Suppr超能文献

《莱斯胡什社区生态学讲座:从生态位理论到统计力学》

Les Houches Lectures on Community Ecology: From Niche Theory to Statistical Mechanics.

作者信息

Cui Wenping, Marsland Robert, Mehta Pankaj

机构信息

Kavli Institute for Theoretical Physics, University of California Santa Barbara.

Pontifical University of the Holy Cross.

出版信息

ArXiv. 2024 Mar 8:arXiv:2403.05497v1.

Abstract

Ecosystems are among the most interesting and well-studied examples of self-organized complex systems. Community ecology, the study of how species interact with each other and the environment, has a rich tradition. Over the last few years, there has been a growing theoretical and experimental interest in these problems from the physics and quantitative biology communities. Here, we give an overview of community ecology, highlighting the deep connections between ecology and statistical physics. We start by introducing the two classes of mathematical models that have served as the workhorses of community ecology: Consumer Resource Models (CRM) and the generalized Lotka-Volterra models (GLV). We place a special emphasis on graphical methods and general principles. We then review recent works showing a deep and surprising connection between ecological dynamics and constrained optimization. We then shift our focus by analyzing these same models in "high-dimensions" (i.e. in the limit where the number of species and resources in the ecosystem becomes large) and discuss how such complex ecosystems can be analyzed using methods from the statistical physics of disordered systems such as the cavity method and Random Matrix Theory.

摘要

生态系统是自组织复杂系统中最有趣且研究充分的例子之一。群落生态学,即研究物种如何相互作用以及与环境相互作用的学科,有着丰富的传统。在过去几年里,物理学和定量生物学界对这些问题的理论和实验兴趣与日俱增。在此,我们对群落生态学进行概述,突出生态学与统计物理学之间的深刻联系。我们首先介绍作为群落生态学主要工具的两类数学模型:消费者 - 资源模型(CRM)和广义洛特卡 - 沃尔泰拉模型(GLV)。我们特别强调图形方法和一般原理。接着,我们回顾近期的研究成果,这些成果展示了生态动力学与约束优化之间深刻且惊人的联系。然后,我们通过在“高维”(即生态系统中物种和资源数量趋于无穷大的极限情况)下分析这些相同的模型来转移焦点,并讨论如何使用无序系统统计物理学中的方法,如腔方法和随机矩阵理论,来分析此类复杂的生态系统。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5bfb/10942479/b0b0aaa90926/nihpp-2403.05497v1-f0001.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验