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Trends in NDVI and Tundra Community Composition in the Arctic of NE Alaska Between 1984 and 2009

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Abstract

As Arctic ecosystems experience increases in surface air temperatures, plot-level analyses of tundra vegetation composition suggest that there are important changes occurring in tundra communities that are typified by increases in shrubs and declines in non-vascular species. At the same time analyses of NDVI indicate that the Arctic tundra is greening. Few studies have combined plot-level trends in species composition and cover with remote sensing measurements to understand the linkages between tundra vegetation dynamics and NDVI over time. This study reports on trends in species composition for field plots in the Arctic National Wildlife Refuge in NE Alaska from 1984 to 2009 and links these trends to the trends in NDVI at fine and coarse scales. Over this time frame there were few changes in plant community composition. None of the five tundra types that were measured had increases in total vegetative cover, and deciduous shrub cover did not show the large increases reported elsewhere. Surface-(plot) measured NDVI was positively correlated to deciduous and evergreen shrub composition suggesting that these functional groups had a strong influence on NDVI values. Modeled values of NDVI, derived from measures of deciduous and evergreen shrub composition over time, decreased slightly for tussock tundra but did not change for other tundra types. This result suggests that surface NDVI did not change over time on these tundra types. Fine-scale (30-m pixels) Landsat NDVI also did not show any changes for the pixels located at the permanent plots (1992–2009). However, coarse-scale (8-km pixels) AVHRR NDVI across the study area did increase (1988–2007). Furthermore, aggregate values of Landsat pixels matching the same area as AVHRR pixels also did not show significant changes over time. Although Landsat NDVI was consistent with surface-measured NDVI, AVHRR NDVI was not. AVHRR NDVI values showed increases that were in neither the field nor Landsat data. This result suggests that AVHRR may be demonstrating increasing trends in NDVI that are not occurring on the ground in some Arctic tundra ecosystems. These results highlight the need to combine remote sensing with on-the-ground measurements of plant community composition and NDVI in the analysis of the responses of Arctic tundra ecosystems to climate change.

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References

  • Anisimov OA, Vaughan DG, Callaghan TV, Furgal C, Marchant H, Prowse TD et al. 2007. Polar regions (Arctic and Antarctic). Clim Change 15:653–85.

    Google Scholar 

  • Arft AM, Walker MD, Gurevitch JEA, Alatalo JM, Bret-Harte MS, Dale M et al. 1999. Responses of tundra plants to experimental warming: meta-analysis of the international tundra experiment. Ecol Monogr 69(4):491–511.

    Google Scholar 

  • Beck PSA, Goetz SJ. 2011. Satellite observations of high northern latitude vegetation productivity changes between 1982 and 2008: ecological variability and regional differences. Environ Res Lett 6:1–10.

    Article  Google Scholar 

  • Bhatt US, Walker DA, Raynolds MK, Comiso JC, Epstein HE, Jia G et al. 2010. Circumpolar Arctic tundra vegetation change is linked to sea ice decline. Earth Interact 14(8):1–20.

    Article  Google Scholar 

  • Blok D, Schaepman-Strub G, Bartholomeus H, Heijmans MM, Maximov TC, Berendse F. 2011a. The response of Arctic vegetation to the summer climate: relation between shrub cover, NDVI, surface albedo and temperature. Environ Res Lett 6(3):035502.

    Article  Google Scholar 

  • Blok D, Sass-Klaassen U, Schaepman-Strub G, Heijmans MMPD, Sauren P, Berendse F. 2011b. What are the main climate drivers for shrub growth in Northeastern Siberian tundra? Biogeosciences Discuss 8(1):771–99.

    Article  Google Scholar 

  • Cahoon SM, Sullivan PF, Post E, Welker JM. 2012. Large herbivores limit CO2 uptake and suppress carbon cycle responses to warming in West Greenland. Glob Change Biol 18(2):469–79.

    Article  Google Scholar 

  • Chander G, Markham BL, Helder DL. 2009. Summary of current radiometric calibration coefficients for Landsat MSS, TM, ETM+, and EO-1 ALI sensors. Remote Sens Environ 113(5):893–903.

    Article  Google Scholar 

  • Chapin FSIII, Shaver GR, Giblin AE, Nadelhoffer KJ, Laundre JA. 1995. Responses of arctic tundra to experimental and observed changes in climate. Ecology 76(3):694–711.

