Glacier recession is a globally occurring trend. Although a rich body of work has documented glacial response to climate warming, few studies have assessed vegetation cover change in recently deglaciated areas, especially using geospatial technologies. Here, vegetation change at two glacier forefronts in Glacier National Park, Montana, U.S.A. was quantified through remote sensing analysis, fieldwork validation, and statistical modeling. Specifically, we assessed the spatial and temporal patterns of landcover change at the two glacier forefronts in Glacier National Park and determined the role of selected biophysical terrain factors (elevation, slope, aspect, solar radiation, flow accumulation, topographic wetness index, and surficial geology) on vegetation change (from non-vegetated to vegetated cover) at the deglaciated areas. Landsat imagery of the study locations in 1991, 2003, and 2015 were classified and validated using visual interpretation. Model results revealed geographic differences in biophysical correlates of vegetation change between the study areas, suggesting that terrain variation is a key factor affecting spatial-temporal patterns of vegetation change. At Jackson Glacier forefront, increases in vegetation over some portion or all of the study period were negatively associated with elevation, slope angle, and consolidated bedrock. At Grinnell Glacier forefront, increases in vegetation associated negatively with elevation and positively with solar radiation. Integrated geospatial and field approaches to the study of vegetation change in recently deglaciated terrain are recommended to understand and monitor processes and patterns of ongoing habitat change in rapidly changing mountain environments.
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Almeida JP, Montúfar R, Anthelme F (2013) Patterns and origin of intraspecific functional variability in a tropical alpine species along an altitudinal gradient. Plant Ecology Drivers 6: 423–433. https://doi.org/10.1080/17550874.2012.702137
Augustin NH, Cummins RP, French DD (2001) Exploring spatial vegetation dynamics using logistic regression and a multinomial logit model. Journal of Applied Ecology 38(5): 991–1006. https://doi.org/10.1046/j.1365-2664.2001.00653.x
Barry, RG (2008) Mountain weather and climate. Cambridge: Cambridge University Press.
Birkeland PW, Shroba RR, Burns SF, et al. (2003) Integrating soils and geomorphology in mountains—an example from the Front Range of Colorado. Geomorphology 55(1–4): 329–344. https://doi.org/10.1016/S0169-555X(03)00148-X
Bolker BM, Brooks ME. Clark CJ, et al. (2009) Generalized linear mixed models: A practical guide for ecology and evolution. Trends in Ecology & Evolution 24(3): 127–135. https://doi.org/10.1016/j.tree.2008.10.008
Bonan, GB (2008) Forests and climate change; forcings, feedbacks, and the climate benefits of forests. Science 320(5882): 1444–1449. https://doi.org/10.1126/science.1155121
Bueno de Mesquita CP, Tillmann LS, Bernard CD, et al. (2018) Topographic heterogeneity explains patterns of vegetation response to climate change (1972–2008) across a mountain landscape, Niwot Ridge, Colorado. Arctic, Antarctic, and Alpine Research 50(1): 1–16. https://doi.org/10.1080/15230430.2018.1504492
Burga CA (1999) Vegetation development on the glacier forefield Morteratsch (Switzerland). Applied Vegetation Science 2(1): 17–24. https://doi.org/10.2307/1478877
Butler DR, Malanson GP, Bekker MF, et al. (2003) Lithologic, structural, and geomorphic controls on ribbon forest patterns in a glaciated mountain environment. Geomorphology 55(1–4): 203–217. https://doi.org/10.1016/S0169-555X(03)00140-5
Campbell JB, Resler LM (2015) Geomorphological Studies from Remote Sensing. In Prasad Thenkabail (Ed.), Remote Sensing of Water Resources, Disasters, and Urban Studies, 313. (vol. 2). London: Taylor and Francis.
