Model sensitivity to spatial resolution and explicit light representation for simulation of boreal forests in complex terrain
Authored by Ksenia Brazhnik, H H Shugart
Date Published: 2017
DOI: 10.1016/j.ecolmodel.2017.02.026
Sponsors:
United States National Aeronautics and Space Administration (NASA)
Platforms:
No platforms listed
Model Documentation:
Other Narrative
Model Code URLs:
Model code not found
Abstract
A model is a simplification of our understanding of reality, but how
much simplification is too much? We assessed model sensitivity for a new
spatially-explicit individual-based gap model (IBM) SIBBORK to determine
how spatial resolution (i.e., plot size) and explicit representation of
light and space affect the simulated vegetation characteristics (e.g.,
structure and composition). The 3-dimensional (3-D) representation of
light is the most computationally-expensive part of the simulation, so
it is worthwhile to evaluate whether the time, resource and effort of
spatial explicity improve predictive capabilities. In the simulation,
gap dynamics occur at the plot-level, wherein a certain level of spatial
homogeneity is assumed. Therefore, for the simulation of each ecosystem
it is imperative to select the appropriate scale at which gap dynamics
are simulated, i.e. the plot size. We conducted these sensitivity
analyses and qualitatively compared model output to the descriptions of
forest structure and composition at two different sites in central and
southern Siberia. We systematically varied the plot size (100-900 m(2))
and found that a 100 m2 plot is most appropriate for the simulation of
the central Siberian boreal forest ecosystem. Moreover, we found that
the forest structure and composition simulated under the light
environment generated using a 3-dimensional light ray tracing subroutine
more closely resembled local and regional forest characteristics at both
sites, whereas the growth and stand processes computed based on the
simplified (1-D) light conditions approximated only large-scale
(continental) average forest structure and biomass for the Eurasian
boreal forest. (C) 2017 Elsevier B.V. All rights reserved.
Tags
Individual-based model
Leaf-area index
Central siberia
Gap model
Tundra ecotone
3-d forest simulator
3-d light regime
Plot
size
Spatial-explicity
Model sensitivity
Sibbork
Western sayan mountains
Ecosystem respiration
Ground measurements
Southern siberia
Pinus-sibirica
Larix-sibirica