Russell James C, Stjernman Martin, Lindström Åke, Smith Henrik G
Ecol Appl. 2015 Apr;25(3):685-94. doi: 10.1890/14-0645.1.
Resilience of ecological communities to perturbation is important in the face of increased global change from anthropogenic stressors. Monitoring is required to detect the impact of, and recovery from, perturbations, and before-after-control-impact (BACI) analysis provides a powerful framework in this regard. However, species in a community are not observed with perfect detection, and occupancy analysis is required to correct for imperfect detectability of species. We present a Bayesian community occupancy before-after-control-impact (CO-BACI) framework to monitor ecological community response to perturbation when constituent species are imperfectly detected. We test the power of the model to detect changes in community composition following an acute perturbation with simulation. We then apply the model to a study of the impact of a large hurricane on the forest bird community of Sweden, using data from the national bird survey scheme. Although simulation shows the model can detect changes in community occupancy following an acute perturbation, application to a Swedish forest bird community following a major hurricane detected no change in community occupancy despite widespread forest loss. Birds with landscape occupancy less than 50% required correcting for detectability. We conclude that CO-BACI analysis is a useful tool that can incorporate rare species in analyses and detect occupancy changes in ecological communities following perturbation, but, because it does not include abundance, some impacts may be overlooked.
面对人为压力源导致的全球变化加剧,生态群落对扰动的恢复力至关重要。需要进行监测以检测扰动的影响以及从扰动中恢复的情况,而前后对照影响(BACI)分析在这方面提供了一个强大的框架。然而,群落中的物种并非能被完美观测到,需要进行占有率分析来校正物种不完全可检测性的问题。我们提出了一种贝叶斯群落前后对照影响占有率(CO - BACI)框架,用于在组成物种检测不完全时监测生态群落对扰动的响应。我们通过模拟测试了该模型检测急性扰动后群落组成变化的能力。然后,我们将该模型应用于一项关于大型飓风对瑞典森林鸟类群落影响的研究,使用了国家鸟类调查计划的数据。尽管模拟表明该模型可以检测急性扰动后群落占有率的变化,但应用于瑞典森林鸟类群落在一场大飓风后的情况时,尽管森林大面积受损,却未检测到群落占有率的变化。景观占有率低于50%的鸟类需要校正其可检测性。我们得出结论,CO - BACI分析是一种有用的工具,可以在分析中纳入稀有物种并检测扰动后生态群落的占有率变化,但是,由于它不包括丰度信息,一些影响可能会被忽略。