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Approaches to Modeling Landscape-Scale Drought-Induced Forest Mortality

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Simulation Modeling of Forest Landscape Disturbances

Abstract

Drought stress is an important cause of tree mortality in forests, and drought-induced disturbance events are projected to become more common due to climate change. Landscape Disturbance and Succession Models (LDSM) are becoming widely used to project climate change effects on forests, including potential interactions with natural and anthropogenic disturbances, and to explore the efficacy of alternative management actions to mitigate consequences of global changes on forests and ecosystem services. Recent studies in which drought mortality effects were incorporated into LDSMs project significant potential changes in forest composition and carbon storage, largely due to differential effects of drought on tree species and interactions with other disturbance agents. In this chapter, we review how drought affects forest ecosystems and the different ways drought effects have been modeled (both spatially and aspatially) in the past. Building on those efforts, we describe several approaches to modeling drought effects in LDSMs, discuss advantages and shortcomings of each, and include two case studies for illustration. The first approach features the use of empirically derived relationships between measures of drought and the loss of tree biomass to drought-induced mortality. The second uses deterministic rules of species mortality for given drought events to project changes in species composition and forest distribution. A third approach is more mechanistic, simulating growth reductions and death caused by water stress. Because modeling of drought effects in LDSMs is still in its infancy, and because drought is expected to play an increasingly important role in forest health, further development of modeling drought–forest dynamics is urgently needed.

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References

  • Aber JD, Federer CA (1992) A generalized, lumped-parameter model of photosynthesis, evapotranspiration and net primary production in temperate and boreal forest ecosystems. Oecologia 92:463–474

    Article  Google Scholar 

  • Aber JD, Ollinger SV, Federer A, 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. Climate Res 5:207–222

    Article  Google Scholar 

  • Adams HD, Guardiola-Claramonte M, Barron-Gafford GA, Villegas JC, Breshears DD, Zou CB, Troch PA, Huxman TE (2009) Temperature sensitivity of drought-induced tree mortality portends increased regional die-off under global-change-type drought. Proc Natl Acad Sci USA 106:7063–7066

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Allen CD, Macalady AK, Chenchouni H, Bachelet D, McDowell N, Vennetier M, Kitzberger T, Rigling A, Breshears DD, Hogg EH, Gonzalez P, Fensham R, Zhang Z, CastroJ Demidova N, Lim J-H, Allard G, Running SG, Semerci A, Cobb N (2010) A global overview of drought and heat-induced tree mortality reveals emerging climate change risks for forests. For Ecol Manag 259:660–684

    Article  Google Scholar 

  • Anderegg WRL, Kane JM, Anderegg LDL (2013) Consequences of widespread tree mortality triggered by drought and temperature stress. Nat Clim Change 3:30–36

    Article  Google Scholar 

  • Beniston M (2009) Trends in joint quantiles of temperature and precipitation in Europe since 1901 and projected for 2100. Geophys Res Lett 36:L07707

    Google Scholar 

  • Booth RK, Jackson ST, Sousa VA, Sullivan ME, Minckley TA, Clifford MJ (2012) Multi-decadal drought and amplified moisture variability drove rapid forest community change in a humid region. Ecology 93:219–226

    Article  PubMed  Google Scholar 

  • Botkin DB, Janak JF, Wallis JR (1972) Ecological consequences of a computer model of forest growth. J Ecol 60:849–872

    Article  Google Scholar 

  • Bréda N, Huc R, Granier A, Dreyer E (2006) Temperate forest trees and stands under severe drought: a review of ecophysiological responses, adaptation processes and long-term consequences. Ann For Sci 63:625–644

    Article  Google Scholar 

  • Breshears DD, Cobb NS, Rich PM, Price KP, Allen CD, Balice RG, Romme WH, Kastens JH, Floyd ML, Belnap J, Anderson JJ, Myers OB, Meyer CW (2005) Regional vegetation die-off in response to global-change-type drought. Proc Natl Acad Sci USA 102:15144–15148