Carrara PE (1987) Holocene and latest Pleistocene glacial chronology, Glacier National Park, Montana. Canadian Journal of Earth Sciences 24(3): 387–395. https://doi.org/10.1139/e87-041
Carrara PE (1990) Surficial geologic map of Glacier National Park, Montana. United States Geological Survey, Report No. 1508D. https://doi.org/10.3133/i1508D
Carrara PE, McGimsey RG (1981) The late-neoglacial histories of the Agassiz and Jackson Glaciers, Glacier National Park, Montana. Arctic and Alpine Research, 13(2): 183–196. https://doi.org/10.2307/1551194
Carrara PE, McGimsey RG (1988) Map showing distribution of moraines and extent of glaciers from the mid-19th century to 1979 in the Mount Jackson area, Glacier National Park, Montana. United States Geological Survey, Map I-1508-C. https://doi.org/10.3133/i1508C
Chapin DM, Bliss LC (1989) Seedling growth, physiology, and survivorship in a subalpine, volcanic environment. Ecology 70(5): 1325–1334. https://doi.org/10.2307/1938192
Chapin FS, Walker LR, Fastie CL, et al. (1994) Mechanisms of primary succession following deglaciation at Glacier Bay, Alaska. Ecological Monographs 64(2): 149–175. https://doi.org/10.2307/2937039
Cooper WS (1923) The recent ecological history of Glacier Bay, Alaska: The present vegetation cycle. Ecology 4(3): 223–246. https://doi.org/10.2307/1929047
Corenblit D, Baas AC, Bornette W, et al. (2011) Feedbacks between geomorphology and biota controlling Earth surface processes and landforms: a review of foundation concepts and current understandings. Earth-Science Reviews 106(3–4): 307–331. https://doi.org/10.1016/j.earscirev.2011.03.002
Cuesta F, Llambí LD, Huggel C, et al. (2019) New land in the Neotropics: a review of biotic community, ecosystem, and landscape transformations in the face of climate and glacier change. Regional Environmental Change 1–20. https://doi.org/10.1007/s10113-019-01499-3
D’Amico ME, Freppaz M, Filippa G, et al. (2014) Vegetation influence on soil formation rate in a proglacial chronosequence (Lys Glacier, NW Italian Alps). Catena 113: 122–137. https://doi.org/10.1016/jxatena.2013.10.001
Dean CB, Ugarte MD, Militino AF, (2004). Penalized quasi-likelihood with spatially correlated data. Computational Statistics & Data Analysis 45(2): 235–248. https://doi.org/10.1016/S0167-9473(02)00324-9
Diniz-Filho JAF, Bini LM, Hawkins BA (2003) Spatial autocorrelation and red herrings in geographical ecology. Global Ecology and Biogeography 12(1): 53–64. https://doi.org/10.1046/j.1466-822X.2003.00322.x
Dixon JC, Thorn CE (2005) Chemical weathering and landscape development in mid-latitude alpine environments. Geomorphology 67(1–2): 127–145. https://doi.org/10.1016/j.geomorph.2004.07.009
Dormann CF, McPherson JM, Araújo MB et al. (2007) Methods to account for spatial autocorrelation in the analysis of species distributional data: a review. Ecography 30(5): 609–628. https://doi.org/10.1111/j.2007.0906-7590.05171.x
Dyurgerov MB, Meier M F (2000) Twentieth century climate change: evidence from small glaciers. Proceedings of the National Academy of Sciences 97(4): 1406–1411. https://doi.org/10.1073/pnas.97.4.1406
Eichel J, Corenbilt D, Dikau, R (2013) Conditions for feedbacks between geomorphic and vegetation dynamics on lateral moraine slopes: a biogeomorphic feedback window. Earth Surface Processes and Landforms 41(3): 406–419. https://doi.org/10.1002/esp.3859
Erschbamer B, Niederfriniger Schlag R, Winkler E (2008) Colonization processes on a central alpine glacier foreland. Journal of Vegetation Science 19(6): 855–862. https://doi.org/10.3170/2008-8-18464
Fagre DB, McKeon LA, Dick KA, et al. (2017) Glacier margin time series (1966, 1998, 2005, 2015) of the named glaciers of Glacier National Park, MT, USA. U.S. Geological Survey data release. https://doi.org/10.5066/F7P26WB1
Fastie CL (1995) Causes and ecosystem consequences of multiple pathways of primary succession at Glacier Bay, Alaska. Ecology 76(6): 1899–1916. https://doi.org/10.2307/1940722
Fenton CL, Fenton MA (1937) Belt series of the north: stratigraphy, sedimentation, paleontology. GSA Bulletin 48(12): 1873–1970. https://doi.org/10.1130/GSAB-48-1873
Fischer A, Fickert T, Schwaizer G. et al. (2019). Vegetation dynamics in alpine glacier forelands tackled from space. Scientific Reports 9(1): 1–13. doi: https://doi.org/10.1038/s41598-019-50273-2
Foley JA, DeFries R., Asner GP, et al. (2005) Global consequences of land use. Science 309(5734): 570–574. DOI: https://doi.org/10.1126/science.1111772
Folland CK, Karl TR, Salinger JM (2002). Observed climate variability and change. Weather 57(8): 269–278.
