Abstract
Climate, tree species traits, and soil fertility are key controls on forest productivity. However, in most forest ecosystems, natural and human disturbances, such as wind throw, fire, and harvest, can also exert important and lasting direct and indirect influence over productivity. We used an ecosystem model, PnET-CN, to examine how disturbance type, intensity, and frequency influence net primary production (NPP) across a range of forest types from Minnesota and Wisconsin, USA. We assessed the importance of past disturbances on NPP, net N mineralization, foliar N, and leaf area index at 107 forest stands of differing types (aspen, jack pine, northern hardwood, black spruce) and disturbance history (fire, harvest) by comparing model simulations with observations. The model reasonably predicted differences among forest types in productivity, foliar N, leaf area index, and net N mineralization. Model simulations that included past disturbances minimally improved predictions compared to simulations without disturbance, suggesting the legacy of past disturbances played a minor role in influencing current forest productivity rates. Modeled NPP was more sensitive to the intensity of soil removal during a disturbance than the fraction of stand mortality or wood removal. Increasing crown fire frequency resulted in lower NPP, particularly for conifer forest types with longer leaf life spans and longer recovery times. These findings suggest that, over long time periods, moderate frequency disturbances are a relatively less important control on productivity than climate, soil, and species traits.
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References
Aber JD, Driscoll CT. 1997. Effects of land use, climate variation, and N deposition on N cycling and C storage in northern hardwood forests. Global Biogeochem Cycles 11(4):639–48.
Aber JD, Ollinger SV, Federer CA, Reich PB, Goulden ML, Kicklighter DW, Melillo JM, Lathrop RG. 1995. Predicting the effects of climate change on water yield and forest production in the northeastern United States. Clim Res 5(3):207–22.
Aber JD, Reich PB, Goulden ML. 1996. Extrapolating leaf CO2 exchange to the canopy: a generalized model of forest photosynthesis compared with measurements by eddy correlation. Oecologia 106(2):257–65.
Aber JD, Ollinger SV, Driscoll CT. 1997. Modeling nitrogen saturation in forest ecosystems in response to land use and atmospheric deposition. Ecol Model 101(1):61–78.
Aber JD, Ollinger SV, Driscoll CT, Likens GE, Holmes RT, Freuder RJ, Goodale CL. 2002. Inorganic nitrogen losses from a forested ecosystem in response to physical, chemical, biotic, and climatic perturbations. Ecosystems 5(7):648–58.
Amiro BD, Barr AG, Barr JG, Black TA, Bracho R, Brown M, Chen J, Clark KL, Davis KJ, Desai AR, Dore S, Engel V, Fuentes JD, Goldstein AH, Goulden ML, Kolb TE, Lavigne MB, Law BE, Margolis HA, Martin T, McCaughey JH, Misson L, Montes-Helu M, Noormets A, Randerson JT, Starr G, Xiao J. 2010. Ecosystem carbon dioxide fluxes after disturbance in forests of North America. J Geophys Res Biogeosci 115:G00K02.
Balshi MS, McGuire AD, Zhuang Q, Melillo J, Kicklighter DW, Kasischke E, Wirth C, Flannigan M, Harden J, Clein JS, Burnside TJ, McAllister J, Kurz WA, Apps M, Shvidenko A. 2007. The role of historical fire disturbance in the carbon dynamics of the pan-boreal region: a process-based analysis. J Geophys Res Biogeosci 112(G2):ARTN G02029.
Bradford JB. 2011. Divergence in forest-type response to climate and weather: evidence for regional links between forest-type evenness and net primary productivity. Ecosystems 14(6):975–86.
Bradford JB, Fraver S, Milo AM, D’Amato AW, Palik B, Shinneman DJ. 2012. Effects of multiple interacting disturbances and salvage logging on forest carbon stocks. For Ecol Manage 267:209–14.
Carlson DJ, Reich PB, Frelich LE. 2011. Fine-scale heterogeneity in overstory composition contributes to heterogeneity of wildfire severity in southern boreal forest. J For Res 16(3):203–14.
Chertov O, Bhatti JS, Komarov A, Mikhailov A, Bykhovets S. 2009. Influence of climate change, fire and harvest on the carbon dynamics of black spruce in Central Canada. For Ecol Manage 257(3):941–50.
Dale VH, Joyce LA, McNulty S, Neilson RP. 2000. The interplay between climate change, forests, and disturbances. Sci Total Environ 262(3):201–4.
