Empirical models of transitions between coral reef states: effects of region, protection, and environmental change.
There has been substantial recent change in coral reef communities. To date, most analyses have focussed on static patterns or changes in single variables such as coral cover. However, little is known about how community-level changes occur at large spatial scales. Here, we develop Markov models of...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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Public Library of Science (PLoS)
2011-01-01
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| Series: | PLoS ONE |
| Online Access: | http://europepmc.org/articles/PMC3206808?pdf=render |
| _version_ | 1811271799639375872 |
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| author | Phillip K Lowe John F Bruno Elizabeth R Selig Matthew Spencer |
| author_facet | Phillip K Lowe John F Bruno Elizabeth R Selig Matthew Spencer |
| author_sort | Phillip K Lowe |
| collection | DOAJ |
| description | There has been substantial recent change in coral reef communities. To date, most analyses have focussed on static patterns or changes in single variables such as coral cover. However, little is known about how community-level changes occur at large spatial scales. Here, we develop Markov models of annual changes in coral and macroalgal cover in the Caribbean and Great Barrier Reef (GBR) regions. We analyzed reef surveys from the Caribbean and GBR (1996-2006). We defined a set of reef states distinguished by coral and macroalgal cover, and obtained Bayesian estimates of the annual probabilities of transitions between these states. The Caribbean and GBR had different transition probabilities, and therefore different rates of change in reef condition. This could be due to differences in species composition, management or the nature and extent of disturbances between these regions. We then estimated equilibrium probability distributions for reef states, and coral and macroalgal cover under constant environmental conditions. In both regions, the current distributions are close to equilibrium. In the Caribbean, coral cover is much lower and macroalgal cover is higher at equilibrium than in the GBR. We found no evidence for differences in transition probabilities between the first and second halves of our survey period, or between Caribbean reefs inside and outside marine protected areas. However, our power to detect such differences may have been low. We also examined the effects of altering transition probabilities on the community state equilibrium, along a continuum from unfavourable (e.g., increased sea surface temperature) to favourable (e.g., improved management) conditions. Both regions showed similar qualitative responses, but different patterns of uncertainty. In the Caribbean, uncertainty was greatest about effects of favourable changes, while in the GBR, we are most uncertain about effects of unfavourable changes. Our approach could be extended to provide risk analysis for management decisions. |
| first_indexed | 2024-04-12T22:28:46Z |
| format | Article |
| id | doaj.art-c19704722d47440ab1fbf7b925ee1352 |
| institution | Directory Open Access Journal |
| issn | 1932-6203 |
| language | English |
| last_indexed | 2024-04-12T22:28:46Z |
| publishDate | 2011-01-01 |
| publisher | Public Library of Science (PLoS) |
| record_format | Article |
| series | PLoS ONE |
| spelling | doaj.art-c19704722d47440ab1fbf7b925ee13522022-12-22T03:14:03ZengPublic Library of Science (PLoS)PLoS ONE1932-62032011-01-01611e2633910.1371/journal.pone.0026339Empirical models of transitions between coral reef states: effects of region, protection, and environmental change.Phillip K LoweJohn F BrunoElizabeth R SeligMatthew SpencerThere has been substantial recent change in coral reef communities. To date, most analyses have focussed on static patterns or changes in single variables such as coral cover. However, little is known about how community-level changes occur at large spatial scales. Here, we develop Markov models of annual changes in coral and macroalgal cover in the Caribbean and Great Barrier Reef (GBR) regions. We analyzed reef surveys from the Caribbean and GBR (1996-2006). We defined a set of reef states distinguished by coral and macroalgal cover, and obtained Bayesian estimates of the annual probabilities of transitions between these states. The Caribbean and GBR had different transition probabilities, and therefore different rates of change in reef condition. This could be due to differences in species composition, management or the nature and extent of disturbances between these regions. We then estimated equilibrium probability distributions for reef states, and coral and macroalgal cover under constant environmental conditions. In both regions, the current distributions are close to equilibrium. In the Caribbean, coral cover is much lower and macroalgal cover is higher at equilibrium than in the GBR. We found no evidence for differences in transition probabilities between the first and second halves of our survey period, or between Caribbean reefs inside and outside marine protected areas. However, our power to detect such differences may have been low. We also examined the effects of altering transition probabilities on the community state equilibrium, along a continuum from unfavourable (e.g., increased sea surface temperature) to favourable (e.g., improved management) conditions. Both regions showed similar qualitative responses, but different patterns of uncertainty. In the Caribbean, uncertainty was greatest about effects of favourable changes, while in the GBR, we are most uncertain about effects of unfavourable changes. Our approach could be extended to provide risk analysis for management decisions.http://europepmc.org/articles/PMC3206808?pdf=render |
| spellingShingle | Phillip K Lowe John F Bruno Elizabeth R Selig Matthew Spencer Empirical models of transitions between coral reef states: effects of region, protection, and environmental change. PLoS ONE |
| title | Empirical models of transitions between coral reef states: effects of region, protection, and environmental change. |
| title_full | Empirical models of transitions between coral reef states: effects of region, protection, and environmental change. |
| title_fullStr | Empirical models of transitions between coral reef states: effects of region, protection, and environmental change. |
| title_full_unstemmed | Empirical models of transitions between coral reef states: effects of region, protection, and environmental change. |
| title_short | Empirical models of transitions between coral reef states: effects of region, protection, and environmental change. |
| title_sort | empirical models of transitions between coral reef states effects of region protection and environmental change |
| url | http://europepmc.org/articles/PMC3206808?pdf=render |
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