Giesler R, Högberg M, Högberg P. (1998) Soil chemistry and plants in Fennoscandian boreal forest as exemplified by a local gradient. Ecological Society of America 79(1): 119–137.
Goff P, Butler DR (2016). James Dyson (1948) Shrinkage of Sperry and Grinnell Glaciers, Glacier National Park, Montana. Geographical Review 38(1): 95–103. Progress in Physical Geography 40(4): 616–621. https://doi.org/10.1177/0309133316652820
Graae BJ, Vandvik V, Armbruster, et al. (2018) Stay or go—how topographic complexity influences alpine plant population and community responses to climate change. Perspectives in Plant Ecology, Evolution and Systematics 30: 41–50. https://doi.org/10.1016/j.ppees.2017.09.008
Hall MHP, Fagre DB (2003) Modeled climate-induced glacier change in Glacier National Park, 1850–2100 BioScience 53(2): 131–140. https://doi.org/10.1641/0006-3568(2003)053[0131:MCIGCI]2.0.CO;2
Houle G (1997) Interactions between resources and abiotic conditions control plant performance on subarctic coastal dunes. American Journal of Botany 84(12): 1729–1737. https://doi.org/10.2307/2446472
Jenny H (1980) The Soil Resource: Origins and Behavior. New York, NY: Springer-Verlag.
Johnson A (1980) Grinnell and Sperry Glaciers, Glacier National Park, Montana: A record of vanishing ice. United States Geological Survey Professional Paper no. 1180. U.S. Government Printing Office. https://doi.org/10.3133/pp1180
Jumpponen A, Väre H, Mattson KG, et al. (1999) Characterization of ‘safe sites’ for pioneers in primary succession on recently deglaciated terrain. Journal of Ecology 87(1): 98–105. https://doi.org/10.1046/j.1365-2745.1999.00328.x
Key, CH, Fagre DB, Menicke RK (2002) Glacier retreat in Glacier National Park, Montana. In RM Krimmel, Satellite Image Atlas of Glaciers of the World, US Geological Survey. Professional Paper, J365–J375.
Klaar MJ, Kidd C, Malone E, et al. (2015) Vegetation succession in deglaciated landscapes: Implications for sediment and landscape stability. Earth Surface Processes and Landforms 40(8): 1088–1100. https://doi.org/10.1002/esp.3691
Lichstein JW, Simons TR, Shriner SA, et al. (2002) Spatial autocorrelation and autoregressive models in ecology. Ecological Monographs 72(3): 445–463. https://doi.org/10.1890/0012-9615(2002)072[0445:SAAAMI]2.0.CO;2
Lindkvist L, Lindqvist S (1997) Spatial and temporal variability of nocturnal summer frost in elevated complex terrain. Agricultural and Forest Meteorology 87(2–3): 139–153. https://doi.org/10.1016/S0168-1923(97)00021-X
Liu Z, Chen R, Song Y, et al. (2015) Distribution and estimation of aboveground biomass of alpine shrubs along an altitudinal gradient in a small watershed of the Qilian Mountains, China. Journal of Mountain Science 12(4): 961–971. https://doi.org/10.1007/s11629-013-2854-7
Marcante S, Sierra-Almeida A, Spindelböck JP, et al. (2012) Frost as a limiting factor for recruitment and establishment of early development stages in an alpine glacier foreland? Journal of Vegetation Science 23(5): 858–868. https://doi.org/10.1111/j.1654-1103.2012.01411.x
Matthes FE (1940). Committee on glaciers, 1939–40. Eos, Transactions American Geophysical Union 21(2): 396–406.
Matthews JA (1992) The ecology of recently deglaciated terrain: A geoecological approach to glacier forelands and primary succession. Cambridge, UK: Cambridge University Press.
Messer AC (1984) A geographical investigation of soil development on glacier forelands in South-Central Norway. PhD thesis, University College, Cardiff.
Mizuno K (1998) Succession processes of alpine vegetation in response to glacial fluctuations of Tyndall Glacier, Mt. Kenya, Kenya. Arctic and Alpine Research 30(4): 340–348. https://doi.org/10.1080/00040851.1998.12002909
Myers-Smith IH, Hik DS, Forbes, et al. (2011) Shrub expansion in tundra ecosystems: dynamics, impacts and research priorities. Environmental Research Letters 6(4): 1–15. https://doi.org/10.1088/1748-9326/6/4/045509
National Snow and Ice Data Center. (2019). Facts about glaciers. www.nsidc.org/. (Accessed 22 May 2019).