D’Amato AW, Fraver S, Palik BJ, Bradford JB, Patty L. 2011. Singular and interactive effects of blowdown, salvage logging, and wildfire in sub-boreal pine systems. For Ecol Manage 262:2070–8.
Davis SC, Hessl AE, Thomas RB. 2008. A modified nitrogen budget for temperate deciduous forests in an advanced stage of nitrogen saturation. Glob Biogeochem Cycles 22(4):ARTN GB4006.
Davis SC, Hessl AE, Scott CJ, Adams MB, Thomas RB. 2009. Forest carbon sequestration changes in response to timber harvest. For Ecol Manage 258(9):2101–9.
Ellsworth DS, Reich PB. 1993. Canopy structure and vertical patterns of photosynthesis and related leaf traits in a deciduous forest. Oecologia 96(2):169–78.
Flannigan MD, Krawchuk MA, de Groot WJ, Wotton BM, Gowman LM. 2009. Implications of changing climate for global wildland fire. Int J Wildland Fire 18(5):483–507.
Foster D, Swanson F, Aber J, Burke I, Brokaw N, Tilman D, Knapp A. 2003. The importance of land-use legacies to ecology and conservation. Bioscience 53(1):77–88.
Fownes JH. 1986. Water use and primary production of Wisconsin hardwood forests. Dissertation, University of Wisconsin, Madison, WI.
Fraver S, Jain T, Bradford JB, D’Amato AW, Kastendick D, Palik B, Shinneman D, Stanovick J. 2011. The efficacy of salvage logging in reducing subsequent fire severity in conifer-dominated forests of Minnesota, USA. Ecol Appl 21(6):1895–901.
Frelich LE, Reich PB. 2010. Will environmental changes reinforce the impact of global warming on the prairie-forest border of central North America? Front Ecol Environ 8:371–8.
Friedman SK, Reich PB. 2005. Regional legacies of logging: departure from presettlement forest conditions in northern Minnesota. Ecol Appl 15(2):726–44.
Galloway JN, Dentener FJ, Capone DG, Boyer EW, Howarth RW, Seitzinger SP, Asner GP, Cleveland CC, Green PA, Holland EA, Karl DM, Michaels AF, Porter JH, Townsend AR, Vorosmarty CJ. 2004. Nitrogen cycles: past, present, and future. Biogeochemistry 70(2):153–226.
Gough CM, Vogel CS, Harrold KH, George K, Curtis PS. 2007. The legacy of harvest and fire on ecosystem carbon storage in a north temperate forest. Glob Change Biol 13(9):1935–49.
Gough CM, Vogel CS, Schmid HP, Curtis PS. 2008. Controls on annual forest carbon storage: lessons from the past and predictions for the future. Bioscience 58(7):609–22.
Goulden ML, McMillan AMS, Winston GC, Rocha AV, Manies KL, Harden JW, Bond-Lamberty BP. 2011. Patterns of NPP, GPP, respiration, and NEP during boreal forest succession. Glob Change Biol 17(2):855–71.
Gower ST, Reich PB, Son Y. 1993. Canopy dynamics and aboveground production of 5 tree species with different leaf longevities. Tree Physiol 12(4):327–45.
Gower ST, McMurtrie RE, Murty D. 1996. Aboveground net primary production decline with stand age: potential causes. Trends Ecol Evol 11(9):378–82.
Green DS, Erickson JE, Kruger EL. 2003. Foliar morphology and canopy nitrogen as predictors of light-use efficiency in terrestrial vegetation. Agric For Meteorol 115(3–4):163–71.
Heinselman ML. 1981. Fire intensity and frequency as factors in the distribution and structure of northern ecosystems. In: Mooney HH, Bonnicksen JM, Christensen NL, Lotan JE, Reiners WA, Eds. Fire regimes and ecosystem properties. US Forest Service General Technical Report WO-26. pp 7–57.
Howard EA, Gower ST, Foley JA, Kucharik CJ. 2004. Effects of logging on carbon dynamics of a jack pine forest in Saskatchewan, Canada. Glob Change Biol 10(8):1267–84.
Irland LC, Adams D, Alig R, Betz CJ, Chen CC, Hutchins M, McCarl BA, Skog K, Sohngen BL. 2001. Assessing socioeconomic impacts of climate change on US forests, wood-product markets, and forest recreation. Bioscience 51(9):753–64.
Johnson DW, Curtis PS. 2001. Effects of forest management on soil C and N storage: meta analysis. For Ecol Manage 140(2–3):227–38.
