Subalpine Forest Composition Mapped by Imaging Spectroscopy
Combines hyperspectral remote sensing with field ecology to characterize the composition and structure of subalpine forests — aspen, lodgepole pine, and Engelmann spruce — across the Gunnison Basin, linking canopy properties to snow interception and watershed function.
Knowledge Graph (283 nodes, 4978 connections)
Research Primer
Background
Subalpine forests in the Gunnison Basin of western Colorado form a mosaic of quaking aspen (Populus tremuloides), Engelmann spruce (Picea engelmannii), subalpine fir (Abies lasiocarpa), and lodgepole pine (Pinus contorta) that blanket elevations from roughly 2,700 to 3,500 meters. Managing these forests requires knowing not just where trees grow, but which species grow where, at what density, and in what condition. Imaging spectroscopy — high-fidelity remote sensing that captures hundreds of contiguous spectral bands using hyperspectral sensors — has emerged as a tool that allows land managers to map forest composition across entire watersheds at resolutions impossible with traditional field plots. Paired with concepts like self-thinning, root turnover, cover of bare ground, and sampling effort, spectroscopic maps let agencies estimate the utility value of stands for timber, wildlife habitat, watershed protection, and carbon storage.
This matters in the Gunnison Basin because forests here are under pressure from multiple directions at once: bark beetle disturbance is killing conifers in pulses that release needles and reshape biogeochemical cycles; beaver meadows and riparian corridors are shifting as hydrology changes; abandoned underground mines near Mount Emmons continue to influence soils and adjacent vegetation; and macroinvertebrate community composition in streams below forested slopes responds to changes in canopy cover and snowmelt timing. Mapping forest composition with spectroscopy — and validating those maps with ground frequency data on species, herbs, and shrubs — gives managers the baseline they need to track all of these changes.
Historical context
Systematic documentation of subalpine vegetation in the Gunnison Basin grew out of a combination of grazing studies, mining-related environmental assessments, and reclamation research. Early forage work such as the Determination of Annual Forage Production study on Nutras and Chavez Creeks (1954–1955) established baseline methods for quantifying ground cover composition, browse, and the effects of beaver habitat abandonment on montane meadows Determination of Annual Forage Production. In the late 1970s and early 1980s, the proposed molybdenum mine at Mount Emmons triggered some of the most detailed vegetation and wildlife inventories ever produced for the region, including the Vegetation and Wildlife Studies for the Mount Emmons Project (Keammerer & Stoecker, 1980) and its accompanying Vegetation Appendix with herb and shrub layer summaries for Mount Emmons, Alkali Basin, and Antelope Creek Basin Vegetation Appendix Materials.
Parallel efforts focused on how to restore high-elevation lands after disturbance. Technical work by Homestake Mining Company, Western State College, and the Colorado Mined Land Reclamation Board documented hydromulching, revegetation, and overburden management near Gunnison and Marshall Creek 1980 revegetation report, and AMAX-funded studies explored Potential Uses of Abandoned Underground Mines, including underground nursery facilities for high-altitude revegetation stock Potential Uses of Abandoned Underground Mines. Classification efforts culminated in A Classification of the Riparian Vegetation of the Gunnison River Basin (1995), produced with the Colorado Department of Natural Resources and the Environmental Protection Agency, which remains a foundational typology for riparian plant associations adjacent to subalpine forests Riparian Vegetation Classification.
Management actions and stakeholder roles
Forest composition management in the basin involves a layered set of actors. The U.S. Forest Service and the Colorado State Forest Service (CSFS) provide planting stock, reforestation guidance, and soil erosion control recommendations through publications such as Trees for Conservation: A Buyers Guide Trees for Conservation. The Rocky Mountain Biological Laboratory (RMBL) contributes long-term ecological monitoring, including targeted surveys such as the Small Mammal Survey at Acid Fen on Mt. Emmons, which linked habitat composition to vertebrate community structure Small Mammal Survey, Acid Fen. The Agricultural Experiment Station, Western State (now Western Colorado) University, and county and state land boards have historically supported applied research on forage, reclamation, and classification.
Management approaches combine remote sensing with field validation. Imaging spectroscopy products are now being calibrated against stand-level measurements of tree species identity, canopy structure, and understory composition — including common species like Thurber fescue (Festuca thurberi), silvery lupine (Lupinus argenteus), Wood rose (Rosa woodsii), and widespread non-natives such as Kentucky bluegrass (Poa pratensis) and dandelion (Taraxacum officinale). Riparian plant association keys Riparian Vegetation Classification and herb- and shrub-layer inventories from Mount Emmons Vegetation Appendix Materials serve as ground-truth references for spectral classification.