Oerlemans J (2005). Extracting a climate signal from 169 glacier records. Science 308(5722): 675–677. https://doi.org/10.1126/science.1107046
Oerlemans J, Kolk EJ (2002) Energy balance of a glacier surface: analysis of automatic weather station data from Morteratschgletscher, Switzerland. Arctic, Antarctic, and Alpine Research 34(4): 477–485. https://doi.org/10.1080/15230430.2002.12003519
Oregon State University (2004) PRISM Climate Group (created 4 Feb 2004). Retrieved from http://prism.oregonstate.edu, accessed on October 1, 2019.
Parmesan C (2006) Ecological and evolutionary responses to recent climate change. Annual Review of Ecology, Evolution, and Systematics 37(1): 637–669. https://doi.org/10.1146/annurev.ecolsys.37.091305.110100
Pauchard A, Kueffer C, Dietz H, et al. (2009) Ain’t no mountain high enough: Plant invasions reaching new elevations. Frontiers in Ecology and the Environment 7(9): 479–486. https://doi.org/10.1890/080072
Pederson GT, Graumlich LJ, Fagre DB et al. (2010) A century of climate and ecosystem change in Western Montana: what do temperature trends portend?. Climatic Change 98(1–2): 133–154. https://doi.org/10.1007/s10584-009-9642-y
Pederson GT, Gray ST, Woodhouse CA et al. (2011) The unusual nature of recent snowpack declines in the North American Cordillera. Science 333(6040): 332–335. https://doi.org/10.1126/science.1201570
Peterson DL (1998) Climate, limiting factors and environmental change in high-altitude forests of Western North America. In M. Beniston & J. L. Innes (Eds.), The Impacts of Climate Variability on Forests (pp. 191–208). Berlin, Heidelberg: Springer Berlin Heidelberg. https://doi.org/10.1007/BFb0009773
Pickett STA, Cadenasso ML, Meiners SJ (2009) Ever since Clements: From succession to vegetation dynamics and understanding to intervention. Applied Vegetation Science 12(1): 9–21. https://doi.org/10.1111/j.1654-109X.2009.01019.x
Radula MW, Szymura TH, Szymura M (2018) Topographic wetness index explains soil moisture better than bioindication with Ellenberg’s indicator values. Ecological Indicators 85: 172–179. https://doi.org/10.1016/j.ecolind.2017.10.011
Raffl C, Mallaun M, Mayer R, et al. (2006). Vegetation succession pattern and diversity changes in a glacier valley, Central Alps, Austria. Arctic, Antarctic, and Alpine Research 38(3): 421–428. https://doi.org/10.1657/1523-0430(2006)38[421:VSPADC]2.0.CO;2
Resler LM, Butler DR, Malanson GP (2005) Topographic shelter and conifer establishment and mortality in an alpine environment, Glacier National Park, Montana. Physical Geography 26(2): 112–125. https://doi.org/10.2747/0272-3618.104.22.168
Resler LM, Shao Y, Tomback D, Malanson GP (2014) Predicting functional role and occurrence of Whitebark Pine (Pinus albicaulis) at alpine treelines: Model accuracy and variable importance. Annals of the Association of American Geographers 104(4): 703–722. https://doi.org/10.1080/00045608.2014.910072
Richards JA, Jia X (1999) Image classification methodologies. In J. A. Richards & X. Jia (Eds.), Remote Sensing Digital Image Analysis: An Introduction (259-291). Berlin, Heidelberg: Springer Berlin Heidelberg.
Ripley B, Venables B, Bates DM, et al. (2013) Package ‘mass’. CRAN Repos. Httpcran R-Proj. OrgwebpackagesMASSMASS pdf.
Robbins JA, Matthews JA (2010) Regional variation in successional trajectories and rates of vegetation change on glacier forelands in South-Central Norway. Arctic, Antarctic, and Alpine Research 42(3): 351–361. https://doi.org/10.1657/1938-4246-42.3.351
Selkowitz DJ, Fagre DB, Reardon BA (2002). Interannual variations in snowpack in the Crown of the Continent Ecosystem. Hydrological Processes 16(18): 3651–3665. https://doi.org/10.1002/hyp.1234
Serra P, Pons X, Saurí D (2008). Land-cover and land-use change in a Mediterranean landscape: A spatial analysis of driving forces integrating biophysical and human factors. Applied Geography 28(3): 189–209. https://doi.org/10.1016/j.apgeog.2008.02.001
Smith-Mckenna EK, Resler LM, Tomback DF, et al. (2013) Topographic influences on the distribution of white pine blister rust in Pinus albicaulis treeline communities. Écoscience 20(3): 215–229. https://doi.org/10.2980/20-3-3599
Sørensen R, Zinko U, Seibert J (2006) On the calculation of the topographic wetness index: Evaluation of different methods based on field observations. Hydrology and Earth System Sciences 10(1): 101–112.
