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A framework for studying transient dynamics of population projection matrix models

机译:研究人口投影矩阵模型的瞬态动力学的框架

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摘要

Empirical models are central to effective conservation and population management, and should be predictive of real-world dynamics. Available modelling methods are diverse, but analysis usually focuses on long-term dynamics that are unable to describe the complicated short-term time series that can arise even from simple models following ecological disturbances or perturbations. Recent interest in such transient dynamics has led to diverse methodologies for their quantification in density-independent, time-invariant population projection matrix (PPM) models, but the fragmented nature of this literature has stifled the widespread analysis of transients. We review the literature on transient analyses of linear PPM models and synthesise a coherent framework. We promote the use of standardised indices, and categorise indices according to their focus on either convergence times or transient population density, and on either transient bounds or case-specific transient dynamics. We use a large database of empirical PPM models to explore relationships between indices of transient dynamics. This analysis promotes the use of population inertia as a simple, versatile and informative predictor of transient population density, but criticises the utility of established indices of convergence times. Our findings should guide further development of analyses of transient population dynamics using PPMs or other empirical modelling techniques.
机译:经验模型对于有效的养护和人口管理至关重要,并且应预测现实世界的动态。可用的建模方法多种多样,但分析通常集中于长期动力学,这些长期动力学无法描述即使是由生态扰动或扰动引起的简单模型也可能引起的复杂的短期时间序列。对这种瞬态动力学的最新兴趣导致了在密度无关,时不变的总体投影矩阵(PPM)模型中进行量化的多种方法,但是该文献的零散本质扼杀了瞬态的广泛分析。我们回顾了有关线性PPM模型瞬态分析的文献,并综合了一个连贯的框架。我们提倡使用标准化指标,并根据其对收敛时间或瞬态总体密度以及瞬态范围或特定案例的瞬态动力学的关注程度进行分类。我们使用大型的经验PPM模型数据库来探索瞬态动力学指标之间的关系。这种分析促进了将人口惯性用作瞬态人口密度的一种简单,通用和信息丰富的预测指标,但批评了已建立的收敛时间指数的实用性。我们的发现应指导使用PPM或其他经验建模技术对瞬态种群动态进行分析的进一步发展。

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