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Bugmann H (2001) A review of forest gap models. Clim Change 51:259–305

    Article  Google Scholar 

  • Bugmann H, Cramer W (1998) Improving the behaviour of forest gap models along drought gradients. For Ecol Manage 103:247–263

    Article  Google Scholar 

  • Bugmann HKM, Yan X, Sykes MT, Martin P, Lindner M, Desanker PV, Cumming SG (1996) A comparison of forest gap models: Model structure and behaviour. Clim Change 34:289–313

    Google Scholar 

  • Burkett VR, Wilcox DA, Stottlemeyer R, Barrow W, Fagre D, Baron J, Price J, Nielsen JL, Allen CD, Peterson DL, Ruggerone G, Doyle T (2005) Nonlinear dynamics in ecosystem response to climatic change: case studies and policy implications. Ecol Complex 2:357–394

    Article  Google Scholar 

  • Busing R, Solomon AM, McKane RB, Burdick CA (2007) Forest dynamics in Oregon landscapes: evaluation and application of an individual-based model. Ecol Appl 17:1967–1981

    Article  PubMed  Google Scholar 

  • Cook ER, Woodhouse CA, Eakin CM, Meko DM, Stahl DW (2004) Long-term aridity changes in the western United States. Science 306:1015–1018

    Article  CAS  PubMed  Google Scholar 

  • Cook B, Seager R, Miller R (2011) Atmospheric circulation anomalies during two persistent North American droughts: 1932–1939 and 1948–1957. Clim Dyn 36:2339–2355

    Article  Google Scholar 

  • Cushman SA, McKenzie D, Peterson DL, Littell J, McKelvey KS (2007) Research agenda for integrated landscape modeling. USDA Forest Service, Rocky Mountain Research Station, Fort Collins, CO. RMRS-GTR-194

    Google Scholar 

  • D’Amato A, Bradford JB, Fraver S, Palik BJ (2013) Effects of thinning on drought vulnerability and climate response in north temperate forest ecosystems. Ecol Appl 23:1735–1742

    Article  PubMed  Google Scholar 

  • Dai A (2010) Drought under global warming: a review. Wiley Interdisci Rev Clim Change 2:45–65

    Article  Google Scholar 

  • Dai A (2011) Characteristics and trends in various forms of the Palmer Drought Severity Index during 1900–2008. J Geophys Res-Atmos 116:D12115

    Article  Google Scholar 

  • Dale VH, Joyce LA, McNulty S, Neilson RP, Ayres MP, Flannigan MD, Hanson PJ, Irland LC, Lugo AE, Peterson CJ, Simberloff D, Swanson FJ, Stocks J, Wotton M (2001) Climate change and forest disturbances. Bioscience 51:723–734

    Article  Google Scholar 

  • De Bruijn AMG, Gustafson EJ, Sturtevant B, Foster JR, Miranda BR, Lichti NI, Jacobs D (2014) Toward more robust projections of forest landscape dynamics under novel environmental conditions: embedding PnET within LANDIS-II. Ecol Model 287:44–57

    Article  Google Scholar 

  • Fauria MM, Johnson EA (2008) Climate and wildfires in the North American boreal forest. Philos Trans R Soc B Biol Sci 363:2317–2329

    Google Scholar 

  • Flannigan MD, Logan KA, Amiro BD, Skinner WR, Stocks BJ (2005) Future area burned in Canada. Clim Change 72:1–16

    Article  CAS  Google Scholar 

  • Ganey JL, Vojta SC (2011) Tree mortality in drought-stressed mixed-conifer and ponderosa pine forests, Arizona, USA. For Ecol Manag 261:162–168

    Article  Google Scholar 

  • Girardin MP, Tardif J, Flannigan MD, Bergeron Y (2006) Forest fire-conducive drought variability in the southern Canadian boreal forest and associated climatology inferred from tree rings. Can Water Resour J 31:275–296

