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Landscape Ecology

, Volume 24, Issue 6, pp 807–816 | Cite as

Modeling dissolved organic carbon in subalpine and alpine lakes with GIS and remote sensing

  • Neil WinnEmail author
  • Craig E. Williamson
  • Robbyn Abbitt
  • Kevin Rose
  • William Renwick
  • Mary Henry
  • Jasmine Saros
Research article

Abstract

Current global trends in lake dissolved organic carbon (DOC) concentrations suggest a need for tools to more broadly measure and predict variation in DOC at regional landscape scales. This is particularly true for more remote subalpine and alpine regions where access is difficult and the minimal levels of anthropogenic watershed disturbance allow these systems to serve as valuable reference sites for long-term climate change. Here geographic information system (GIS) and remote sensing tools are used to develop simple predictive models that define relationships between watershed variables known to influence lake DOC concentrations and lake water color in the Absaroka-Beartooth Wilderness in Montana and Wyoming, USA. Variables examined include watershed area, topography, and vegetation cover. The resulting GIS model predicts DOC concentrations at the lake watershed scale with a high degree of accuracy (R 2 = 0.92; P ≤ 0.001) by including two variables: vegetation coverage (representing sites of organic carbon fixation) and areas of low slope (0–5%) within the watershed (wetland sites of DOC production). Importantly, this latter variable includes not only surficially visible wetlands, but “cryptic” subsurface wetlands. Modeling with Advanced Land Imager satellite remote sensing data provided a weaker relationship with water color and DOC concentrations (R 2 = 0.725; P ≤ 0.001). Model extrapolation is limited by small sample sizes but these models show promise in predicting lake DOC in subalpine and alpine regions.

Keywords

Alpine lakes Spatial modeling Land cover mapping Absaroka-Beartooth Wilderness 

Notes

Acknowledgments

Funds for this research were provided by Miami University and the National Science Foundation DEB #0734277. We thank Tiffany Tisler along with the field crew from The University of Maine (Misa Saros, Erin Wilcox, Chelsea Lucas, and William Gray) for help with field sampling.

