Abstract
Accurate field measurements from inventories across fine spatial scales are critical to improve sampling designs and to increase the precision of forest C cycling modeling. By studying soils undisturbed from active forest management, this paper gives a unique insight in the naturally occurring variability of organic layer C and provides valuable references against which subsequent and future sampling schemes can be evaluated. We found that the organic layer C stocks displayed great short-range variability with spatial autocorrelation distances ranging from 0.86 up to 2.85 m. When spatial autocorrelations are known, we show that a minimum of 20 inventory samples separated by ∼5 m is needed to determine the organic layer C stock with a precision of ±0.5 kg C m−2. Our data also demonstrates a strong relationship between the organic layer C stock and horizon thickness (R 2 ranging from 0.58 to 0.82). This relationship suggests that relatively inexpensive measurements of horizon thickness can supplement soil C sampling, by reducing the number of soil samples collected, or to enhance the spatial resolution of organic layer C mapping.
Similar content being viewed by others
References
Ågren, G., Hyvönen, R., & Nilsson, T. (2007). Are Swedish forest soils sinks or sources for CO2—model analyses based on forest inventory data. Biogeochemistry, 82(3), 217–227.
Atkinson, P. M., Webster, R., & Curran, P. J. (1992). Cokriging with ground-based radiometry. Remote Sensing of Environment, 41(1), 45–60.
Baritz, R., Seufert, G., Montanarella, L., & Van Ranst, E. (2010). Carbon concentrations and stocks in forest soils of Europe. Forest Ecology and Management, 260(3), 262–277.
Bens, O., Buczko, U., Sieber, S., & Hüttl, R. F. (2006). Spatial variability of O layer thickness and humus forms under different pine beech-forest transformation stages in NE Germany. Journal of Plant Nutrition and Soil Science, 169(1), 5–15.
Beven, K. J., & Kirkby, M. J. (1979). A physically based, variable contributing area model of basin hydrology. Hydrological Sciences Bulletin, 24(1), 43–69.
Binkley, D., & Fisher, R. (2012). Ecology and management of forest soils. New York: Wiley.
Birdsey, R. (2004). Data gaps for monitoring forest carbon in the United States: an inventory perspective. Environmental Management, 33(1), S1–S8.
Block, R., Van Rees, K., & Pennock, D. (2002). Quantifying harvesting impacts using soil compaction and disturbance regimes at a landscape scale. Soil Science Society of America Journal, 66(5), 1669–1676.
Borcard, D., & Legendre, P. (2012). Is the Mantel correlogram powerful enough to be useful in ecological analysis? A simulation study. Ecology, 93(6), 1473–1481.
Cajander, A.K. (1926). The theory of forest types. Printing Office of Society for the Finnish Literature.
Cajander, A.K. (1949). Forest types and their significance. Suomen metsätieteellinen seura.
Callesen, I., Liski, J., Raulund-Rasmussen, K., Olsson, M. T., Tau-Strand, L., Vesterdal, L., & Westman, C. J. (2003). Soil carbon stores in Nordic well-drained forest soils—relationships with climate and texture class. Global Change Biology, 9(3), 358–370.
Cambardella, C. A., Moorman, T. B., Novak, J. M., Parkin, T. B., Turco, R. F., & Konopka, A. E. (1994). Field scale variability of soil properties in central Iowa soils. Soil Science Society of America Journal, 58, 1501–1511.
Cliff, A. D., & Ord, J. K. (1981). Spatial processes: models & applications. London: Pion.
Conant, R. T., Ogle, S. M., Paul, E. A., & Paustian, K. (2011). Measuring and monitoring soil organic carbon stocks in agricultural lands for climate mitigation. Frontiers in Ecology and the Environment, 9, 169–173.
Cressie, N. (1985). Fitting variogram models by weighted least squares. Mathematical Geology, 17(5), 563–586.
de Gruijter, J. J. (2006). Sampling for natural resource monitoring. Berlin: Springer.
Don, A., Schumacher, J., Scherer-Lorenzen, M., Scholten, T., & Schulze, E.-D. (2007). Spatial and vertical variation of soil carbon at two grassland sites—implications for measuring soil carbon stocks. Geoderma, 141(3–4), 272–282.
Dunn, O. J. (1964). Multiple comparisons using rank sums. Technometrics, 6(3), 241–252.
