Representation of vegetation dynamics in the modelling of terrestrial ecosystems: comparing two contrasting approaches within European climate space
Abstract
- 1
Advances in dynamic ecosystem modelling have made a number of different approaches to vegetation dynamics possible. Here we compare two models representing contrasting degrees of abstraction of the processes governing dynamics in real vegetation.
- 2
Model (a) (GUESS) simulates explicitly growth and competition among individual plants. Differences in crown structure (height, depth, area and LAI) influence relative light uptake by neighbours. Assimilated carbon is allocated individually by each plant to its leaf, fine root and sapwood tissues. Carbon allocation and turnover of sapwood to heartwood in turn govern height and diameter growth.
- 3
Model (b) (LPJ) incorporates a ‘dynamic global vegetation model’ (DGVM) architecture, simulating growth of populations of plant functional types (PFTs) over a grid cell, integrating individual‐level processes over the proportional area (foliar projective cover, FPC) occupied by each PFT. Individual plants are not simulated, but are replaced by explicit parameterizations of their growth and interactions.
- 4
The models are identical in their representation of core physiological and biogeochemical processes. Both also use the same set of PFTs, corresponding to the major woody plant groups in Europe, plus a grass type.
- 5
When applied at a range of locations, broadly spanning climatic variation within Europe, both models successfully predicted PFT composition and succession within modern natural vegetation. However, the individual‐based model performed better in areas where deciduous and evergreen types coincide, and in areas subject to pronounced seasonal water deficits, which would tend to favour grasses over drought‐intolerant trees.
- 6
Differences in model performance could be traced to their treatment of individual‐level processes, in particular light competition and stress‐induced mortality.
- 7
Our results suggest that an explicit individual‐based approach to vegetation dynamics may be an advantage in modelling of ecosystem structure and function at the resolution required for regional‐ to continental‐scale studies.
Citing Literature
Number of times cited according to CrossRef: 192
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- Jing Tang, Guy Schurgers, Hanna Valolahti, Patrick Faubert, Päivi Tiiva, Anders Michelsen, Riikka Rinnan, Challenges in modelling isoprene and monoterpene emission dynamics of Arctic plants: a case study from a subarctic tundra heath, Biogeosciences, 10.5194/bg-13-6651-2016, 13, 24, (6651-6667), (2016).
- Stijn Hantson, Almut Arneth, Sandy P. Harrison, Douglas I. Kelley, I. Colin Prentice, Sam S. Rabin, Sally Archibald, Florent Mouillot, Steve R. Arnold, Paulo Artaxo, Dominique Bachelet, Philippe Ciais, Matthew Forrest, Pierre Friedlingstein, Thomas Hickler, Jed O. Kaplan, Silvia Kloster, Wolfgang Knorr, Gitta Lasslop, Fang Li, Stephane Mangeon, Joe R. Melton, Andrea Meyn, Stephen Sitch, Allan Spessa, Guido R. van der Werf, Apostolos Voulgarakis, Chao Yue, The status and challenge of global fire modelling, Biogeosciences, 10.5194/bg-13-3359-2016, 13, 11, (3359-3375), (2016).
- Minchao Wu, Guy Schurgers, Markku Rummukainen, Benjamin Smith, Patrick Samuelsson, Christer Jansson, Joe Siltberg, Wilhelm May, Vegetation–climate feedbacks modulate rainfall patterns in Africa under future climate change, Earth System Dynamics, 10.5194/esd-7-627-2016, 7, 3, (627-647), (2016).
- Pete Smith, Joanna I. House, Mercedes Bustamante, Jaroslava Sobocká, Richard Harper, Genxing Pan, Paul C. West, Joanna M. Clark, Tapan Adhya, Cornelia Rumpel, Keith Paustian, Peter Kuikman, M. Francesca Cotrufo, Jane A. Elliott, Richard McDowell, Robert I. Griffiths, Susumu Asakawa, Alberte Bondeau, Atul K. Jain, Jeroen Meersmans, Thomas A. M. Pugh, Global change pressures on soils from land use and management, Global Change Biology, 10.1111/gcb.13068, 22, 3, (1008-1028), (2015).
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- Adrian Pachzelt, Matthew Forrest, Anja Rammig, Steven I. Higgins, Thomas Hickler, Potential impact of large ungulate grazers on African vegetation, carbon storage and fire regimes, Global Ecology and Biogeography, 10.1111/geb.12313, 24, 9, (991-1002), (2015).
- Veiko Lehsten, Martin T. Sykes, Anna Victoria Scott, Joseph Tzanopoulos, Athanasios Kallimanis, Antonios Mazaris, Peter H. Verburg, Catharina J. E. Schulp, Simon G. Potts, Ioannis Vogiatzakis, Disentangling the effects of land‐use change, climate and on projected future European habitat types, Global Ecology and Biogeography, 10.1111/geb.12291, 24, 6, (653-663), (2015).
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- N. Sudarchikova, U. Mikolajewicz, C. Timmreck, D. O'Donnell, G. Schurgers, D. Sein, K. Zhang, Modelling of mineral dust for interglacial and glacial climate conditions with a focus on Antarctica, Climate of the Past, 10.5194/cp-11-765-2015, 11, 5, (765-779), (2015).
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- J. Wang, N. Zeng, M. R. Wang, Interannual variability of the atmospheric CO 2 growth rate: relative contribution from precipitation and temperature , Biogeosciences Discussions, 10.5194/bgd-12-19073-2015, 12, 23, (19073-19113), (2015).
- S. Peng, P. Ciais, G. Krinner, T. Wang, I. Gouttevin, A. D. McGuire, D. Lawrence, E. Burke, X. Chen, C. Delire, C. Koven, A. MacDougall, A. Rinke, K. Saito, W. Zhang, R. Alkama, T. J. Bohn, B. Decharme, T. Hajima, D. Ji, D. P. Lettenmaier, P. A. Miller, J. C. Moore, B. Smith, T. Sueyoshi, Simulated high-latitude soil thermal dynamics during the past four decades, The Cryosphere Discussions, 10.5194/tcd-9-2301-2015, 9, 2, (2301-2337), (2015).
- J. R. Melton, V. K. Arora, Competition between plant functional types in the Canadian Terrestrial Ecosystem Model (CTEM) v. 2.0, Geoscientific Model Development Discussions, 10.5194/gmdd-8-4851-2015, 8, 6, (4851-4948), (2015).
- R. Whitley, J. Beringer, L. Hutley, G. Abramowitz, M. G. De Kauwe, R. Duursma, B. Evans, V. Haverd, L. Li, Y. Ryu, B. Smith, Y.-P. Wang, M. Williams, Q. Yu, A model inter-comparison study to examine limiting factors in modelling Australian tropical savannas, Biogeosciences Discussions, 10.5194/bgd-12-18999-2015, 12, 23, (18999-19041), (2015).
- M. H. Vermeulen, B. J. Kruijt, T. Hickler, P. Kabat, Modelling short-term variability in carbon and water exchange in a temperate Scots pine forest, Earth System Dynamics, 10.5194/esd-6-485-2015, 6, 2, (485-503), (2015).
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