Assessing uncertainties in a second-generation dynamic vegetation model caused by ecological scale limitations

被引:200
作者
Fisher, Rosie [1 ]
McDowell, Nate [1 ]
Purves, Drew [2 ]
Moorcroft, Paul [3 ]
Sitch, Stephen [4 ]
Cox, Peter [5 ,6 ]
Huntingford, Chris [7 ]
Meir, Patrick [8 ]
Woodward, F. Ian [9 ]
机构
[1] Los Alamos Natl Lab, Div Earth & Environm Sci, Los Alamos, NM 87545 USA
[2] Microsoft Res, Cambridge, England
[3] Harvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
[4] Univ Leeds, Dept Geog, Leeds, W Yorkshire, England
[5] Univ Exeter, Sch Engn Math & Phys Sci, Exeter EX4 4QF, Devon, England
[6] Met Off Hadley Ctr, Exeter EX1 3PB, Devon, England
[7] Ctr Ecol & Hydrol, Wallingford OX10 8BB, Oxon, England
[8] Univ Edinburgh, Sch Geosci, Edinburgh, Midlothian, Scotland
[9] Univ Sheffield, Dept Anim & Plant Sci, Sheffield S10 2TN, S Yorkshire, England
基金
英国自然环境研究理事会;
关键词
Amazon; competition; competitive exclusion; dynamic global vegetation model (DGVM); ecosystem demography; migration; perfect plasticity; scaling; INDUCED TREE MORTALITY; AMAZONIAN RAIN-FOREST; CLIMATE-CHANGE; WOOD DENSITY; TERRESTRIAL ECOSYSTEMS; STOMATAL CONDUCTANCE; COMMUNITY ECOLOGY; TRADE-OFFS; CARBON; PLANT;
D O I
10.1111/j.1469-8137.2010.03340.x
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
P>Second-generation Dynamic Global Vegetation Models (DGVMs) have recently been developed that explicitly represent the ecological dynamics of disturbance, vertical competition for light, and succession. Here, we introduce a modified second-generation DGVM and examine how the representation of demographic processes operating at two-dimensional spatial scales not represented by these models can influence predicted community structure, and responses of ecosystems to climate change. The key demographic processes we investigated were seed advection, seed mixing, sapling survival, competitive exclusion and plant mortality. We varied these parameters in the context of a simulated Amazon rainforest ecosystem containing seven plant functional types (PFTs) that varied along a trade-off surface between growth and the risk of starvation induced mortality. Varying the five unconstrained parameters generated community structures ranging from monocultures to equal co-dominance of the seven PFTs. When exposed to a climate change scenario, the competing impacts of CO2 fertilization and increasing plant mortality caused ecosystem biomass to diverge substantially between simulations, with mid-21st century biomass predictions ranging from 1.5 to 27.0 kg C m-2. Filtering the results using contemporary observation ranges of biomass, leaf area index (LAI), gross primary productivity (GPP) and net primary productivity (NPP) did not substantially constrain the potential outcomes. We conclude that demographic processes represent a large source of uncertainty in DGVM predictions.
引用
收藏
页码:666 / 681
页数:16
相关论文
共 103 条
[1]   Temperature sensitivity of drought-induced tree mortality portends increased regional die-off under global-change-type drought [J].
Adams, Henry D. ;
Guardiola-Claramonte, Maite ;
Barron-Gafford, Greg A. ;
Villegas, Juan Camilo ;
Breshears, David D. ;
Zou, Chris B. ;
Troch, Peter A. ;
Huxman, Travis E. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2009, 106 (17) :7063-7066
[2]   Understanding height-structured competition in forests: is there an R* for light? [J].
Adams, Thomas P. ;
Purves, Drew W. ;
Pacala, Stephen W. .
PROCEEDINGS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2007, 274 (1628) :3039-3047
[3]   A global overview of drought and heat-induced tree mortality reveals emerging climate change risks for forests [J].
Allen, Craig D. ;
Macalady, Alison K. ;
Chenchouni, Haroun ;
Bachelet, Dominique ;
McDowell, Nate ;
Vennetier, Michel ;
Kitzberger, Thomas ;
Rigling, Andreas ;
Breshears, David D. ;
Hogg, E. H. ;
Gonzalez, Patrick ;
Fensham, Rod ;
Zhang, Zhen ;
Castro, Jorge ;
Demidova, Natalia ;
Lim, Jong-Hwan ;
Allard, Gillian ;
Running, Steven W. ;
Semerci, Akkin ;
Cobb, Neil .
FOREST ECOLOGY AND MANAGEMENT, 2010, 259 (04) :660-684
[4]  
[Anonymous], 2001, DESCRIPTION TRIFFID
[5]  
Arora VK, 2006, EARTH INTERACT, V10
[6]   Variation in wood density determines spatial patterns in Amazonian forest biomass [J].
Baker, TR ;
Phillips, OL ;
Malhi, Y ;
Almeida, S ;
Arroyo, L ;
Di Fiore, A ;
Erwin, T ;
Killeen, TJ ;
Laurance, SG ;
Laurance, WF ;
Lewis, SL ;
Lloyd, J ;
Monteagudo, A ;
Neill, DA ;
Patiño, S ;
Pitman, NCA ;
Silva, JNM ;
Martínez, RV .
GLOBAL CHANGE BIOLOGY, 2004, 10 (05) :545-562
[7]   Performance trade-offs among tropical tree seedlings in contrasting microhabitats [J].
Baraloto, C ;
Goldberg, DE ;
Bonal, D .
ECOLOGY, 2005, 86 (09) :2461-2472
[8]   A dynamic global vegetation model for use with climate models: concepts and description of simulated vegetation dynamics [J].
Bonan, GB ;
Levis, S ;
Sitch, S ;
Vertenstein, M ;
Oleson, KW .
GLOBAL CHANGE BIOLOGY, 2003, 9 (11) :1543-1566
[9]   Forests and climate change: Forcings, feedbacks, and the climate benefits of forests [J].
Bonan, Gordon B. .
SCIENCE, 2008, 320 (5882) :1444-1449
[10]   Drought effects on litterfall, wood production and belowground carbon cycling in an Amazon forest: results of a throughfall reduction experiment [J].
Brando, Paulo M. ;
Nepstad, Daniel C. ;
Davidson, Eric A. ;
Trumbore, Susan E. ;
Ray, David ;
Camargo, Plinio .
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2008, 363 (1498) :1839-1848