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Characterizing Microclimate and Plant Community Variation in Wetlands

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Abstract

Groundwater-fed calcareous wetlands (fens) support diverse plant assemblages including rare species and boreal disjuncts, yet factors structuring related microclimatic and plant community variation have not been thoroughly examined. We investigated factors influencing microclimate variation in temperate fens relative to uplands and examined associated plant compositional gradients within fens. Large differences in average soil temperatures were observed between monitoring locations during a 161 day period in 2010 (range: 14.5 to 20.0 °C). Using a regression approach, we developed accurate daily resolution soil temperature models (min and max) from a 29-sensor network by integrating atmospheric and hydrologic terms. Models accurately predicted validation observations from an independent 17-sensor network (R2 values 0.92 minimums; 0.95 maximums) with low error compared to null models. Environmental variation in seasonal average soil temperature, snow depth, specific conductance, canopy closure, and non-vascular plant cover were correlated with spatial patterns in vascular plant community composition. Results of plant community analyses provided insufficient support to suggest boreal and non-boreal species occupied distinct microsites. Given the significant soil temperature variation observed, we suggest further investigation of climatic factors structuring wetland plant communities are warranted to inform the placement of conservation reserves that may be less vulnerable to climate change.

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References

  • Abrams MD, Copenheaver CA, Black BA, van de Gevel S (2001) Dendroecology and climatic impacts for a relict old-growth, bog forest in the ridge and valley province of central Pennsylvania, U.S.A. Canadian Journal of Botany 79:58–69

    Article  Google Scholar 

  • Ashcroft MB (2010) Identifying refugia from climate change. Journal of Biogeography 37:1407–1413

    Google Scholar 

  • Ashcroft MB, Gollan JR (2013) Moisture, thermal inertia, and the spatial distributions of near-surface soil and air temperatures: Understanding factors that promote microrefugia. Agricultural and Forest Meteorology 176:77–89

    Article  Google Scholar 

  • Austin MP, Van Niel KP (2011) Improving species distribution models for climate change studies: variable selection and scale. Journal of Biogeography 38:1–8

    Article  Google Scholar 

  • Barnosky A (2008) Climatic change, refugia, and biodiversity: where do we go from here? An editorial comment. Climatic Change 86:29–32

    Article  Google Scholar 

  • Barry MJ, Andreas BK, De Szalay FA (2008) Long-term plant community changes in managed fens in Ohio, USA. Aquatic Conservation: Marine and Freshwater Ecosystems 18:392–407

    Article  Google Scholar 

  • Beckage B, Osborne B, Gavin DG, Pucko C, Siccama T, Perkins T (2008) A rapid upward shift of a forest ecotone during 40 years of warming in the Green Mountains of Vermont. Proceedings of the National Academy of Sciences 105:4197–4202

    Article  CAS  Google Scholar 

  • Bedford BL, Godwin KS (2003) Fens of the United Sates: Distribution, characteristics, and scientific connection versus legal isolation. Wetlands 23:608–629

    Article  Google Scholar 

  • Bowles ML, Kelsey PD, McBride JL (2005) Relationships among environmental factors, vegetation zones, and species richness in a North American calcareous prairie fen. Wetlands 25:685–696

    Article  Google Scholar 

  • Burnett AW, Kirby ME, Mullins HT, Patterson WP (2003) Increasing great lake-effect snowfall during the twentieth century: A regional response to global warming? Journal of Climate 16:3535–3542

    Article  Google Scholar 

  • Cooper DJ, Wolf EC, Colson C, Vering W, Granda A, Meyer M (2010) Alpine peatlands of the Andes, Cajamarca, Peru. Arctic Antarctic and Alpine Research 42:19–33

    Article  Google Scholar 

  • Curtis JT (1959) The vegetation of Wisconsin: An ordination of plant communities. University of Wisconsin Press, Madison, Wisconsin

    Google Scholar 

  • Daly C, Taylor GH, Gibson WP, Parzybok TW, Johnson GL, Pasteris P (2001) High-quality spatial climate data sets for the United States and beyond. Transactions of American Society of Agricultural Engineering 43:1957–1962

    Article  Google Scholar 

  • Daubenmire RF (1959) A canopy-coverage method of vegetational analysis. Northwest Science 33:43–64

    Google Scholar 

  • Davidson EA, Janssens IA (2006) Temperature sensitivity of soil carbon decomposition and feedbacks to climate change. Nature 440:165–173

    Article  CAS  PubMed  Google Scholar 

  • Erwin KL (2009) Wetlands and global climate change: the role of wetland restoration in a changing world. Wetlands Ecology and Management 17:71–84

    Article  Google Scholar 

  • ESRI (2011) Arcmap version 10. Environmental Systems Research Institute, Redlands, CA

