Among-site variability in the stochastic dynamics of East African coral reefs


Abstract:

Coral reefs are dynamic systems whose composition is highly influenced by unpbkp_redictable biotic and abiotic factors. Understanding the spatial scale at which long-term pbkp_redictions of reef composition can be made will be crucial for guiding conservation efforts. Using a 22-year time series of benthic composition data from 20 reefs on the Kenyan and Tanzanian coast, we developed Bayesian vector autoregressive state-space models for reef dynamics, incorporating among-site variability, and quantified their long-term behaviour.Weestimated that if there were no among-site variability, the total long-term variability would be approximately one-third of its current value. Thus, our results showed that among-site variability contributes more to long-term variability in reef composition than does temporal variability. Individual sites were more pbkp_redictable than previously thought, and pbkp_redictions based on current snapshots are informative about long-term properties. Our approach allowed us to identify a subset of possible climate refugia sites with high conservation value, where the long-term probability of coral cover ≤0:1 (as a proportion of benthic cover of hard substrate) was very low. Analytical results show that this probability is most strongly influenced by among-site variability and by interactions among benthic components within sites. These findings suggest that conservation initiatives might be successful at the site scale as well as the regional scale.

Año de publicación:

2017

Keywords:

  • Spatial variability
  • state-space model
  • Bayesian statistics
  • temporal variability
  • Vector autoregressive model
  • community composition
  • coral reef
  • stochastic dynamics

Fuente:

scopusscopus

Tipo de documento:

Article

Estado:

Acceso abierto

Áreas de conocimiento:

  • Ecología
  • Ecología
  • Ecología

Áreas temáticas:

  • Geología, hidrología, meteorología