Current challenges and future directions
The most pressing challenges are climate-driven. Warming winters, earlier snowmelt, drought stress, and expanding bark beetle outbreaks are reshaping the relative dominance of aspen versus spruce-fir and lodgepole stands. Recent work at Kebler Pass using terrestrial laser scanning shows that canopy snow interception — a process that can return up to 50 percent of snowfall to the atmosphere via sublimation — differs sharply between deciduous aspen and coniferous species, meaning that shifts in forest composition directly alter watershed water yield (Beutler, 2024). Scaling those findings across the basin depends on accurate spectroscopic maps of which species occupy which slopes.
Future directions include integrating bark beetle disturbance tracking, post-fire regeneration monitoring, and legacy mining-impact assessments into a single compositional framework. Questions about self-thinning trajectories in dense lodgepole stands, root turnover in aspen clones, and expansion of bare ground after disturbance all require repeat spectroscopic surveys paired with plot-based ecology.
Connections to research
Imaging spectroscopy sits at the intersection of RMBL's long traditions in plant ecology, hydrology, and community monitoring. Spectral maps provide spatial context for RMBL's plot-based studies of subalpine meadows, aspen demography, and stream macroinvertebrate communities, while thesis research like Beutler (Beutler, 2024) demonstrates how composition controls the hydrologic function of mountain water towers. As agencies from the Forest Service to Colorado Parks and Wildlife adopt these data, the Gunnison Basin is becoming a testbed for linking hyperspectral forest inventories to decisions about water, wildlife, fire, and mine reclamation.
References
A Classification of the Riparian Vegetation of the Gunnison River Basin, Colorado. →
Beutler, 2024. Forest composition and structural controls on canopy snow interception in a Colorado watershed. →
Determination of Annual Forage Production. →
Homestake/Western State revegetation and hydromulching technical report, 1980. →
Potential Uses of Abandoned Underground Mines. →
Small Mammal Survey, Acid Fen, Mt. Emmons, Gunnison, Colorado. →
Trees for Conservation: A Buyers Guide. →
Vegetation and Wildlife Studies for the Mount Emmons Project. →
Vegetation Appendix Materials for Vegetation and Wildlife Studies for the Mount Emmons Project. →
Species (187) →
Populus tremuloides
Pinus contorta
Picea engelmannii
Artemisia tridentata
Achillea millefolium
Poa pratensis
Abies lasiocarpa
Taraxacum officinale
Phleum pratense
Festuca thurberi
Show 177 more speciess
Carex
Lupinus argenteus
Rosa woodsii
Pascopyrum smithii
Erythronium grandiflorum
Carex geyeri
Lonicera involucrata
Lathyrus lanszwertii var. leucanthus
Polemonium viscosum
Wyethia amplexicaulis
Aquilegia elegantula
Vaccinium myrtillus
Picea pungens
Arnica cordifolia
Symphoricarpos oreophilus
Ribes
Trisetum spicatum
Veratrum californicum var. californicum
Potentilla diversifolia
Thalictrum fendleri
Rudbeckia montana
Pseudotsuga menziesii
Festuca arizonica
Ligusticum porteri
Nuphar polysepala
Prunus virginiana
Deschampsia cespitosa
Achnatherum hymenoides
Mertensia oblongifolia
Poa fendleriana
Pedicularis racemosa
Poa compressa
Paxistima myrsinites
Goodyera oblongifolia
Sambucus racemosa var. microbotrys
Lomatium dissectum
Potentilla rubricaulis
Agropyron scribneri
Silene acaulis
Saxifraga flagellaris
Saxifraga cernua
Minuartia rubella
Minuartia obtusiloba
Selaginella densa
Boechera oxylobula
Arabis crandallii
Achnatherum lettermanii
Achnatherum pinetorum
Rubus parviflorus
Festuca brachyphylla
Geum rossii
Aconitum columbianum
Linum lewisii
Calamagrostis canadensis
Alnus tenuifolia
Pinus ponderosa
Juniperus communis
Amelanchier alnifolia
Antennaria parvifolia
Stipa
Helianthella quinquenervis
Chamerion angustifolium ssp. angustifolium
Populus angustifolia
Marmota flaviventris
Eriogonum umbellatum
Carex aquatilis
Artemisia frigida
Aquilegia coerulea
Trifolium pratense
Pseudocymopterus montanus
Bromus tectorum
Erigeron speciosus
Carex sp.