    Article  Google Scholar 

  • Grant RF, Black TA, Gaumont-Guay D, Klujn D, Barr AG, Morgenstern K, Nesic Z (2006) Net ecosystem productivity of boreal aspen forests under drought and climate change: mathematical modelling with Ecosys. Agric For Meteorol 140:152–170

    Article  Google Scholar 

  • Grissino-Mayer HD, Swetnam TW (2000) Century-scale climate forcing of fire regimes in the American Southwest. The Holocene 10:213–220

    Article  Google Scholar 

  • Gustafson EJ (2013) When relationships estimated in the past cannot be used to predict the future: using mechanistic models to predict landscape ecological dynamics in a changing world. Landsc Ecol 28:1429–1437

    Article  Google Scholar 

  • Gustafson EJ (2014) Applicability of predictive models of drought-induced mortality between the Midwest and northeastern United States. For Sci 60(2):327–334

    Google Scholar 

  • Gustafson EJ, Sturtevant BR (2013) Modeling forest mortality caused by drought stress: implications for climate change. Ecosystems 16:60–74

    Article  Google Scholar 

  • Gustafson EJ, Shifley SR Mladenoff DJ, Nimerfro KK, He HS (2000) Spatial simulation of forest succession and timber harvesting using LANDIS. Can J For Res 30:32–43

    Google Scholar 

  • Gustafson EJ, Shvidenko AZ, Sturtevant BR, Scheller RM (2010) Predicting global change effects on forest biomass and composition in south-central Siberia. Ecol Appl 20:700–715

    Article  PubMed  Google Scholar 

  • Gustafson EJ, De Bruijn AMG, Kubiske ME, Pangle RE, Limousin J-M, McDowell N, Sturtevant BR, Muss J, Pockman WT (2015) Integrating ecophysiology and forest landscape models to better project drought effects under climate change. Global Change Biol 21:843–856

    Article  Google Scholar 

  • Hanson PJ, Weltzin F (2000) Drought disturbance from climate change: response of United States forests. Sci Total Environ 262:205–220

    Article  CAS  PubMed  Google Scholar 

  • He HS, Keane RE, Iverson LR (2008) Forest landscape models, a tool for understanding the effect of the large-scale and long-term landscape processes. For Ecol Manage 254:371–374

    Article  Google Scholar 

  • Hendon HH, Thompson DWJ, Wheeler MC (2007) Australian rainfall and surface temperature variations associated with the Southern Hemisphere annular mode. J Clim 20:2452–2467

    Article  Google Scholar 

  • Heyerdahl EK, McKenzie D, Daniels LD, Hessl AE, Littell JS, Mantua NJ (2008) Climate drivers of regionally synchronous fires in the inland Northwest (1651–1900). Int J Wildland Fire 17:40–49

    Article  Google Scholar 

  • Hogg EH, Brandt JP, Michaelian M (2008) Impacts of a regional drought on the productivity, dieback, and biomass of western Canadian aspen forests. Can J For Res 38:1373–1384

    Article  Google Scholar 

  • IPCC (2007) Contribution of working group I to the fourth assessment report of the intergovernmental panel on climate change. Solomon S, Qin D, Manning M, Chen Z, Marquis M, Averyt KB, Tignor M, Miller HL (eds) Climate change 2007: the physical science basis. Cambridge University Press, Cambridge

    Google Scholar 

  • Iverson L, Prasad A, Matthews S (2008) Modeling potential climate change impacts on the trees of the northeastern United States. Mitig Adapt Strat Glob Change 13:487–516

    Article  Google Scholar 

  • Jones EA, Reed DD, Mroz GD, Liechty HO, Cattelino PJ (1993) Climate stress as a precursor to forest decline: paper birch in northern Michigan, 1985–1990. Can J For Res 23:229–233

