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来自随机物流模型的差异方程的稳定性和分支
1School of Mathematical and Natural Sciences, Arizona State University, Phoenix, AZ 85069, USA.
Mathematical biosciences and engineering : MBE
|January 29, 2026
概括
这项研究分析了人口动态的随机物流模型. 它发现,在某些条件下,灭绝是稳定的,而积极的种群则根据随机的环境波动稳定地出现.
科学领域:
- 生态生态学 生态生态学
- 数学生物学 数学生物学
- 随机过程 随机过程
背景情况:
- 人口动态经常使用后勤方程来建模.
- 环境的随机性对人口的持续性和稳定性产生重大影响.
- 了解确定性增长和随机扰动之间的相互作用对于生态建模至关重要.
研究的目的:
- 为了研究一个随机的物流差异方程与乘法随机扰动的行为.
- 分析种群灭绝的条件与稳定的积极种群相比.
- 探索随机强度在人口动态和分叉中的作用.
主要方法:
- 为随机逻辑差异方程开发了高斯式时刻闭合近似.
- 导出了一个封闭的差异方程系统,用于人口大小的平均值和方程差异.
- 分析了微不足道 (灭绝) 和非微不足道 (积极人口) 均衡的稳定性.
- 通过随机强度变化引起的研究过的结分叉.
- 使用蒙特卡洛模拟验证的分析结果.
主要成果:
- 确定了灭绝平衡稳定的条件 ($r^2v < 1$).
- 确定了非微不足道平衡 ($r > 1$) 的出现条件,稳定性取决于随机强度 ($v$).
- 描述了-节点分叉作为随机强度的函数.
- 通过数值模拟证实了分析预测.
结论:
- 随机物流模型表现出复杂的动态,受到内在增长率和环境随机性的影响.
- 灭绝是低随机性下一个稳定的结果,而积极的种群可以出现和持续在更高的随机性下,这取决于增长率.
- 随机强度在塑造人口动态方面发挥着关键作用,导致灭绝和持久状态之间的分叉.
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