References

  1. Boyer EW, Hornberger GM, Bencala KE, McKnight DM (1997) Response characteristics of DOC flushing in an alpine catchment. Hydrol Process 11:1635–1647. doi: 10.1002/(SICI)1099-1085(19971015)11:12<1635::AID-HYP494>3.0.CO;2-H CrossRefGoogle Scholar
  2. Boyer EW, Hornberger GM, Bencala KE, McKnight DM (2000) Effects of asynchronous snowmelt on flushing of dissolved organic carbon: a mixing model approach. Hydrol Process 14:3291–3308. doi: 10.1002/1099-1085(20001230)14:18<3291::AID-HYP202>3.0.CO;2-2 CrossRefGoogle Scholar
  3. Bukaveckas PA, Robbins-Forbes M (2000) Role of dissolved organic carbon in the attenuation of photosynthetically active and ultraviolet radiation in Adirondack lakes. Freshw Biol 43:339–354. doi: 10.1046/j.1365-2427.2000.00518.x CrossRefGoogle Scholar
  4. Canham CD, Pace ML, Papaik MJ, Primack AGB, Roy KM, Maranger RJ, Curran RP, Spada DM (2004) A spatially explicit watershed-scale analysis of dissolved organic carbon in Adirondack lakes. Ecol Appl 14:839–854. doi: 10.1890/02-5271 CrossRefGoogle Scholar
  5. Carpenter SR, Cole JJ, Kitchell JF, Pace ML (1998) Impact of dissolved organic carbon, phosphorus, and grazing on phytoplankton biomass and production in experimental lakes. Limnol Oceanogr 43:73–80Google Scholar
  6. Cole JJ, Carpenter SR, Pace ML, Van de Bogert MC, Kitchell JL, Hodgson JR (2006) Differential support of lake food webs by three types of terrestrial organic carbon. Ecol Lett 9:558–568. doi: 10.1111/j.1461-0248.2006.00898.x PubMedCrossRefGoogle Scholar
  7. Cooke SL, Williamson CE, Saros JE (2006) How do temperature, dissolved organic matter and nutrients influence the response of Leptodiaptomus ashlandi to UV radiation in a subalpine lake? Freshw Biol 51:1827–1837. doi: 10.1111/j.1365-2427.2006.01618.x CrossRefGoogle Scholar
  8. Cooper R, Thoss V, Watson H (2007) Factors influencing the release of dissolved organic carbon and dissolved forms of nitrogen from a small upland headwater during autumn runoff events. Hydrol Process 21:622–633. doi: 10.1002/hyp.6261 CrossRefGoogle Scholar
  9. Creed IF, Dillon PJ, Sanford SE, Beall FD, Molot LA (2003) Cryptic wetlands: integrating hidden wetlands in regression models of the export of dissolved organic carbon from forested landscapes. Hydrol Process 17:3629–3648. doi: 10.1002/hyp.1357 CrossRefGoogle Scholar
  10. Cuthbert ID, del Giorgio P (1992) Toward a standard method of measuring color in freshwater. Limnol Oceanogr 37:1319–1326Google Scholar
  11. David MB, Vance GF (1991) Chemical character and origin of organic acids in streams and seepage lakes of central Maine. Biogeochemistry 12:17–41. doi: 10.1007/BF00002624 CrossRefGoogle Scholar
  12. DeWit HA, Mulder J, Hindar A, Hole L (2007) Long-term increase in dissolved organic carbon in streamwaters in Norway is response to reduced acid deposition. Environ Sci Technol 41:7706–7713. doi: 10.1021/es070557f CrossRefGoogle Scholar
  13. Doyle SA, Saros JE, Williamson CE (2005) Interactive effects of temperature and nutrient limitation on the response of alpine phytoplankton growth to ultraviolet radiation. Limnol Oceanogr 50:1362–1367CrossRefGoogle Scholar
  14. Engstrom DR (1987) Influence of vegetation and hydrology on the humus budgets of Labrador lakes. Can J Fish Aquat Sci 44:1306–1314. doi: 10.1139/f87-154 CrossRefGoogle Scholar
  15. Evans CD, Monteith DT, Cooper DM (2005) Long-term increases in surface water dissolved organic carbon: observations, possible causes and environmental impacts. Environ Pollut 137:55–71. doi: 10.1016/j.envpol.2004.12.031 PubMedCrossRefGoogle Scholar
  16. Evans CD, Chapman PJ, Clark JM, Monteith DT, Cresser MS (2006) Alternative explanations for rising dissolved organic carbon export from organic soils. Glob Chang Biol 12:2044–2053. doi: 10.1111/j.1365-2486.2006.01241.x CrossRefGoogle Scholar
  17. Fee EJ, Hecky RE, Kasian SEM, Cruikshank DR (1996) Effects of lake size, water clarity, and climatic variability on mixing depths in Canadian Shield lakes. Limnol Oceanogr 41:912–920Google Scholar
  18. Freeman C, Fenner N, Evans CD, Monteith DT, Reynolds B (2001) Export of organic carbon from peat soils. Nature 412:785. doi: 10.1038/35090628 PubMedCrossRefGoogle Scholar