    Article  Google Scholar 

  • Keane RE, Austin M, Field C, Huth A, Lexer MJ, Peters D, Solomon A, Wyckoff P (2001) Tree mortality in gap models: applications to climate change. Clim Change 51:509–540

    Article  Google Scholar 

  • Keane RE, Cary GJ, Davies ID, Flannigan MD, Gardner RH, Lavorel S, Lenihan JM, Li C, Rupp TS (2004) A classification of landscape fire succession models: spatial simulations of fire and vegetation dynamics. Ecol Model 179:3–27

    Article  Google Scholar 

  • Keane RE, Loehman RA, Holsinger LM (2011) The FireBGCv2 landscape fire and succession model: a research simulation platform for exploring fire and vegetation dynamics. USDA Forest Service Rocky Mountain Research Station, Fort Collins, CO. GTR-RMRS-255

    Google Scholar 

  • Lenihan J, Bachelet D, Neilson R, Drapek R (2008) Response of vegetation distribution, ecosystem productivity, and fire to climate change scenarios for California. Clim Change 87:215–230

    Article  Google Scholar 

  • Ma Z, Peng C, Zhu Q, Chen H, Yu G, Li W, Zhou X, Wang W, Zhang W (2012) Regional drought-induced reduction in the biomass carbon sink of Canada’s boreal forests. Proc Natl Acad Sci USA 109:2423–2427

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Manion PD (1991) Tree Disease Concepts, 2nd edn. Prentice-Hall, Upper Saddle River

    Google Scholar 

  • Mattson WJ, Haack RA (1987) The role of drought in outbreaks of plant-eating insects. Bioscience 37:110–118

    Article  Google Scholar 

  • McCabe GJ, Palecki MA, Betancourt JL (2004) Pacific and Atlantic Ocean influences on multidecadal drought frequency in the United States. Proc Natl Acad Sci USA 101:4136–4141

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • McDowell NG (2011) Mechanisms linking drought, hydraulics, carbon metabolism, and vegetation mortality. Plant Physiol 155:1051–1059

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • McDowell N, Pockman WT, Allen CD, Breshears DD, Cobb N, Kolb T, Plaut J, Sperry J, West A, Williams DG, Yepez EA (2008) Mechanisms of plant survival and mortality during drought: why do some plants survive while others succumb to drought? New Phytol 178:719–739

    Article  PubMed  Google Scholar 

  • Medlyn BE, Duursma RA, Zeppel MJB (2011) Forest productivity under climate change: a checklist for evaluating model studies. Wiley Interdisc Rev Clim Change 2:332–355

    Article  Google Scholar 

  • Michaelian ME, Hogg H, Hall RJ, Arsenault E (2011) Massive mortality of aspen following severe drought along the southern edge of the Canadian boreal forest. Glob Change Biol 17:2084–2094

    Article  Google Scholar 

  • Miller C, Urban DL (2000) Modeling the effects of fire management alternatives on Sierra Nevada mixed-conifer forests. Ecol Appl 10:85–94

    Article  Google Scholar 

  • Mladenoff DJ, Baker WL (eds) (1999) Spatial modeling of forest landscape change: approaches and applications. Cambridge University Press, Cambridge

    Google Scholar 

  • Mueller RC, Scudder CM, Porter ME, Trotter RT, Gehring CA, Whitham TG (2005) Differential tree mortality in response to severe drought: evidence for long-term vegetation shifts. J Ecol 93:1085–1093

    Article  Google Scholar 

  • Nelson DB, Abbott MB, Steinman B, Polissar PJ, Stansell ND, Ortiz JD, Rosenmeier MF, Finney BP, Riedel J (2011) Drought variability in the Pacific Northwest from a 6,000-yr lake sediment record. Proc Natl Acad Sci USA 108:3870–3875

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Ogle KT, Whitham G, Cobb NS (2000) Tree-ring variation in pinyon predicts likelihood of death following severe drought. Ecology 81:3237–3243