Stueve KM, Isaacs RE, Tyrrell LE, et al. (2011) Spatial variability of biotic and abiotic tree establishment constraints across a treeline ecotone in the Alaska Range. Ecology 92(2): 496–506. https://doi.org/10.1890/09-1725.1
Suárez E. Orndahl K, Goodwin K (2015) Lava flows and moraines as corridors for early plant colonization of glacier forefronts on tropical volcanoes. Biotropica 47(6): 645–649. https://doi.org/10.1111/btp.12260
Svoboda J, Hengry GHR (1987) Succession in marginal arctic environments. Arctic and Alpine Research 19(4): 373–384. https://doi.org/10.1080/00040851.1987.12002618
Thuiller W, Albert C, Araújo MB, et al. (2008) Predicting global change impacts on plant species’ distributions: Future challenges. Perspectives in Plant Ecology, Evolution and Systematics 9(3–4): 137–152. https://doi.org/10.1016/j.ppees.2007.09.004
Tilman D (1988) Plant strategies and the dynamics and structure of plant communities. Princeton, NJ: Princeton University Press.
Venables WN, Ripley BD (2002) Modern applied statistics with S. New York, NY: Springer.
Walker LR, del Moral R (2011) Primary succession. eLS, 1–8. https://doi.org/10.1002/9780470015902.a0003181.pub2
Wang H, Shao Y, Kennedy LM (2014) Temporal generalization of sub-pixel vegetation mapping with multiple machine learning and atmospheric correction algorithms. International Journal of Remote Sensing 35(20): 7118–7135. https://doi.org/10.1080/01431161.2014.965288
Whipple JW (1992) Geologic map of Glacier National Park, Montana. United States Geological Survey, Report No. 1508F. https://doi.org/10.3133/i1508F
Wookey PA, Aerts R, Bardgett RD (2009) Ecosystem feedbacks and cascade processes: understanding their role in the responses of Arctic and alpine ecosystems to environmental change. Global Change Biology 15(5): 1153–1172. https://doi.org/10.1111/j.1365-2486.2008.01801.x
Young KR, Ponette-González AG, Polk MH et al. (2017). Snowlines and treelines in the tropical Andes. Annals of the American Association of Geographers 107(2): 429–440. https://doi.org/10.1080/24694452.2016.1235479
Yuan X, Wang W, Cui J, et al. (2017) Vegetation changes and land surface feedbacks drive shifts in local temperatures over Central Asia. Scientific Reports 7: 1–8. DOI:https://doi.org/10.1038/s41598-017-03432-2
Zemp M, Haeberli W, Hoelzle M, et al. (2006). Alpine glaciers to disappear within decades?. Geophysical Research Letters 33(13): L13504. https://doi.org/10.1029/2006GL026319
Zimmer A, Meneses RI, Rabatel A (2018) Time lag between glacial retreat and upward migration alters tropical alpine communities. Perspectives in Plant Ecology, Evolution and Systematics 30: 89–102. https://doi.org/10.1016/j.ppees.2017.05.003
Zinko U, Seibert J, Dynesius M, et al. (2005) Plant species numbers predicted by a topography-based groundwater flow index. Ecosystems 8(4): 430–441. https://doi.org/10.1007/PL00021513
The authors would like to thank Tara Carolin, Director of the Crown of the Continent LearningCenter Glacier National Park for providing logistical support and permitting, and Richard Menicke of National Park service for providing GIS data on moraines and ice boundaries. Stewart Scales and Peter Forister produced maps for Figure 1. Financial support was provided by the Virginia Tech, Department of Geography, Sidman P. Poole Endowment.
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Lambert, C.B., Resler, L.M., Shao, Y. et al. Vegetation change as related to terrain factors at two glacier forefronts, Glacier National Park, Montana, U.S.A.. J. Mt. Sci. 17, 1–15 (2020). https://doi.org/10.1007/s11629-019-5603-8
- Land cover change
- Physical geography
- Glacial forefronts
- Vegetation change
- Glacier National Park
- Terrain factors