  19. Frost PC, Mack A, Larson JH, Bridgham SD, Lamberti GA (2006) Environmental controls of UV-B radiation in forested streams of Northern Michigan. Photochem Photobiol 82:781–786. doi: 10.1562/2005-07-22-RA-619 PubMedCrossRefGoogle Scholar
  20. Gunn JM, Snucins E, Yan ND, Arts MT (2001) Use of water clarity to monitor the effects of climate change and other stressors on oligotrophic lakes. Environ Monit Assess 67:69–88. doi: 10.1023/A:1006435721636 PubMedCrossRefGoogle Scholar
  21. Harrison AF, Taylor K, Scott A, Poskitt J, Benham D, Grace J, Chaplow J, Rowland P (2008) Potential effects of climate change on DOC release from three different soil types on the Northern Pennines UK: examination using field manipulation experiments. Glob Chang Biol 14:687–702. doi: 10.1111/j.1365-2486.2007.01504.x CrossRefGoogle Scholar
  22. Hirtle H, Rencz A (2003) The relation between spectral reflectance and dissolved organic carbon in lake water: Kejimkujik National Park, Nova Scotia, Canada. Int J Remote Sens 24:953–967. doi: 10.1080/01431160210154957 CrossRefGoogle Scholar
  23. Hudson JJ, Dillon PJ, Somers KM (2003) Long-term patterns in dissolved organic carbon in boreal lakes: the role of incident radiation, precipitation, air temperature, southern oscillation and acid deposition. Hydrol Earth Syst Sci 7:390–398Google Scholar
  24. Inamdar SP, Christopher SF, Mitchell MJ (2004) Export mechanisms for dissolved organic carbon and nitrate during summer storm events in a glaciated forested catchment in New York, USA. Hydrol Process 18:2651–2661. doi: 10.1002/hyp.5572 CrossRefGoogle Scholar
  25. Jensen JR (2005) Introductory digital image processing, 3rd edn. Pearson Education Inc., Upper Saddle RiverGoogle Scholar
  26. Johnson MS, Lehmann J, Selva EC, Abdo M, Riha S, Couto EG (2006) Organic carbon fluxes within and streamwater exports from headwater catchments in the southern Amazon. Hydrol Process 20:2599–2614. doi: 10.1002/hyp.6218 CrossRefGoogle Scholar
  27. Kutser T, Pierson DC, Kallio KY, Reinart A, Sobek S (2005a) Mapping lake CDOM by satellite remote sensing. Remote Sens Environ 94:535–540. doi: 10.1016/j.rse.2004.11.009 CrossRefGoogle Scholar
  28. Kutser T, Pierson DC, Tranvik L, Reinart A, Sobek S, Kallio K (2005b) Using satellite remote sensing to estimate the colored dissolved organic matter absorption coefficient in lakes. Ecosystems (NY, Print) 8:709–720. doi: 10.1007/s10021-003-0148-6 CrossRefGoogle Scholar
  29. Laurion I, Ventura M, Catalan J, Psenner R, Sommaruga R (2000) Attenuation of ultraviolet radiation in mountain lakes: factors controlling the among- and within-lake variability. Limnol Oceanogr 45:1274–1288Google Scholar
  30. Monteith DT, Stoddard JL, Evans CC, DeWit HA, Forsius M, Høgasen T, Wilander A, Skjelkvåle BL, Jeffries DS, Vuorenmaa J, Keller B, Kopácek J, Vesely J (2007) Dissolved organic carbon trends resulting from changes in atmospheric deposition chemistry. Nat Lett 450:537–541. doi: 10.1038/nature06316 CrossRefGoogle Scholar
  31. Morris DP, Hargreaves BR (1997) The role of photochemical degradation of dissolved organic carbon in regulating the UV transparency of three lakes on the Pocono Plateau. Limnol Oceanogr 42:239–249Google Scholar
  32. Morris DP, Zagarese H, Williamson CE, Balseiro EG, Hargreaves BR, Modenutti B, Moeller R, Queimalinos C (1995) The attenuation of solar UV radiation in lakes and the role of dissolved organic carbon. Limnol Oceanogr 40:1381–1391Google Scholar
  33. National Elevation Dataset (1999) United States Geological Survey. Sioux Falls, South Dakota. Available from http://ned.usgs.gov (accessed December 2007)
  34. National Hydrography Dataset (2004) United States Geological Survey. Reston, Virginia. Available from http://nhd.usgs.gov (accessed December 2007)
  35. National Map Seamless Server (2007) United States Geological Survey. Reston, Virginia. Available from http://seamless.usgs.gov (accessed December 2007)
  36. Nelson SAC, Skole DL, Soranno PA, Cheruvelil KS, Batzli SA (2003) Regional assessment of lake water clarity using satellite remote sensing. J Limnol 62:27–32Google Scholar
  37. Ogawa A, Shibata H, Suzuki K, Mitchell MJ, Ikegami Y (2006) Relationship of topography to surface water chemistry with particular focus on nitrogen and organic carbon solutes within a forested watershed in Hokkaido, Japan. Hydrol Process 20:251–265. doi: 10.1002/hyp.5901 CrossRefGoogle Scholar