Zapus princeps
Berberis repens
Castilleja linariifolia
Frasera speciosa
Ranunculus inamoenus
Penstemon strictus
Potentilla gracilis
Galium circaezans var. circaezans
Artemisia cana
Fragaria virginiana ssp. glauca
Antennaria rosea
Erigeron
Carex rossii
Sedum lanceolatum
Noccaea fendleri ssp. glauca
Salix bebbiana
Cynomys gunnisoni
Phenacomys intermedius
Microsorex hoyi
Bromus ciliatus
Polemonium foliosissimum
Salix planifolia
Equisetum arvense
Phleum alpinum
Viola canadensis
Pedicularis groenlandica
Thalictrum alpinum
Acer glabrum
Osmorhiza depauperata
Heracleum sphondylium ssp. montanum
Geranium richardsonii
Conioselinum scopulorum
Caltha leptosepala
Salix brachycarpa
Bromus marginatus
Geum triflorum
Pinus flexilis
Calochortus gunnisonii
Hymenoxys hoopesii
Bromus porteri
Pedicularis grayi
Senecio bigelovii
Viola adunca
Ribes inerme
Sambucus racemosa
Elymus trachycaulus
Senecio
Sialia currucoides
Pinus edulis
Chamerion angustifolium
Hordeum jubatum
Juniperus scopulorum
Carex utriculata
Pinus aristata
rose
Mimulus guttatus
Trifolium hybridum
Juniperus virginiana
Festuca idahoensis
Stipa comata
Stipa columbiana
Sitanion hystrix
Populus balsamifera
Iris missouriensis
Caragana arborescens
Acer negundo
Lagopus leucura
Erysimum capitatum
Eleocharis palustris
Salix boothii
Salix geyeriana
Wyethia arizonica
Thlaspi
Elymus trachycaulus ssp. subsecundus
Zonotrichia leucophrys
Chrysothamnus viscidiflorus
Senecio integerrimus
Muhlenbergia tricholepis
Claytonia lanceolata
Potentilla hippiana
Rhus aromatica
Bromus
Tetradymia canescens
Cirsium sp.
Opuntia polyacantha
Elaeagnus angustifolia
Yucca glauca
Phlox longifolia
Muhlenbergia richardsonis
Spinus pinus
Ranunculus
Betula occidentalis
Dasiphora fruticosa
Senecio crassulus
Box Elder
Bromus carinatus
Solidago
Lonicera tatarica
Syringa vulgaris
Spermophilus lateralis
Myodes gapperi
Pooecetes gramineus
Raphanus sativus
Leymus cinereus
Concept (12) →
imaging spectroscopy
High fidelity remote sensing data collection using hyperspectral sensors to capture contiguous spectral bands for vegetation and surface characterizat...
forest composition
utility value
macroinvertebrate community composition
The species assemblage and relative abundances of aquatic invertebrates in a habitat, used as indicators of ecosystem condition and habitat quality
frequency
sampling effort
root turnover
abandoned underground mines
beaver meadows
bark beetle disturbance
Tree mortality and ecosystem disruption caused by bark beetle infestation, resulting in pulsed release of conifer needles and altered biogeochemical c...
Show 2 more concepts
Place (12) →
Kebler Pass
Carbon Peak
Alkali Basin
Flat Top Mountain
Red Lady Basin
Mount Emmons Project
Anthracite Creek
Cabin Creek Basin
Antelope Creek Basin
Keystone Bog
Show 2 more places
Stakeholder (1)
Agricultural Experiment Station
Document (8) →
Vegetation and Wildlife Studies for the Mount Emmons Project
Warren R. Keammerer, Robert E. Stoecker.?Stoecker-Keammerer & Associates Ecological Consultants. March 1980.
Vegetation Appendix Materials for Vegetation and Wildlife Studies for the Mount Emmons Project
Stoecker-Keammerer and Associates Ecological Consultants. 1980.
1980
Western State College of Colorado. 1979/1980.
A Classification of the Riparian Vegetation of the Gunnison River Basin, Colorado
Prepared by: Gwen Kittel, Rene Rondeau and Steve Kettler
Potential Uses of Abandoned Underground Mines
Dr. Hugo A. Ferchau. 1985
Trees for Conservation: A Buyers Guide
Colorado State Forest Service
Determination of Annual Forage Production
Don J. Neff. 1956.
Small Mammal Survey, Acid Fen, Mt. Emmons Gunnison, Colorado
Judith M. Daniels, Dr. Scottie Willey. Rocky Mountain Biological Laboratory. 1999.