    Google Scholar 

  • Forsythe JL (1974) Geologic conditions essential for the perpetuation of cedar bog, Champaign County, Ohio. The Ohio Journal of Science 74:116–125

    Google Scholar 

  • Frazer GW, Canham CD, Lertzman KP (1999) Gap Light Analyzer (GLA): Imaging software to extract canopy structure and gap light transmission indices from true-colour fisheye photographs. User’s manual and program documentation, Version 2

  • Frederick CM (1974) A natural history study of the vascular flora of Cedar Bog, Champaign County, Ohio. The Ohio Journal of Science 74:65–116

    Google Scholar 

  • Fridley JD (2009) Downscaling climate over complex terrain: high fine-scale (<1000 m) spatial variation of near-ground temperatures in a montane forested landscape (Great Smoky Mountains, USA). Journal of Applied Meteorology and Climatology 48:1033–1049

    Article  Google Scholar 

  • Furniss MJ, Staab BP, Hazelhurst S, Clifton CF, Roby KB, Ilhardt BL, Larry EB, Todd, Albert H.: Reid, Leslie M., Hines SJ, Bennett KA, Luce CH, Edwards PJ (2010) Water, climate change, and forests: watershed stewardship for a changing climate. General Technical Report PNW-GTR-812. Portland, OR: U.S. Department of Agriculture, Forest Service, Pacific Northwest Research Station 1:75

  • Glaser PH, Siegel DI, Romanowicz EA, Shen YP (1997) Regional linkages between raised bogs and the climate, groundwater, and landscape of North-western Minnesota. Ecology 85:3–16

    Article  Google Scholar 

  • Godwin KS, Shallenberger JP, Leopold DJ, Bedford BL (2002) Linking landscape properties to local hydrogeologic gradients and plant species occurrence in minerotrophic fens of New York State, USA: A hydrogeologic setting (HGS) Framework. Wetlands 22:722–737

    Article  Google Scholar 

  • Grootjans AP, Adema EB, Bleuten W, Joosten H, Madaras M, Janáková M (2009) Hydrological landscape settings of base-rich fen mires and fen meadows: an overview. Journal of Applied Vegetation Science 9:175–184

    Article  Google Scholar 

  • Guisan A, Thuiller W (2005) Predicting species distribution: offering more than simple habitat models. Ecology Letters 8:993–1009

    Article  Google Scholar 

  • Hajkova P, Hajek M (2004) Bryophyte and vascular plant responses to base-richness and water level gradients in Western Carpathian Sphagnum-rich mires. Folia Geobotanica 39:335–351

    Article  Google Scholar 

  • Hall BR, Raynal DJ, Leopold DJ (2001) Environmental influences on plant species composition in ground-water seeps in the Catskill mountains of New York. Wetlands 21:125–134

    Article  Google Scholar 

  • Hampe A, Petit RJ (2005) Conserving biodiversity under climate change: the rear edge matters. Ecology Letters 8:461–467

    Article  PubMed  Google Scholar 

  • Holden ZA, Jolly WM (2011) Modeling topographic influences on fuel moisture and fire danger in complex terrain to improve wildland fire management decision support. Forest Ecology Management 262:2133–2141

    Article  Google Scholar 

  • Hunsaker CT, Goodchild MF, Friedl MA, Case TJ (2001) Spatial Uncertainty in Ecology, First edition. Springer-Verlag, New York, Inc., New York

  • Hunter EA, Raney PA, Gibbs JP, Leopold DJ (2012) Improving wetland mitigation site identification through community distribution modeling and a patch-based ranking scheme. Wetlands 32:841–850

    Article  Google Scholar 

  • IPCC (2007) Fourth assessment report-climate change 2007. Intergovernmental panel on climate change. Cambridge University Press, Cambridge

    Google Scholar 

  • Johnson WC, Millett BV, Gilmanov T, Voldseth RA, Guntenspergen GR, Naugle DE (2005) Vulnerability of northern prairie wetlands to climate change. Bioscience 55:863–872

    Article  Google Scholar 

  • Jump AS, Hunt JM, Penuelas J (2006) Rapid climate change-related growth decline at thesouthern range edge of Fagus sylvatica. Global Change Biology 12:2163–2174

    Article  Google Scholar 

  • Kang S, Kim S, Oh S, Lee D (2000) Predicting spatial and temporal patterns of soil temperature based on topography, surface cover and air temperature. Forest Ecology and Management 136:173–185

    Article  Google Scholar 

  • Levin SA (1992) The problem of pattern and scale in ecology. Ecology 73:1943–1967

    Article  Google Scholar 

  • Little, EL, Jr. (1971) Atlas of United States trees, Volume 1, conifers and important hardwoods, U.S. Department of Agriculture. Miscellaneous Publication 1146