Katsuyama M, Shibata H, Yoshioka T, Yoshida T, Ogawa A, Ohte N. 2009. Applications of a hydro-biogeochemical model and long-term simulations of the effects of logging in forested watersheds. Sustain Sci 4(2):179–88.
Latty EF, Canham CD, Marks PL. 2004. The effects of land-use history on soil properties and nutrient dynamics in northern hardwood forests of the Adirondack Mountains. Ecosystems 7(2):193–207.
Law BE, Sun OJ, Campbell J, Van Tuyl S, Thornton PE. 2003. Changes in carbon storage and fluxes in a chronosequence of ponderosa pine. Glob Change Biol 9(4):510–24.
Lennon JM, Aber JD, Melillo JM. 1985. Primary production and nitrogen allocation of field-grown sugar maples in relation to nitrogen availability. Biogeochemistry 1(2):135–54.
Martin JL, Gower ST, Plaut J, Holmes B. 2005. Carbon pools in a boreal mixedwood logging chronosequence. Glob Change Biol 11(11):1883–94.
Mueller KE, Hobbie SE, Oleksyn J, Reich PB, Eissenstat DM. 2012. Do evergreen and deciduous trees have different effects on net N mineralization in soil? Ecology 93(6):1463–72.
Nadelhoffer KJ, Aber JD, Melillo JM. 1983. Leaf-litter production and soil organic-matter dynamics along a nitrogen-availability gradient in southern Wisconsin (USA). Can J For Res 13(1):12–21.
Nadelhoffer KJ, Aber JD, Melillo JM. 1985. Fine roots, net primary production, and soil-nitrogen availability—a new hypothesis. Ecology 66(4):1377–90.
Nave LE, Vance ED, Swanston CW, Curtis PS. 2011. Fire effects on temperate forest soil C and N storage. Ecol Appl 21(4):1189–201.
Odum EP. 1969. The strategy of ecosystem development. Science 164:262–70.
Ollinger SV, Aber JD, Reich PB, Freuder RJ. 2002. Interactive effects of nitrogen deposition, tropospheric ozone, elevated CO2 and land use history on the carbon dynamics of northern hardwood forests. Glob Change Biol 8(6):545–62.
Ollinger SV, Richardson AD, Martin ME, Hollinger DY, Frolking SE, Reich PB, Plourde LC, Katul GG, Munger JW, Oren R, Smith ML, Paw KT, Bolstad PV, Cook BD, Day MC, Martin TA, Monson RK, Schmid HP. 2008. Canopy nitrogen, carbon assimilation, and albedo in temperate and boreal forests: functional relations and potential climate feedbacks. Proc Nat Acad Sci USA 105(49):19336–41.
Pan Y, Birdsey R, Hom J, McCullough K, Clark K. 2006. Improved estimates of net primary productivity from MODIS satellite data at regional and local scales. Ecol Appl 16(1):125–32.
Pan YD, Birdsey R, Hom J, McCullough K. 2009. Separating effects of changes in atmospheric composition, climate and land-use on carbon sequestration of US Mid-Atlantic temperate forests. For Ecol Manage 259(2):151–64.
Pan YD, Birdsey RA, Fang JY, Houghton R, Kauppi PE, Kurz WA, Phillips OL, Shvidenko A, Lewis SL, Canadell JG, Ciais P, Jackson RB, Pacala SW, McGuire AD, Piao SL, Rautiainen A, Sitch S, Hayes D. 2011. A large and persistent carbon sink in the world’s forests. Science 333(6045):988–93.
Pastor J, Aber JD, McClaugherty CA, Melillo JM. 1984. Aboveground production and N and P cycling along a nitrogen mineralization gradient on Blackhawk Island, Wisconsin. Ecology 65(1):256–68.
Peckham SD, Gower ST. 2011. Simulated long-term effects of harvest and biomass residue removal on soil carbon and nitrogen content and productivity for two Upper Great Lakes forest ecosystems. Glob Change Biol Bioenergy 3(2):135–47.
Potter CS, Klooster S, Brooks V. 1999. Interannual variability in terrestrial net primary production: exploration of trends and controls on regional to global scales. Ecosystems 2(1):36–48.
Raich JW, Nadelhoffer KJ. 1989. Belowground carbon allocation in forest ecosystems: global trends. Ecology 70(5):1346–54.