Finer, L., Mannerkoski, H., Piirainen, S., & Starr, M. (2003). Carbon and nitrogen pools in an old-growth, Norway spruce mixed forest in eastern Finland and changes associated with clear-cutting. Forest Ecology and Management, 174(1), 51–63.
Games, P. A., & Howell, J. F. (1976). Pairwise multiple comparison procedures with unequal N’s and/or variances: a Monte Carlo study. Journal of Educational and Behavioral Statistics, 1(2), 113–125.
Goovaerts, P. (1998). Geostatistical tools for characterizing the spatial variability of microbiological and physico-chemical soil properties. Biology and Fertility of Soils, 27(4), 315–334.
Goovaerts, P. (1999). Geostatistics in soil science: state-of-the-art and perspectives. Geoderma, 89(1–2), 1–45.
Grubbs, F. E. (1969). Procedures for detecting outlying observations in samples. Technometrics, 11(1), 1–21.
Häkkinen, M., Heikkinen, J., & Mäkipää, R. (2011). Soil carbon stock increases in the organic layer of boreal middle-aged stands. Biogeosciences Discussions, 8(1), 1015–1042.
Hansson, K., Olsson, B. A., Olsson, M., Johansson, U., & Kleja, D. B. (2011). Differences in soil properties in adjacent stands of Scots pine, Norway spruce and silver birch in SW Sweden. Forest Ecology and Management, 262(3), 522–530.
Hedde, M., Aubert, M., Decaëns, T., & Bureau, F. (2008). Dynamics of soil carbon in a beechwood chronosequence forest. Forest Ecology and Management, 255(1), 193–202.
Heim, A., Wehrli, L., Eugster, W., & Schmidt, M. W. I. (2009). Effects of sampling design on the probability to detect soil carbon stock changes at the Swiss CarboEurope site Lägeren. Geoderma, 149(3–4), 347–354.
Hilli, S., Stark, S., & Derome, J. (2008). Carbon quality and stocks in organic horizons in boreal forest soils. Ecosystems, 11(2), 270–282.
Hilli, S., Stark, S., & Derome, J. (2010). Litter decomposition rates in relation to litter stocks in boreal coniferous forests along climatic and soil fertility gradients. Applied Soil Ecology, 46(2), 200–208.
Hogberg, P., Nordgren, A., Buchmann, N., Taylor, A. F. S., Ekblad, A., Hogberg, M. N., Nyberg, G., Ottosson-Lofvenius, M., & Read, D. J. (2001). Large-scale forest girdling shows that current photosynthesis drives soil respiration. Nature, 411(6839), 789–792.
Holm, S. (1979). A simple sequentially rejective multiple test procedure. Scandinavian Journal of Statistics, 6(2), 65–70.
Hunt, S. L., Gordon, A. M., & Morris, D. M. (2010). Carbon stocks in managed conifer forests in northern Ontario, Canada. Silva Fennica, 44(4), 563–582.
Huntington, T. G., Johnson, C. E., Johnson, A. H., Siccama, T. G., & Ryan, D. F. (1989). Carbon, organic matter, and bulk density relationships in a forested Spodosol. Soil Science, 148(5), 380–386.
Jandl, R., Rodeghiero, M., Martinez, C., Cotrufo, M. F., Bampa, F., van Wesemael, B., Harrison, R. B., Guerrini, I. A., Richter, D., Jr., Rustad, L., Lorenz, K., Chabbi, A., & Miglietta, F. (2014). Current status, uncertainty and future needs in soil organic carbon monitoring. Science of the Total Environment, 468–469, 376–383.
Jungqvist, G., Oni, S. K., Teutschbein, C., & Futter, M. N. (2014). Effect of climate change on soil temperature in Swedish boreal forests. PLoS ONE, 9(4), e93957.
Kolari, P., Pumpanen, J., Rannik, Ü., Ilvesniemi, H., Hari, P., & Berninger, F. (2004). Carbon balance of different aged Scots pine forests in Southern Finland. Global Change Biology, 10(7), 1106–1119.
Kolka, R., Steber, A., Brooks, K., Perry, C. H., & Powers, M. (2012). Relationships between soil compaction and harvest season, soil texture, and landscape position for aspen forests. Northern Journal of Applied Forestry, 29(1), 21–25.