    Article  Google Scholar 

  • Chen X, Vierling L, Deering D. 2005. A simple and effective radiometric correction method to improve landscape change detection across sensors and across time. Remote Sens Environ 98(1):63–79.

    Article  Google Scholar 

  • Elmendorf SC et al. 2012a. Plot-scale evidence of tundra vegetation change and links to recent summer warming. Nat Clim Change 3:453–7.

    Article  Google Scholar 

  • Elmendorf SC et al. 2012b. Global assessment of experimental climate warming on tundra vegetation: heterogeneity over space and time. Ecol Lett 15:164–75.

    Article  PubMed  Google Scholar 

  • Epstein HE, Beringer J, Gould WA, Lloyd AH, Thompson CD, Chapin FS et al. 2004. The nature of spatial transitions in the Arctic. J Biogeogr 31:1917–33.

    Article  Google Scholar 

  • Fraser RH, Olthof I, Carrière M, Deschamps A, Pouliot D. 2011. Detecting long-term changes to vegetation in northern Canada using the Landsat satellite image archive. Environ Res Lett 6(4):045502.

    Article  Google Scholar 

  • Forbes BC, Fauria M, Zetterberg P. 2010. Russian Arctic warming and ‘greening’ are closely tracked by tundra shrub willows. Glob Change Biol 16(5):1542–54.

    Article  Google Scholar 

  • Forkel M, Carvalhais N, Verbesselt J, Mahecha MD, Neigh CS, Reichstein M. 2013. Trend change detection in NDVI time series: effects of inter-annual variability and methodology. Remote Sens 5:2113–44.

    Article  Google Scholar 

  • Gamon JA, Huemmrich KF, Stone RS, Tweedie CE. 2013. Spatial and temporal variation in primary productivity (NDVI) of coastal Alaskan tundra: decreased vegetation growth following earlier snowmelt. Remote Sens Environ 129:144–53.

    Article  Google Scholar 

  • Goetz SJ, Bunn AG, Fiske GJ, Houghton RA. 2005. Satellite-observed photosynthetic trends across boreal North America associated with climate and fire disturbance. Proc Nat Acad Sci USA 102(38):13521–5.

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Gough L, Wookey PA, Shaver GR. 2002. Dry heath arctic tundra responses to long-term nutrient and light manipulation. Arct Antarct Alp Res 34:211–18.

    Article  Google Scholar 

  • Guay KC, Beck PSA, Berner LT, Goetz SJ, Baccini A, Buermann W. 2014. Vegetation productivity patterns at high northern latitudes: a multi-sensor satellite data assessment. Glob Change Biol. doi:10.1111/gcb.12647.

    Google Scholar 

  • Hobbie SE, Chapin FSIII. 1998. The response of tundra plant biomass, aboveground production, nitrogen, and CO2 flux to experimental warming. Ecology 79(5):1526–44.

    Google Scholar 

  • Hollister RD, Webber PJ, Tweedie CE. 2005. The response of Alaskan arctic tundra to experimental warming: differences between short-and long-term responses. Glob Change Biol 11(4):525–36.

    Article  Google Scholar 

  • Hope AS, Kimball JS, Stow DA. 1993. The relationship between tussock tundra spectral reflectance properties and biomass and vegetation composition. Int J Remote Sens 14(10):1861–74.

    Article  Google Scholar 

  • Jia GJ, Epstein HE, Walker DA. 2003. Greening of arctic Alaska, 1981–2001. Geophys Res Lett 30(20):2067.

    Article  Google Scholar 

  • Jia GJ, Epstein HE, Walker DA. 2004. Controls over intra-seasonal dynamics of AVHRR NDVI for the Arctic tundra in northern Alaska. Int J Remote Sens 25(9):1547–64.

    Article  Google Scholar 

  • Jiang Z, Huete AR, Chen J, Chen Y, Li J, Yan G, Zhang X. 2006. Analysis of NDVI and scaled difference vegetation index retrievals of vegetation fraction. Remote Sens Environ 101(3):366–78.

    Article  Google Scholar 

  • Jorgenson MT, Shur YL, Pullman ER. 2006. Abrupt increase in permafrost degradation in Arctic Alaska. Geophys Res Lett 33(2):L02503.

    Article  Google Scholar 

  • Jorgenson JC, Hoef JMV, Jorgenson MT. 2010. Long-term recovery patterns of arctic tundra after winter seismic exploration. Ecol Appl 20(1):205–21.

