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Comparing Process-Based and Constraint-Based Approaches for Modeling Macroecological Patterns

机译:比较基于过程和基于约束的宏观生态模式建模方法

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摘要

Ecological patterns arise from the interplay of many different processes, and yet the emergence of consistent phenomena across a diverse range of ecological systems suggests that many patterns may in part be determined by statistical or numerical constraints. Differentiating the extent to which patterns in a given system are determined statistically, and where it requires explicit ecological processes, has been difficult. We tackled this challenge by directly comparing models from a constraint-based theory, the Maximum Entropy Theory of Ecology (METE) and models from a process-based theory, the size-structured neutral theory (SSNT). Models from both theories were capable of characterizing the distribution of individuals among species and the distribution of body size among individuals across 76 forest communities. However, the SSNT models consistently yielded higher overall likelihood, as well as more realistic characterizations of the relationship between species abundance and average body size of conspecific individuals. This suggests that the details of the biological processes contain additional information for understanding community structure that are not fully captured by the METE constraints in these systems. Our approach provides a first step towards differentiating between process-and constraint-based models of ecological systems and a general methodology for comparing ecological models that make predictions for multiple patterns.
机译:生态模式源于许多不同过程的相互作用,但是在各种生态系统中一致现象的出现表明,许多模式可能部分由统计或数字约束决定。很难区分给定系统中的模式在统计上的确定程度以及需要显式生态过程的地方。我们通过直接比较基于约束的理论,生态的最大熵理论(METE)的模型和基于过程的理论,尺寸结构的中性理论(SSNT)的模型来解决此挑战。两种理论的模型都能够表征76个森林群落中个体在物种中的分布以及个体之间的体型分布。然而,SSNT模型始终产生更高的总体可能性,以及物种丰富度与同种个体平均体型之间关系的更现实表征。这表明生物过程的细节包含用于理解社区结构的其他信息,而这些信息并未被这些系统中的METE约束完全捕获。我们的方法为区分基于过程和约束的生态系统模型以及用于比较对多种模式做出预测的生态模型的一般方法提供了第一步。

著录项

  • 作者

    Xiao, Xiao;

  • 作者单位
  • 年度 2016
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  • 原文格式 PDF
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  • 入库时间 2022-08-20 20:20:23

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