Koven, C. D. (2013). Boreal carbon loss due to poleward shift in low-carbon ecosystems. Nature Geoscience, 6(6), 452–456.
Kulmatiski, A., & Beard, K. H. (2004). Reducing sampler error in soil research. Soil Biology and Biochemistry, 36(2), 383–385.
Kunkel, M. L., Flores, A. N., Smith, T. J., McNamara, J. P., & Benner, S. G. (2011). A simplified approach for estimating soil carbon and nitrogen stocks in semi-arid complex terrain. Geoderma, 165(1), 1–11.
Kurz, W. A., Stinson, G., & Rampley, G. (2008). Could increased boreal forest ecosystem productivity offset carbon losses from increased disturbances? Philosophical Transactions of the Royal Society, B: Biological Sciences, 363(1501), 2259–2268.
Lark, R. M. (2009). Estimating the regional mean status and change of soil properties: two distinct objectives for soil survey. European Journal of Soil Science, 60(5), 748–756.
Legendre, P., & Fortin, M. J. (1989). Spatial pattern and ecological analysis. Vegetatio, 80(2), 107–138.
Lie, M. H., Arup, U., Grytnes, J.-A., & Ohlson, M. (2009). The importance of host tree age, size and growth rate as determinants of epiphytic lichen diversity in boreal spruce forests. Biodiversity and Conservation, 18(13), 3579–3596.
Lie, M. H., Josefsson, T., Storaunet, K. O., & Ohlson, M. (2012). A refined view on the “Green lie”: forest structure and composition succeeding early twentieth century selective logging in SE Norway. Scandinavian Journal of Forest Research, 27(3), 270–284.
Lindner, M., & Karjalainen, T. (2007). Carbon inventory methods and carbon mitigation potentials of forests in Europe: a short review of recent progress. European Journal of Forest Research, 126(2), 149–156.
Liski, J. (1995). Variation in soil organic carbon and thickness of soil horizons within a boreal forest stand—effect of trees and implications for sampling. Silva Fennica, 29(4), 255–266.
Liski, J., & Westman, C. J. (1995). Density of organic carbon in soil at coniferous forest sites in southern Finland. Biogeochemistry, 29(3), 183–197.
Liski, J., Perruchoud, D., & Karjalainen, T. (2002). Increasing carbon stocks in the forest soils of western Europe. Forest Ecology and Management, 169(1–2), 159–175.
Lundström, U. S., van Breemen, N., & Bain, D. (2000). The podzolization process. A review. Geoderma, 94(2–4), 91–107.
Mäkipää, R., Häkkinen, M., Muukkonen, P., & Peltoniemi, M. (2008). The costs of monitoring changes in forest soil carbon stocks. Boreal Environment Research, 13(Suppl. B), 120–130.
Malhi, Y., Baldocchi, D. D., & Jarvis, P. G. (1999). The carbon balance of tropical, temperate and boreal forests. Plant, Cell & Environment, 22(6), 715–740.
Marchant, B. P., & Lark, R. M. (2006). Adaptive sampling and reconnaissance surveys for geostatistical mapping of the soil. European Journal of Soil Science, 57(6), 831–845.
Marty, C., Houle, D., & Gagnon, C. (2015). Variation in stocks and distribution of organic C in soils across 21 eastern Canadian temperate and boreal forests. Forest Ecology and Management, 345, 29–38.
McBratney, A. B., & Webster, R. (1983). Optimal interpolation and isarithmic mapping of soil properties. Journal of Soil Science, 34(1), 137–162.
McBratney, A. B., Webster, R., & Burgess, T. M. (1981). The design of optimal sampling schemes for local estimation and mapping of regionalized variables—I. Theory and method. Computers & Geosciences, 7(4), 331–334.
Mueller, T., & Pierce, F. (2003). Soil carbon maps: enhancing spatial estimates with simple terrain attributes at multiple scales. Soil Science Society of America Journal, 67(1), 258–267.
Mueller, K., Eissenstat, D., Hobbie, S., Oleksyn, J., Jagodzinski, A., Reich, P., Chadwick, O., & Chorover, J. (2012). Tree species effects on coupled cycles of carbon, nitrogen, and acidity in mineral soils at a common garden experiment. Biogeochemistry, 111(1–3), 601–614.