    Article  PubMed  Google Scholar 

  • Kattsov VM, Källén E, Cattle HP, Christensen J, Drange H, Hanssen-Bauer I et al. 2005. Future climate change: modeling and scenarios for the Arctic. In: Symon C, Arris L, Heal B, Eds. Arctic climate impact assessment. Cambridge: Cambridge University Press. p 99–150.

    Google Scholar 

  • Kent M, Coker P. 1992. Vegetation description and analysis: a practical approach. London: Belhaven Press. p 363.

    Google Scholar 

  • Laidler GJ, Treitz PM, Atkinson DM. 2008. Remote sensing of Arctic vegetation: relations between the NDVI, spatial resolution and vegetation cover on Boothia Peninsula, Nunavut. Arctic 61:1–13.

    Google Scholar 

  • Lang SI, Cornelissen JH, Shaver GR, Ahrens M, Callaghan TV, Molau U et al. 2012. Arctic warming on two continents has consistent negative effects on lichen diversity and mixed effects on bryophyte diversity. Glob Change Biol 18(3):1096–107.

    Article  Google Scholar 

  • Macander MJ, Raynolds MK, Frost GV, Winterstein MA. 2012. Assessment of Snow Regime Patterns and Vegetation Greenness Trends in Northern Alaska using Landsat Time-Series Data, 1985–2011. American Geophysical Union 2012 Annual Meeting. Poster ID GC21A-0941.

  • McBean G. 2005. Arctic climate: past and present. In: Symon C, Arris L, Heal B, Eds. Arctic climate impact assessment. Cambridge: Cambridge University Press. p 21.

    Google Scholar 

  • McGuire AD, Anderson LG, Christensen TR, Dallimore S, Guo LD, Hayes DJ et al. 2009. Sensitivity of the carbon cycle in the Arctic to climate change. Ecol Monogr 79:523–55.

    Article  Google Scholar 

  • McManus KM, Morton DC, Masek JG, Wang D, Sexton JO, Nagol JR, Ropars P, Boudreau S. 2012. Satellite-based evidence for shrub and graminoid tundra expansion in northern Quebec from 1986 to 2010. Glob Change Biol 18:2313–23.

    Article  Google Scholar 

  • Myers-Smith IH, Forbes BC, Wilmking M, Hallinger M, Lantz T, Blok D et al. 2011. Shrub expansion in tundra ecosystems: dynamics, impacts and research priorities. Environ Res Lett 6(4):045509.

    Article  Google Scholar 

  • Myneni RB, Keeling CD, Tucker CJ, Asrar G, Nemani RR. 1997. Increased plant growth in the northern high latitudes from 1981 to 1991. Nature 386:698–702.

    Article  CAS  Google Scholar 

  • Pinzon J, Brown ME, Tucker CJ. 2005. Satellite time series correction of orbital drift artifacts using empirical mode decomposition. In: Huang N, Ed. Hilbert-Huang transform: introduction and applications. Singapore: World Scientific. p 167–86.

    Chapter  Google Scholar 

  • Pouliot D, Latifovic R, Olthof I. 2009. Trends in vegetation NDVI from 1 km AVHRR data over Canada for the period 1985–2006. Int J Remote Sens 30:149–68.

    Article  Google Scholar 

  • Post E, Forchhammer MC, Bret-Harte MS, Callaghan TV, Christensen TR, Elberling B et al. 2009. Ecological dynamics across the Arctic associated with recent climate change. Science 325:1355–8.

    Article  CAS  PubMed  Google Scholar 

  • Raynolds MK, Comiso JC, Walker DA, Verbyla D. 2008. Relationship between satellite-derived land surface temperatures, arctic vegetation types, and NDVI. Remote Sens Environ 112(4):1884–94.

    Article  Google Scholar 

  • Raynolds MK, Walker DA, Verbyla D, Munger CA. 2013. Patterns of change within a tundra landscape: 22-year Landsat NDVI trends in an area of the northern foothills of the Brooks Range, Alaska. Arct Antarct Alp Res 45(2):249–60.

    Article  Google Scholar 

  • Riedel SM, Epstein HE, Walker DA. 2005. Biotic controls over spectral reflectance of arctic tundra vegetation. Int J Remote Sens 26:2391–405.

    Article  Google Scholar 

  • Sturm M, Holmgren J, McFadden JP, Liston GE, Chapin FSIII, Racine CH. 2001. Snow-shrub interactions in Arctic tundra: a hypothesis with climatic implications. J Clim 14(3):336–44.