  • Lookingbill T, Urban D (2003) Spatial estimation of air temperature differences for landscape-scale studies in montane environments. Agricultural and Forest Meteorology 114:141–151

    Article  Google Scholar 

  • McCune B, Grace JB (2002) Analysis of ecological communities, 1st edn. MjM Software Design, Gleneden Beach, Oregon

    Google Scholar 

  • Miner JJ, Ketterling DB (2003) Dynamics of peat accumulation and marl flat formation in a calcareous fen, Midwestern United States. Wetlands 23:950–960

    Article  Google Scholar 

  • Nekola JC (1999) Paleorefugia and neorefugia: The influence of colonization history on community pattern and process. Ecology 80:2459–2473

    Article  Google Scholar 

  • Nekola JC, Bruelheide H (2004) Vascular plant compositional gradients within and between Iowa fens. Journal of Vegetation Science 15:771–780

    Google Scholar 

  • Oksanen J, Kindt R, Legendre P, O’Hara B, Simpson GL, Solymos P, Stevens MH, Wagner H (2009) The vegan package. R version 1(15–4):1–206

    Google Scholar 

  • Pinheiro JC, Bates DM (2000) Mixed-effects models in S and S-Plus. Springer Verlag New York, LLC, New York

    Book  Google Scholar 

  • Pitchford JL, Wu C, Lin L, Petty JT, Thomas R, Veselka WE, Welsch D, Zegre N, Anderson JT (2012) Climate change effects on hydrology and ecology of wetlands in the Mid-Atlantic Highlands 31:21–33

  • R Core Team (2012) R: A language and environment for statistical computing 2.15. R Foundation for Statistical Computing, Vienna, Austria. URL: http://www.R-project.org

  • Scanga SE, Leopold DJ (2012) Managing wetland plant populations: Lessons learned in Europe may apply to North American fens. Biological Conservation 148:69–78

    Article  Google Scholar 

  • Scherrer D, Körner C (2010) Topographically controlled thermal-habitat differentiation buffers alpine plant diversity against climate warming. Journal of Biogeography 38:406–416

    Article  Google Scholar 

  • Siefert A, Ravenscroft C, Althoff D, Alvarez-Yépiz JC, Carter BE, Glennon KL, Heberling JM, Jo IS, Pontes A, Sauer A, Willis A, Fridley JD (2012) Scale dependence of vegetation environment relationships: a meta-analysis of multivariate data. Journal of Vegetation Science 23:942–951

    Article  Google Scholar 

  • Sjörs H (1950) On the relation between vegetation and electrolytes in North Swedish mire waters. Oikos 2:241–258

    Article  Google Scholar 

  • St Hilaire LR, Leopold DJ (1995) Conifer seedling distribution in relation to microsite conditions in a central New York forested minerotrophic peatland. Canadian Journal of Forest Research 25:261–269

    Article  Google Scholar 

  • Tomlinson S, Matthes U, Richardson PJ, Larson DW (2008) The ecological equivalence of quarry floors to alvars. Journal of Applied Vegetation Science 11:73–82

    Article  Google Scholar 

  • Wheeler BD (1980) Plant communities of rich-fen systems in England and Wales: fen meadow, fen grassland and fen woodland communities, and contact communities. Journal of Ecology 68:761–788

    Article  Google Scholar 

  • Wisser D, Marchenko S, Talbot J, Frolking S (2011) Soil temperature response to 21st century global warming: the role of and some implications for peat carbon in thawing permafrost soils in North America. Earth Systems Dynamics 2:121–138

    Article  Google Scholar 

  • Zheng DE, Hunt R, Running SW (1993) A daily soil temperature model based on air temperature and precipitation for continental applications. Climate Research 2:183–191

    Article  Google Scholar 

Download references

Acknowledgements

This study was funded in part by a National Geographic Young Explorer Grant to P.A. Raney (NGS #8755-10), and support from the Edna Bailey Sussman Foundation. We thank: Andrew McCadden and David Pomeranz for field assistance. Matthew Distler provided helpful statistical assistance. Sara Scanga, Jess Riddle, and Jaime Jones provided thoughtful comments on an earlier version of this manuscript. Two anonymous reviewers provided thoughtful comments that improved the overall quality of this manuscript. The Upper Susquehanna Coalition provided computing resources for this work. State Natural Heritage Programs (NY, WV, PA) provided useful fen occurrence data, the Central New York Chapter of The Nature Conservancy, and the New York State Department of Environmental Conservation provided property access.

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Correspondence to Patrick A. Raney.

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Raney, P.A., Fridley, J.D. & Leopold, D.J. Characterizing Microclimate and Plant Community Variation in Wetlands. Wetlands 34, 43–53 (2014). https://doi.org/10.1007/s13157-013-0481-2

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