Biomathematics Research Centre, University of Canterbury, Christchurch, New Zealand.
J R Soc Interface. 2011 Sep 7;8(62):1233-47. doi: 10.1098/rsif.2011.0200. Epub 2011 Jun 1.
The hypothesis that the optimal search strategy is a Lévy walk (LW) or Lévy flight, originally suggested in 1995, has generated an explosion of interest and controversy. Long-standing empirical evidence supporting the LW hypothesis has been overturned, while new models and data are constantly being published. Statistical methods have been criticized and new methods put forward. In parallel with the empirical studies, theoretical search models have been developed. Some theories have been disproved while others remain. Here, we gather together the current state of the art on the role of LWs in optimal foraging theory. We examine the body of theory underpinning the subject. Then we present new results showing that deviations from the idealized one-dimensional search model greatly reduce or remove the advantage of LWs. The search strategy of an LW with exponent μ = 2 is therefore not as robust as is widely thought. We also review the available techniques, and their potential pitfalls, for analysing field data. It is becoming increasingly recognized that there is a wide range of mechanisms that can lead to the apparent observation of power-law patterns. The consequence of this is that the detection of such patterns in field data implies neither that the foragers in question are performing an LW, nor that they have evolved to do so. We conclude that LWs are neither a universal optimal search strategy, nor are they as widespread in nature as was once thought.
最初于 1995 年提出的最优搜索策略是 Lévy 游走(LW)或 Lévy 飞行的假设,引发了极大的兴趣和争议。支持 LW 假说的长期经验证据已经被推翻,而新的模型和数据不断被发表。统计方法受到了批评,新的方法也被提出。与实证研究并行的是,理论搜索模型也得到了发展。一些理论被证明是错误的,而另一些理论则仍然存在。在这里,我们汇集了 LW 在最佳觅食理论中的作用的最新研究进展。我们检查了该主题的理论基础。然后,我们提出了新的结果,表明与理想化的一维搜索模型的偏差大大降低或消除了 LW 的优势。因此,μ=2 的 LW 的搜索策略并不像人们普遍认为的那样稳健。我们还回顾了分析现场数据的现有技术及其潜在陷阱。人们越来越认识到,有多种机制可以导致明显的幂律模式的观察。其结果是,在现场数据中检测到这种模式既不意味着所讨论的觅食者正在执行 LW,也不意味着它们已经进化到这样做。我们的结论是,LW 既不是普遍的最优搜索策略,也不像曾经认为的那样在自然界中广泛存在。