Muir, A. (1961). The podzol and podzolic soils. In A. G. Norman (Ed.), Advances in agronomy (pp. 1–56). New York: Academic.
Muukkonen, P., Häkkinen, M., & Mäkipää, R. (2009). Spatial variation in soil carbon in the organic layer of managed boreal forest soil—implications for sampling design. Environmental Monitoring and Assessment, 158(1), 67–76.
Nabuurs, G. J., Masera, O., Andrasko, K., Benitez-Ponce, P., Boer, R., Dutschke, M., Elsiddig, E., Ford-Robertson, J., Frumhoff, P., Karjalainen, T., Krankina, O., Kurz, W. A., Matsumoto, M., Oyhantcabal, W., Ravindranath, N. H., Sanchez, M. J. S., & Zhang, X. (2007). Forestry. In B. Metz, O. R. Davidson, P. R. Bosch, R. Dave, & L. A. Meyer (Eds.), Climate change 2007: Mitigation. Contribution of Working Group III to the fourth assessment report of the Intergovernmental Panel on Climate Change (pp. 541–584). Cambridge: Cambridge University Press.
Nielsen, A., Totland, Ø., & Ohlson, M. (2007). The effect of forest management operations on population performance of Vaccinium myrtillus on a landscape-scale. Basic and Applied Ecology, 8(3), 231–241.
Odeh, I. O., McBratney, A., & Chittleborough, D. (1995). Further results on prediction of soil properties from terrain attributes: heterotopic cokriging and regression-kriging. Geoderma, 67(3), 215–226.
Olsson, M. T., Erlandsson, M., Lundin, L., Nilsson, T., Nilsson, A., & Stendahl, J. (2009). Organic carbon stocks in Swedish Podzol soils in relation to soil hydrology and other site characteristics. Silva Fennica, 43(2), 209–222.
Ortiz, C. A., Liski, J., Gärdenäs, A. I., Lehtonen, A., Lundblad, M., Stendahl, J., Ågren, G. I., & Karltun, E. (2013). Soil organic carbon stock changes in Swedish forest soils—a comparison of uncertainties and their sources through a national inventory and two simulation models. Ecological Modelling, 251, 221–231.
Palviainen, M., Finér, L., Kurka, A. M., Mannerkoski, H., Piirainen, S., & Starr, M. (2004). Decomposition and nutrient release from logging residues after clear-cutting of mixed boreal forest. Plant and Soil, 263(1), 53–67.
Pan, Y., Birdsey, R. A., Fang, J., Houghton, R., Kauppi, P. E., Kurz, W. A., Phillips, O. L., Shvidenko, A., Lewis, S. L., Canadell, J. G., Ciais, P., Jackson, R. B., Pacala, S. W., McGuire, A. D., Piao, S., Rautiainen, A., Sitch, S., & Hayes, D. (2011). A large and persistent carbon sink in the world’s forests. Science, 333(6045), 988–993.
Peltoniemi, M., Mäkipää, R., Liski, J., & Tamminen, P. (2004). Changes in soil carbon with stand age—an evaluation of a modelling method with empirical data. Global Change Biology, 10(12), 2078–2091.
Penne, C., Ahrends, B., Deurer, M., & Böttcher, J. (2010). The impact of the canopy structure on the spatial variability in forest floor carbon stocks. Geoderma, 158(3–4), 282–297.
Post, W. M., Izaurralde, R. C., Mann, L. K., & Bliss, N. (2001). Monitoring and verifying changes of organic carbon in soil. Climatic Change, 51(1), 73–99.
R Core Team. (2013). R: a language and environment for statistical computing. Vienna: R Foundation for Statistical Computing.
Rice, W. R. (1989). Analyzing tables of statistical tests. Evolution, 43(1), 223–225.
Rossi, J., Govaerts, A., De Vos, B., Verbist, B., Vervoort, A., Poesen, J., Muys, B., & Deckers, J. (2009). Spatial structures of soil organic carbon in tropical forests—a case study of southeastern Tanzania. Catena, 77(1), 19–27.
Schöning, I., Totsche, K. U., & Kögel-Knabner, I. (2006). Small scale spatial variability of organic carbon stocks in litter and solum of a forested Luvisol. Geoderma, 136(3–4), 631–642.
