局部相互作用预测经验上获得的细胞自动机的大规模模式
1Department of Ecology & Evolution, The University of Chicago, IL 60637, USA. twootton@uchicago.edu
Nature
|October 26, 2001
概括
当地的生态相互作用可以创建大规模的模式. 这项研究使用经验推导的细胞自动机模型来展示当地的床动态如何预测观察到的自然空间模式.
科学领域:
- 生态生态学 生态生态学
- 生态建模 生态建模
- 复杂的系统复杂的系统.
背景情况:
- 将生态过程从局部相互作用扩展到大规模模式仍然是一个挑战.
- 复杂系统模型需要经验数据来限制预测.
- 细胞自动机模型可以自组织,从局部规则中形成大规模模式.
研究的目的:
- 调查当地物种的相互作用是否可以产生大规模的生态模式.
- 开发和测试一种经验约束的细胞自动机模型,用于预测贝床中的空间模式.
主要方法:
- 开发了一个空间显式的细胞自动机模型,该模型基于岩石的潮间床中的局部相互作用.
- 使用生态状态的经验推导过渡概率.
- 根据观察到的大规模空间模式验证模型预测.
主要成果:
- 细胞自动机模型成功预测了大自然中观察到的大规模空间模式.
- 模型内部的局部相互作用自我组织,以创建新兴的大规模结构.
- 经验数据有效地限制了模型参数,以准确预测.
结论:
- 当地生态过程,当适当地建模时,确实可以产生大规模的空间模式.
- 细胞自动机为将地方动态与宏观生态现象联系起来提供了一个可行的框架.
- 经验知情模型对于理解和预测生态系统行为至关重要.
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