    Article  Google Scholar 

  • Ollinger SV, Aber JD, Federer CA (1998) Estimating regional forest productivity and water yield using an ecosystem model linked to a GIS. Landscape Ecol 13:323–334

    Article  Google Scholar 

  • Pacala SW, Canham CD, Silander JAJ (1993) Forest models defined by field measurements: I. The design of a northeastern forest simulator. Can J For Res 23:1980–1988

    Article  Google Scholar 

  • Pangle RE, Hill JP, Plaut JA et al (2012) Methodology and performance of a rainfall manipulation experiment in a piñon-juniper woodland. Ecosphere 3:28

    Google Scholar 

  • Pastor J, Post WM (1986) Influence of climate, soil moisture, and succession on forest carbon and nitrogen cycles. Biogeochemistry 2:3–27

    Article  Google Scholar 

  • Peters E, Wythers K, Bradford J, Reich P (2013) Influence of disturbance on temperate forest productivity. Ecosystems 16:95–110

    Article  Google Scholar 

  • Prentice CI, Sykes MT, Cramer W (1993) A simulation model for the transient effects of climate change on forest landscapes. Ecol Model 65:51–70

    Article  Google Scholar 

  • Ravenscroft C, Scheller RM, Mladenoff DJ, White MA (2010) Forest restoration in a mixed-ownership landscape under climate change. Ecol Appl 20:327–346

    Article  PubMed  Google Scholar 

  • Reich PB, Ellsworth DS, Walters MB, Vose JM, Gresham C, Volin JC, Bowman WD (1999) Generality of leaf trait relationships: a test across six biomes. Ecology 80:1955–1969

    Article  Google Scholar 

  • Running SW, Gower ST (1991) FOREST-BGC, A general model of forest ecosystem processes for regional applications. II. Dynamic carbon allocation and nitrogen budgets. Tree Physiol 9:147–160

    Article  CAS  PubMed  Google Scholar 

  • Sala A, Piper F, Hoch G (2010) Physiological mechanisms of drought-induced tree mortality are far from being resolved. New Phytol 186:274–281

    Article  PubMed  Google Scholar 

  • Sala A, Woodruff DR, Meinzer FC (2012) Carbon dynamics in trees: feast or famine? Tree Physiol 32:764–775

    Article  CAS  PubMed  Google Scholar 

  • Sato H, Itoh A, Kohyama T (2007) SEIB–DGVM: A new Dynamic Global Vegetation Model using a spatially explicit individual-based approach. Ecol Model 200:279–307

    Article  Google Scholar 

  • Scheller RM, Mladenoff DJ (2004) A forest growth and biomass module for a landscape simulation model, LANDIS: design, validation, and application. Ecol Model 180:211–229

    Article  Google Scholar 

  • Scheller RM, Mladenoff DJ (2007) An ecological classification of forest landscape simulation models: tools and strategies for understanding broad-scale forested ecosystems. Landsc Ecol 22:491–505

    Article  Google Scholar 

  • Scheller RM, Domingo JB, Sturtevant BR, Williams JS, Rudy A, Gustafson EJ, Mladenoff DJ (2007) Design, development, and application of LANDIS-II, a spatial landscape simulation model with flexible temporal and spatial resolution. Ecol Model 201:409–419

    Article  Google Scholar 

  • Seager R, Ting M, Held I, Kushnir Y, Lu J, Vecchi G, Huang H-P, Harnik N, Leetmaa A, Lau N-C, Li C, Velez J, Naik N (2007) Model projections of an imminent transition to a more arid climate in southwestern North America. Science 316:1181–1184

    Article  CAS  PubMed  Google Scholar 

  • Seager R, Tzanova A, Nakamura J (2009) Drought in the southeastern United States: causes, variability over the last millennium, and the potential for future hydroclimate change. J Climate 22:5021–5045

    Article  Google Scholar 

  • Shinneman DJ, Baker WL (2009) Historical fire and multidecadal drought as context for piñon-juniper woodland restoration in western Colorado. Ecol Appl 19:1231–1245