Schulp, C. J. E., Nabuurs, G. J., Verburg, P. H., & de Waal, R. W. (2008). Effect of tree species on carbon stocks in forest floor and mineral soil and implications for soil carbon inventories. Forest Ecology and Management, 256(3), 482–490.
Seibert, J., Stendahl, J., & Sørensen, R. (2007). Topographical influences on soil properties in boreal forests. Geoderma, 141(1–2), 139–148.
Shapiro, S. S., & Wilk, M. B. (1965). An analysis of variance test for normality (complete samples). Biometrika, 52(3–4), 591–611.
Simbahan, G. C., Dobermann, A., Goovaerts, P., Ping, J., & Haddix, M. L. (2006). Fine-resolution mapping of soil organic carbon based on multivariate secondary data. Geoderma, 132(3–4), 471–489.
Ståhl, G., Boström, B., Lindkvist, H., Lindroth, A., Nilsson, J., & Olsson, M. (2004). Methodological options for quantifying changes in carbon pools in Swedish forests. Studia Forestalia Suecica, 214, 1–46.
Stendahl, J., Johansson, M., Eriksson, E., & Langvall, O. (2010). Soil organic carbon in Swedish spruce and pine forests—differences in stock levels and regional patterns. Silva Fennica, 44(1), 5–21.
Stockmann, U., Adams, M. A., Crawford, J. W., Field, D. J., Henakaarchchi, N., Jenkins, M., Minasny, B., McBratney, A. B., Courcelles, V. R., Singh, K., Wheeler, I., Abbott, L., Angers, D. A., Baldock, J., Bird, M., Brookes, P. C., Chenu, C., Jastrow, J. D., Lal, R., Lehmann, J., O’Donnell, A. G., Parton, W. J., Whitehead, D., & Zimmermann, M. (2013). The knowns, known unknowns and unknowns of sequestration of soil organic carbon. Agriculture, Ecosystems & Environment, 164, 80–99.
Thompson, J. A., & Kolka, R. K. (2005). Soil carbon storage estimation in a forested watershed using quantitative soil-landscape modeling. Soil Science Society of America Journal, 69(4), 1086–1093.
van Groenigen, J. W. (2000). The influence of variogram parameters on optimal sampling schemes for mapping by kriging. Geoderma, 97(3–4), 223–236.
van Groenigen, J. W., Siderius, W., & Stein, A. (1999). Constrained optimisation of soil sampling for minimisation of the kriging variance. Geoderma, 87(3–4), 239–259.
VandenBygaart, A. J., Gregorich, E. G., Angers, D. A., & McConkey, B. G. (2007). Assessment of the lateral and vertical variability of soil organic carbon. Canadian Journal of Soil Science, 87(4), 433–444.
Vesterdal, L., Clarke, N., Sigurdsson, B. D., & Gundersen, P. (2013). Do tree species influence soil carbon stocks in temperate and boreal forests? Forest Ecology and Management, 309, 4–18.
Webster, R., & Oliver, M. A. (2001). Geostatistics for environmental scientists. Chichester: Wiley.
Worsham, L., Markewitz, D., Nibbelink, N. P., & West, L. T. (2012). A comparison of three field sampling methods to estimate soil carbon content. Forest Science, 58(5), 513–522.
Acknowledgments
This paper is a contribution to the Norwegian centennial chair program, a collaboration between the University of Minnesota and the Norwegian University of Life Sciences (UMB). The study was cofounded by the Norwegian University of Life Sciences, Fulbright Foundation, and Torske Klubben Minneapolis. We would like to thank Fritzøe Skoger for allowing us to use their property for this investigation. Further, we would like thank Dr. Marit Lie (UMB), Dr. Anders Nilsen (UMB), Monica Slåttum (UMB), and Malin Pilstrøm (UMB) for their assistance in the collection of data. Finally, we would like express our gratitude to Dr. Randy Kolka (USDA Forest Service), Dr. Rebecca Montgomery (University of Minnesota), and two anonymous reviewers who provided thoughtful feedback which improved the manuscript.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Kristensen, T., Ohlson, M., Bolstad, P. et al. Spatial variability of organic layer thickness and carbon stocks in mature boreal forest stands—implications and suggestions for sampling designs. Environ Monit Assess 187, 521 (2015). https://doi.org/10.1007/s10661-015-4741-x
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s10661-015-4741-x