Trotter Meredith V, Krishna-Kumar Siddharth, Tuljapurkar Shripad
Department of Biology, Stanford University, Stanford, CA.
Methods Ecol Evol. 2013 Mar;4(3):290-298. doi: 10.1111/2041-210X.12010. Epub 2013 Jan 31.
Populations in variable environments are described by both a mean growth rate and a variance of stochastic population growth. Increasing variance will increase the width of confidence bounds around estimates of population size, growth, probability of and time to quasi-extinction. However, traditional sensitivity analyses of stochastic matrix models only consider the sensitivity of the mean growth rate. We derive an exact method for calculating the sensitivity of the variance in population growth to changes in demographic parameters. Sensitivities of the variance also allow a new sensitivity calculation for the cumulative probability of quasi-extinction. We apply this new analysis tool to an empirical dataset on at-risk polar bears to demonstrate its utility in conservation biology We find that in many cases a change in life history parameters will increase both the mean and variance of population growth of polar bears. This counterintuitive behaviour of the variance complicates predictions about overall population impacts of management interventions. Sensitivity calculations for cumulative extinction risk factor in changes to both mean and variance, providing a highly useful quantitative tool for conservation management. The mean stochastic growth rate and its sensitivities do not fully describe the dynamics of population growth. The use of variance sensitivities gives a more complete understanding of population dynamics and facilitates the calculation of new sensitivities for extinction processes.
处于可变环境中的种群由平均增长率和随机种群增长的方差来描述。方差增加会使种群大小、增长率、准灭绝概率和准灭绝时间估计值周围的置信区间宽度增加。然而,传统的随机矩阵模型敏感性分析仅考虑平均增长率的敏感性。我们推导了一种精确方法,用于计算种群增长方差对人口统计学参数变化的敏感性。方差的敏感性还允许对准灭绝的累积概率进行新的敏感性计算。我们将这个新的分析工具应用于一个关于濒危北极熊的实证数据集,以证明其在保护生物学中的效用。我们发现,在许多情况下,生活史参数的变化会增加北极熊种群增长的均值和方差。方差的这种违反直觉的行为使得对管理干预对总体种群影响的预测变得复杂。对均值和方差变化中的累积灭绝风险因素进行敏感性计算,为保护管理提供了一个非常有用的定量工具。平均随机增长率及其敏感性并不能完全描述种群增长的动态。方差敏感性的使用能更全面地理解种群动态,并有助于计算灭绝过程的新敏感性。