    Article  Google Scholar 

  • Tape KD, Hallinger M, Welker JM, Ruess RW. 2012. Landscape heterogeneity of shrub expansion in arctic Alaska. Ecosystems 15(5):711–24.

    Article  CAS  Google Scholar 

  • Tape KD, Sturm M, Racine C. 2006. The evidence for shrub expansion in northern Alaska and the Pan-Arctic. Glob Change Biol 12(4):686–702.

    Article  Google Scholar 

  • Tape KD, Verbyla D, Welker JM. 2011. Twentieth century erosion in Arctic Alaska foothills: the influence of shrubs, runoff, and permafrost. J Geophys Res 116(G4):G04024.

    Google Scholar 

  • Tucker CJ, Pinzon JE, Brown ME, Slayback D, Pak EW, Mahoney R, Vermote E, Saleous N. 2005. An extended AVHRR 8-km NDVI data set compatible with MODIS and SPOT vegetation NDVI data. Int J Remote Sens 26(20):4485–98.

    Article  Google Scholar 

  • van Wijk MT, Clemmensen KE, Shaver GR, Williams M, Callaghan TV, Chapin FS et al. 2004. Long-term ecosystem level experiments at Toolik Lake, Alaska, and at Abisko, Northern Sweden: generalizations and differences in ecosystem and plant type responses to global change. Glob Change Biol 10(1):105–23.

    Article  Google Scholar 

  • van Wijk MT, Williams M. 2005. Optical instruments for measuring leaf area index in low vegetation: application in arctic ecosystems. Ecol Appl 15(4):1462–70.

    Article  Google Scholar 

  • Verbyla D. 2008. The greening and browning of Alaska based on 1982–2003 satellite data. Glob Ecol Biogeogr 17(4):547–55.

    Article  Google Scholar 

  • Wahren CH, Walker MD, Bret-Harte MS. 2005. Vegetation responses in Alaskan arctic tundra after 8 years of a summer warming and winter snow manipulation experiment. Glob Change Biol 11(4):537–52.

    Article  Google Scholar 

  • Walker DA, Everett KR, Acevedo W, Gaydos L, Brown J, Webber PJ. 1982. Landsat-assisted environmental mapping in the Arctic National Wildlife Refuge, Alaska. CRREL Report 82-27. U.S. Army Cold Regions Research and Engineering Laboratory, Hanover, New Hampshire, USA.

  • Walker MD, Wahren CH, Hollister RD, Henry GH, Ahlquist LE, Alatalo JM et al. 2006. Plant community responses to experimental warming across the tundra biome. Proc Nat Acad Sci USA 103(5):1342–6.

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Williams M, Bell R, Spadavecchia L, Street LE, van Wijk MT. 2008. Upscaling leaf area index in an Arctic landscape through multiscale observations. Glob Change Biol 14:1517–30.

    Article  Google Scholar 

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Acknowledgments

This study was partially funded by EPSCOR, Early Career Research Fellowship to RRP. We are grateful to the Arctic NWR for support with field work. We thank three anonymous reviewers and Dr. J. Hicke for their helpful comments.

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Authors and Affiliations

  1. Pacific Northwest Research Station, Anchorage Forestry Sciences Lab, Anchorage, Alaska, 99501, USA

    Robert R. Pattison

  2. Arctic National Wildlife Refuge, Fairbanks, Alaska, 99701, USA

    Janet C. Jorgenson

  3. Institute of Arctic Biology and Department of Biology and Wildlife, University of Alaska, Fairbanks, Alaska, 99775, USA

    Martha K. Raynolds

  4. Department of Biological Sciences, University of Alaska, Anchorage, Alaska, 99508, USA

    Jeffery M. Welker

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  1. Robert R. Pattison
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  2. Janet C. Jorgenson
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  4. Jeffery M. Welker
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Correspondence to Robert R. Pattison.

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Author Contributions

RRP—designed portions of the study, performed research, analyzed data and wrote the paper. JCJ—designed portions of the study, performed research, helped with analyzing data, and helped in writing the paper. MKR—designed portions of the study, performed research, helped with analyzing data, and helped in writing the paper. JMW—helped in writing the paper.

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Pattison, R.R., Jorgenson, J.C., Raynolds, M.K. et al. Trends in NDVI and Tundra Community Composition in the Arctic of NE Alaska Between 1984 and 2009. Ecosystems 18, 707–719 (2015). https://doi.org/10.1007/s10021-015-9858-9

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