  38. Pace ML, Cole JJ (2002) Synchronous variation of dissolved organic carbon and color in lakes. Limnol Oceanogr 47:333–342Google Scholar
  39. Pace ML, Carpenter SR, Cole JJ, Coloso JJ, Kitchell JF, Hodgson JR, Middelburg JJ, Preston ND, Solomon CT, Weidel BC (2007) Does terrestrial organic carbon subsidize the planktonic food web in a clear-water lake? Limnol Oceanogr 52:2177–2189Google Scholar
  40. Rae R, Howard-Williams C, Hawes I, Schwarz A, Vincent WF (2001) Penetration of solar ultraviolet radiation into New Zealand lakes: influence of dissolved organic carbon and catchment vegetation. Limnology 2:79–89. doi: 10.1007/s102010170003 CrossRefGoogle Scholar
  41. Rice CW (2002) Storing carbon in soil: why and how? Geotimes. American Geological Institute, Alexandria, Virginia. Available from http://www.geotimes.org/jan02/feature_carbon.html (accessed November 2007)
  42. Saros JE, Interlandi SJ, Wolfe AP, Engstrom DR (2003) Recent changes in the diatom community structure of lakes in the Beartooth Mountain Range. USA Arct Antarct Alp Res 35:18–23. doi: 10.1657/1523-0430(2003)035[0018:RCITDC]2.0.CO;2 CrossRefGoogle Scholar
  43. Sommaruga R, Augustin G (2006) Seasonality in UV transparency of an alpine lake is associated to changes in phytoplankton biomass. Aquat Sci 68:129–141. doi: 10.1007/s00027-006-0836-3 CrossRefGoogle Scholar
  44. Striegl RG, Aiken GR, Dornblaser MM, Raymond PA, Wickland KP (2005) A decrease in discharge-normalized DOC export by the Yukon River during summer through autumn. Geophys Res Lett 32:L21413CrossRefGoogle Scholar
  45. Williamson CE, Zagarese HE (2003) UVR effects on aquatic ecosystems: A changing climate perspective. In: Helbling EW, Zagarese HE (eds) UV effects in aquatic organisms and ecosystems. Royal Society of Chemistry, Cambridge, pp 549–567Google Scholar
  46. Williamson CE, Stemberger RS, Morris DP, Frost TM, Paulsen SG (1996) Ultraviolet radiation in North American lakes: attenuation estimates from DOC measurements and implications for plankton communities. Limnol Oceanogr 41:1024–1034Google Scholar
  47. Williamson CE, Morris DP, Pace ML, Olson OG (1999) Dissolved organic carbon and nutrients as regulators of lake ecosystems: resurrection of a more integrated paradigm. Limnol Oceanogr 44:795–803CrossRefGoogle Scholar
  48. Williamson CE, Olson OG, Lott SE, Walker ND, Engstrom DR, Hargreaves BR (2001) Ultraviolet radiation and zooplankton community structure following deglaciation in Glacier Bay, Alaska. Ecology 82:1748–1760CrossRefGoogle Scholar
  49. Williamson CE, Dodds WK, Kratz TK, Palmer MD (2008) Lakes and streams as sentinels of environmental change in terrestrial and atmospheric processes. Front Ecol Environ 6:247–254. doi: 10.1890/070140 CrossRefGoogle Scholar
  50. Witte WG, Whitlock CH, Harriss RC, Usry JW, Poole LR, Houghton WM, Morris WD, Gurganus EA (1982) Influence of dissolved organic materials on turbid water optical properties and remote-sensing reflectance. J Geophys Res 87:441–446. doi: 10.1029/JC087iC01p00441 CrossRefGoogle Scholar
  51. Worrall F, Burt TP, Jaeban RY, Warburton J, Shedden R (2002) Release of dissolved organic carbon from upland peat. Hydrol Process 16:3487–3504. doi: 10.1002/hyp.1111 CrossRefGoogle Scholar
  52. Xenopoulos MA, Lodge DM, Frentress J, Kreps TA, Bridgham SD, Grossman E, Jackson CJ (2003) Regional comparisons of watershed determinants of dissolved organic carbon in temperate lakes from the Upper Great Lakes region and selected regions globally. Limnol Oceanogr 48:2321–2334CrossRefGoogle Scholar

Copyright information

© Springer Science+Business Media B.V. 2009

Authors and Affiliations

  • Neil Winn
    • 1
    • 2
    Email author
  • Craig E. Williamson
    • 3
  • Robbyn Abbitt
    • 1
  • Kevin Rose
    • 3
  • William Renwick
    • 1
  • Mary Henry
    • 1
  • Jasmine Saros
    • 4
  1. 1.Department of GeographyMiami UniversityOxfordUSA
  2. 2.Assateague Island National Seashore National Park ServiceBerlinUSA
  3. 3.Department of ZoologyMiami UniversityOxfordUSA
  4. 4.Climate Change InstituteThe University of MaineOronoUSA

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