    Article  PubMed  Google Scholar 

  • Shinneman DJ, Cornett MW, Palik BJ (2010) Simulating restoration strategies for a southern boreal forest landscape with complex land ownership patterns. For Ecol Manage 259:446–458

    Article  Google Scholar 

  • Shinneman D, Scheller R, Yang J (in prep.) LANDIS-II stress mortality v1.0 extension—user guide

    Google Scholar 

  • Shugart HH (1984) A theory of forest dynamics: the ecological implications of forest succession models. Springer, New York

    Book  Google Scholar 

  • Stahle D, Fye F, Cook E, Griffin R (2007) Tree-ring reconstructed megadroughts over North America since A.D. 1300. Clim Change 83:133–149

    Article  Google Scholar 

  • Stephenson NL (1998) Actual evapotranspiration and deficit: biologically meaningful correlates of vegetation distribution across spatial scales. J Biogeogr 25:855–870

    Article  Google Scholar 

  • Sturtevant BR, Scheller RM, Miranda BR, Shinneman D, Syphard A (2009) Simulating dynamic and mixed-severity fire regimes: a process-based fire extension for LANDIS-II. Ecol Model 220:3380–3393

    Article  Google Scholar 

  • Suarez ML, Ghermandi L, Kitzberger T (2004) Factors predisposing episodic drought-induced tree mortality in Nothofagus-site, climatic sensitivity and growth trends. J Ecol 92:954–966

    Article  Google Scholar 

  • Thornthwaite CW (1948) An approach toward a rational classification of climate. Geogr Rev 38:55–94

    Article  Google Scholar 

  • Turner DP, Ritts WD, Law BE, Cohen WB, Yang Z, Hudiburg T, Campbell JL, Duane M (2007) Scaling net ecosystem production and net biome production over a heterogeneous region in the western United States. Biogeosciences 4:597–612

    Article  CAS  Google Scholar 

  • Wang W, Peng C, Kneeshaw DD, Larocque GR, Luo Z (2012) Drought-induced tree mortality: ecological consequences, causes, and modeling. Environ Rev 20:109–121

    Article  Google Scholar 

  • Wehner M, Easterling DR, Lawrimore JH, Heim RR, Vose RS, Santer BD (2011) Projections of future drought in the continental United States and Mexico. J Hydrometeorol 12:1359–1377

    Article  Google Scholar 

  • Wells N, Goddard S, Hayes MJ (2004) A self-calibrating Palmer Drought Severity Index. J Climate 17:2335–2351

    Article  Google Scholar 

  • Westerling AL, Swetnam TW (2003) Interannual to decadal drought and wildfire in the western United States. EOS 84:545–560

    Article  Google Scholar 

  • Xu C, Gertner GZ, Scheller RM (2009) Uncertainties in the response of a forest landscape to global climatic change. Glob Change Biol 15:116–131

    Article  CAS  Google Scholar 

  • Zhao M, Running SW (2010) Drought-induced reduction in global terrestrial net primary production from 2000 through 2009. Science 329:940–943

    Article  CAS  PubMed  Google Scholar 

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Acknowledgments

We thank E. Qualtierre, J. Bradford, A. Perera, B. Sturtevant and L. Buse for reviews that helped improve the manuscript. Funding support for both authors was provided by the Northern Research Station of the USDA Forest Service, with additional support for Shinneman by the U.S. Geological Survey. We thank Sue Lietz for technical assistance. Any use of trade, product, or firm names is for descriptive purposes only and does not imply endorsement by the U.S. Government.

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Gustafson, E.J., Shinneman, D.J. (2015). Approaches to Modeling Landscape-Scale Drought-Induced Forest Mortality. In: Perera, A., Sturtevant, B., Buse, L. (eds) Simulation Modeling of Forest Landscape Disturbances. Springer, Cham. https://doi.org/10.1007/978-3-319-19809-5_3

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