-0688-1 · 2020 · External reference
Increased plant growth in the northern high latitudes from 1981 to 1991
10.1038/386698a0 · 1997 · External reference
Patterns of shrub expansion in Alaskan arctic river corridors suggest phase transition
10.1002/ece3.1341 · 2015 · External reference
Permafrost carbon feedbacks threaten global climate goals
10.1073/pnas.2100163118 · 2021 · External reference
Arctic shrub expansion revealed by Landsat-derived multitemporal vegetation cover fractions in the Western Canadian Arctic
10.1016/j.rse.2022.113228 · 2022 · External reference
Unresolved reference
2025 · External reference
Multi-season unmixing of vegetation class fractions across diverse Californian ecoregions using simulated spaceborne imaging spectroscopy data
10.1016/j.rse.2021.112558 · 2021 · External reference
Good practices for estimating area and assessing accuracy of land change
10.1016/j.rse.2014.02.015 · 2014 · External reference
Mapping tundra ecosystem plant functional type cover, height and aboveground biomass in Alaska and Northwest Canada using unmanned aerial vehicles
10.1139/as-2021-0044 · 2022 · External reference
Next generation Arctic vegetation maps: aboveground plant biomass and woody dominance mapped at 30 m resolution across the tundra biome
10.1016/j.rse.2025.114717 · 2025 · External reference
High-resolution mapping of global surface water and its long-term changes
10.1038/nature20584 · 2016 · External reference
Learning the variations in annual spectral-temporal metrics to enhance the transferability of regression models for land cover fraction monitoring
10.1016/j.rse.2024.114206 · 2024 · External reference
Browning events in Arctic ecosystems: diverse causes with common consequences
10.1371/journal.pclm.0000570 · 2025 · External reference
Unresolved reference
2023 · External reference
The tundra phenology database: more than two decades of tundra phenology responses to climate change
10.1139/as-2020-0041 · 2022 · External reference
Tundra fire and vegetation change along a hillslope on the Seward peninsula, Alaska, U.S.a
10.1657/1523-0430(2004)036[0001:tfavca]2.0.co;2 · 2004 · External reference
The Arctic has warmed nearly four times faster than the globe since 1979
10.1038/s43247-022-00498-3 · 2022 · External reference
Alder distribution and expansion across a tundra hillslope: implications for local N cycling
10.3389/fpls.2019.01099 · 2019 · External reference
Nitrogen fixing shrubs advance the pace of tall-shrub expansion in low-Arctic tundra
10.1038/s43247-023-01098-5 · 2023 · External reference
Land cover fraction mapping across global biomes with Landsat data, spatially generalized regression models and spectral-temporal metrics
10.1016/j.rse.2024.114260 · 2024 · External reference
Acceleration of thaw slump activity in glaciated landscapes of the Western Canadian Arctic
10.1088/1748-9326/11/3/034025 · 2016 · External reference
Robustness of some nonparametric procedures in linear models
10.1214/aoms/1177698021 · 1968 · External reference
Practical Bayesian optimization of machine learning algorithms
2012 · External reference
TIF: a time-series-based image fusion algorithm
10.1016/j.rse.2025.115035 · 2025 · External reference
Widespread changes in 21st century vegetation cover in Argentina, Paraguay, and Uruguay
10.1016/j.rse.2022.113277 · 2022 · External reference
PAVC: the foundation for a Pan-Arctic vegetation cover database
10.1038/s41597-025-05326-9 · 2025 · External reference
Unresolved reference
2025 · External reference
Landscape heterogeneity of shrub expansion in Arctic Alaska
10.1007/s10021-012-9540-4 · 2012 · External reference
A Rank-Invariant Method of linear and polynomial regression analysis
1992 · External reference
Land cover and change map accuracy assessment and area estimation good practices protocol. Version 0.1
2025 · External reference
Unresolved reference
2019 · External reference
Unresolved reference
External reference
The circumpolar Arctic vegetation map
10.1111/j.1654-1103.2005.tb02365.x · 2005 · External reference
The role of land cover change in Arctic-boreal greening and browning trends
10.1088/1748-9326/ab5429 · 2019 · External reference
Disturbance suppresses the aboveground carbon sink in north American boreal forests
10.1038/s41558-021-01027-4 · 2021 · External reference
Transferring CNN with adaptive learning for remote sensing scene classification
2022 · External reference
A review of abrupt permafrost thaw: definitions, usage, and a proposed conceptual framework
10.1007/s40641-025-00204-3 · 2025 · External reference
Unresolved reference
2011 · External reference
Pixel walking along the boreal forest–Arctic tundra ecotone: large scale ground-truthing of satellite-derived greenness (NDVI)
10.1111/gcb.17374 · 2024 · External reference
Landscape-scale characterization of Arctic tundra vegetation composition, structure, and function with a multi-sensor unoccupied aerial system
10.1088/1748-9326/ac1291 · 2021 · External reference
Remote sensing from unoccupied aerial systems: opportunities to enhance Arctic plant ecology in a changing climate
10.1111/1365-2745.13976 · 2022 · External reference
Integrating very-high-resolution UAS data and airborne imaging spectroscopy to map the fractional composition of Arctic plant functional types in Western Alaska
10.1016/j.rse.2022.113430 · 2023 · External reference
Current status of Landsat program, science, and applications
10.1016/j.rse.2019.02.015 · 2019 · External reference
Topography and functional traits shape the distribution of key shrub plant functional types in low-Arctic tundra
2025 · External reference
A collaborative and scalable geospatial data set for Arctic retrogressive thaw slumps with data standards
10.1038/s41597-025-04372-7 · 2025 · External reference
Bias-corrected random forests in regression
10.1080/02664763.2011.578621 · 2012 · External reference
A global analysis of the spatial and temporal variability of usable landsat observations at the pixel scale
10.3389/frsen.2022.894618 · 2022 · External reference
A synthesized field survey database of vegetation and active-layer properties for the Alaskan tundra (1972–2020)
10.5194/essd-16-3687-2024 · 2024 · External reference
A deep learning framework for mapping evergreen conifer fractional cover at 30 m resolution using fused bi-temporal WorldView and time-series Landsat imagery in mixed mountain forests
10.1016/j.rse.2025.115055 · 2025 · External reference