Ravenscroft C, Scheller RM, Mladenoff DJ, White MA. 2010. Forest restoration in a mixed-ownership landscape under climate change. Ecol Appl 20(2):327–46.
Reich PB. 2012. Key canopy traits drive forest productivity. Proc R Soc B 279(1736):2128–34.
Reich PB, Grigal DF, Aber JD, Gower ST. 1997. Nitrogen mineralization and productivity in 50 hardwood and conifer stands on diverse soils. Ecology 78(2):335–47.
Reich PB, Ellsworth DS, Walters MB. 1998. Leaf structure (specific leaf area) modulates photosynthesis-nitrogen relations: evidence from within and across species and functional groups. Funct Ecol 12(6):948–58.
Reich PB, Bakken P, Carlson D, Frelich LE, Friedman SK, Grigal DF. 2001a. Influence of logging, fire, and forest type on biodiversity and productivity in southern boreal forests. Ecology 82(10):2731–48.
Reich PB, Peterson DW, Wedin DA, Wrage K. 2001b. Fire and vegetation effects on productivity and nitrogen cycling across a forest-grassland continuum. Ecology 82(6):1703–19.
Rich RL, Frelich LE, Reich PB. 2007. Wind-throw mortality in the southern boreal forest: effects of species, diameter and stand age. J Ecol 95(6):1261–73.
Ryan MG, Binkley D, Fownes JH. 1997. Age-related decline in forest productivity: pattern and process. Adv Ecol Res 27:213–62.
Ryu SR, Chen J, Noormets A, Bresee MK, Ollinger SV. 2008. Comparisons between PnET-Day and eddy covariance based gross ecosystem production in two Northern Wisconsin forests. Agric For Meteorol 148(2):247–56.
Scheller RM, Hua D, Bolstad PV, Birdsey RA, Mladenoff DJ. 2011. The effects of forest harvest intensity in combination with wind disturbance on carbon dynamics in Lake States Mesic Forests. Ecol Model 222(1):144–53.
Seedre M, Shrestha BM, Chen HYH, Colombo S, Jogiste K. 2011. Carbon dynamics of North American boreal forest after stand replacing wildfire and clearcut logging. J For Res 16(3):168–83.
Shanin VN, Komarov AS, Mikhailov AV, Bykhovets SS. 2011. Modelling carbon and nitrogen dynamics in forest ecosystems of Central Russia under different climate change scenarios and forest management regimes. Ecol Model 222(14):2262–75.
Solomon S, Qin D, Manning M, Chen Z, Marquis M, Averyt KB, Tignor M, Miller HL, Eds. 2007. The physical science basis. Contribution of working group I to the fourth assessment report of the intergovernmental panel on climate change 2007. Cambridge: Cambridge University Press.
Twine TE, Kucharik CJ. 2009. Climate impacts on net primary productivity trends in natural and managed ecosystems of the central and eastern United States. Agric For Meteorol 149(12):2143–61.
Wang CK, Bond-Lamberty B, Gower ST. 2003. Carbon distribution of a well- and poorly-drained black spruce fire chronosequence. Glob Change Biol 9(7):1066–79.
White MA, Host GE. 2008. Forest disturbance frequency and patch structure from pre-European settlement to present in the Mixed Forest Province of Minnesota, USA. Can J For Res 38(8):2212–26.
Wythers KR, Reich PB, Turner DP. 2003. Predicting leaf area index from scaling principles: corroboration and consequences. Tree Physiol 23(17):1171–9.
Acknowledgments
We thank Scott Ollinger for help with PnET-CN parameters and algorithms; Peter Snyder for advice on climate data; Matthew Peters for providing soil water holding capacity data; and all the researchers whose work provided useful comparative data. This work was funded by a Discovery Grant from the University of Minnesota’s Institute on the Environment, the Wilderness Research Foundation, and the Superior National Forest. We also thank the NSF LTER program (DEB 0620652) for support.
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Emily B. Peters: Conceived of or designed study, performed research, analyzed data, wrote the paper. Kirk R. Wythers: Conceived of or designed study, performed research, analyzed data. John B. Bradford: Conceived of or designed study, analyzed data. Peter B. Reich: Conceived of or designed study, analyzed data.
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Peters, E.B., Wythers, K.R., Bradford, J.B. et al. Influence of Disturbance on Temperate Forest Productivity. Ecosystems 16, 95–110 (2013). https://doi.org/10.1007/s10021-012-9599-y
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DOI: https://doi.org/10.1007/s10021-012-9599-y