Success of spatial statistics in determining underlying process in simulated plant communities

被引:32
作者
Brown, Calum [1 ]
Illian, Janine B. [2 ,3 ]
Burslem, David F. R. P. [4 ]
机构
[1] Univ Edinburgh, Sch Geosci, Edinburgh EH8 9XP, Midlothian, Scotland
[2] Univ St Andrews, Ctr Res Ecol & Environm Modelling, St Andrews KY16 9LZ, Fife, Scotland
[3] Norwegian Univ Sci & Technol, Dept Math Sci, N-7491 Trondheim, Norway
[4] Univ Aberdeen, Sch Biol Sci, Aberdeen AB24 3UU, Scotland
关键词
coexistence mechanisms; determinants of plant community diversity and structure; environmental niche; heteromyopia; individual species-area relationship; Janzen-Connell; lottery model; neutral theory; point pattern; spatial Simpson index; TROPICAL RAIN-FOREST; BETA DIVERSITY; OLD-GROWTH; INTRASPECIFIC AGGREGATION; SPECIES ASSOCIATIONS; INDIVIDUAL TREES; PATTERN-ANALYSIS; NEUTRAL THEORY; NICHE; COEXISTENCE;
D O I
10.1111/1365-2745.12493
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
1. Spatial statistics are widely used in studies of ecological processes in plant communities, especially to provide evidence of neutral or non-neutral mechanisms that might support species coexistence. The contribution of such statistics has been substantial, but their ability to identify any links between underlying processes and emergent patterns is not certain. 2. We investigate the ability of a number of spatial statistics to distinguish theorized mechanisms of species coexistence (spatial and temporal niche differentiation, neutrality, the Janzen-Connell effect and heteromyopia) in a simulated plant community. 3. We find that individual statistics differ substantially in their sensitivity to these mechanisms, with those based on nearest neighbour species identities being the most sensitive. These differences are largely robust to changes in the strength of the modelled mechanisms when simulated independently and in combination. The spatial signal of niche differentiation is always distinct in simulations that combine mechanisms. 4. Synthesis. We describe full spatial signals of modelled coexistence mechanisms that are observed consistently across statistics and simulated strengths and combinations of mechanisms, and identify a set of spatial statistics that holds particular promise for empirical studies designed to investigate mechanisms of these kinds.
引用
收藏
页码:160 / 172
页数:13
相关论文
共 86 条
  • [1] Navigating the multiple meanings of β diversity: a roadmap for the practicing ecologist
    Anderson, Marti J.
    Crist, Thomas O.
    Chase, Jonathan M.
    Vellend, Mark
    Inouye, Brian D.
    Freestone, Amy L.
    Sanders, Nathan J.
    Cornell, Howard V.
    Comita, Liza S.
    Davies, Kendi F.
    Harrison, Susan P.
    Kraft, Nathan J. B.
    Stegen, James C.
    Swenson, Nathan G.
    [J]. ECOLOGY LETTERS, 2011, 14 (01) : 19 - 28
  • [2] [Anonymous], SPATIAL VARIATION LE
  • [3] [Anonymous], 2008, Statistical Analysis and Modelling of Spatial Point Patterns
  • [4] spatstat: An R package for analyzing spatial point patterns
    Baddeley, A
    Turner, R
    [J]. JOURNAL OF STATISTICAL SOFTWARE, 2005, 12 (06): : 1 - 42
  • [5] Soil resources and topography shape local tree community structure in tropical forests
    Baldeck, Claire A.
    Harms, Kyle E.
    Yavitt, Joseph B.
    John, Robert
    Turner, Benjamin L.
    Valencia, Renato
    Navarrete, Hugo
    Davies, Stuart J.
    Chuyong, George B.
    Kenfack, David
    Thomas, Duncan W.
    Madawala, Sumedha
    Gunatilleke, Nimal
    Bunyavejchewin, Sarayudh
    Kiratiprayoon, Somboon
    Yaacob, Adzmi
    Supardi, Mohd N. Nur
    Dalling, James W.
    [J]. PROCEEDINGS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2013, 280 (1753)
  • [6] Environmental heterogeneity affects the location of modelled communities along the niche-neutrality continuum
    Bar-Massada, Avi
    Kent, Rafi
    Carmel, Yohay
    [J]. PROCEEDINGS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2014, 281 (1783)
  • [7] Dispersal modes affect tropical forest assembly across trophic levels
    Beaudrot, Lydia
    Rejmanek, Marcel
    Marshall, Andrew J.
    [J]. ECOGRAPHY, 2013, 36 (09) : 984 - 993
  • [8] Ecology - Neutral macroecology
    Bell, G
    [J]. SCIENCE, 2001, 293 (5539) : 2413 - 2418
  • [9] Multispecies coexistence of trees in tropical forests: spatial signals of topographic niche differentiation increase with environmental heterogeneity
    Brown, C.
    Burslem, D. F. R. P.
    Illian, J. B.
    Bao, L.
    Brockelman, W.
    Cao, M.
    Chang, L. W.
    Dattaraja, H. S.
    Davies, S.
    Gunatilleke, C. V. S.
    Gunatilleke, I. A. U. N.
    Huang, J.
    Kassim, A. R.
    LaFrankie, J. V.
    Lian, J.
    Lin, L.
    Ma, K.
    Mi, X.
    Nathalang, A.
    Noor, S.
    Ong, P.
    Sukumar, R.
    Su, S. H.
    Sun, I. F.
    Suresh, H. S.
    Tan, S.
    Thompson, J.
    Uriarte, M.
    Valencia, R.
    Yap, S. L.
    Ye, W.
    Law, R.
    [J]. PROCEEDINGS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2013, 280 (1764)
  • [10] Linking ecological processes with spatial and non-spatial patterns in plant communities
    Brown, Calum
    Law, Richard
    Illian, Janine B.
    Burslem, David F. R. P.
    [J]. JOURNAL OF ECOLOGY, 2011, 99 (06) : 1402 - 1414