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Related papers: Generalized Lotka-Volterra systems with quenched r…

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We investigate the Generalized Lotka-Volterra (GLV) equations, a central model in theoretical ecology, where species interactions are assumed to be fixed over time and heterogeneous (quenched noise). Recent studies have suggested that the…

Populations and Evolution · Quantitative Biology 2023-06-26 Sandro Azaele , Amos Maritan

In this work, we explore the dynamics of species abundances within ecological communities using the Generalized Lotka-Volterra (GLV) model. At variance with previous approaches, we present an analysis of stochastic GLV dynamics with…

Populations and Evolution · Quantitative Biology 2024-04-24 Samir Suweis , Francesco Ferraro , Christian Grilletta , Sandro Azaele , Amos Maritan

We investigate the outcome of generalised Lotka-Volterra dynamics of ecological communities with random interaction coefficients and non-linear feedback. We show in simulations that the saturation of non-linear feedback stabilises the…

Populations and Evolution · Quantitative Biology 2020-03-27 Laura Sidhom , Tobias Galla

Real ecosystems are characterized by sparse and asymmetric interactions, posing a major challenge to theoretical analysis. We introduce a new method to study the generalized Lotka-Volterra model with stochastic dynamics on sparse graphs. By…

Populations and Evolution · Quantitative Biology 2026-05-05 David Machado , Pietro Valigi , Tommaso Tonolo , Maria Chiara Angelini

We study the equilibrium phases of a generalized Lotka-Volterra model characterized by a species interaction matrix which is random, sparse and symmetric. Dynamical fluctuations are modeled by a demographic noise with amplitude proportional…

Statistical Mechanics · Physics 2026-02-11 Tommaso Tonolo , Maria Chiara Angelini , Sandro Azaele , Amos Maritan , Giacomo Gradenigo

The generalized Lotka-Volterra (gLV) equations model the microbiome as a collection of interacting ecological species. Here we use a particular experimentally-derived gLV model of C. difficile infection (CDI) as a case study to generate…

Populations and Evolution · Quantitative Biology 2020-07-24 Eric W. Jones , Parker Shankin-Clarke , Jean M. Carlson

We compute the typical number of equilibria of the Generalized Lotka-Volterra equations describing species-rich ecosystems with random, non-reciprocal interactions using the replicated Kac-Rice method. We characterize the…

Disordered Systems and Neural Networks · Physics 2023-06-27 Valentina Ros , Felix Roy , Giulio Biroli , Guy Bunin , Ari M. Turner

In the study of disordered systems, one often chooses a matrix of independent identically distributed interaction coefficients to represent the quenched random couplings between components, perhaps with some symmetry constraint or…

Disordered Systems and Neural Networks · Physics 2024-09-20 Sebastian Holtedahl Castedo , Joshua Holmes , Joseph William Baron , Tobias Galla

The state space is a fundamental concept for describing the trajectory of a dynamic system. Depending on its form, it can highlight certain changes over time while ignoring others. This is particularly the case for the spaces associated…

Dynamical Systems · Mathematics 2026-04-10 Arthur Doliveira , Christophe Roman , Guillaume Graton , Mustapha Ouladsine

The Lotka-Volterra (LV) model is a simple, robust, and versatile model used to describe large interacting systems such as food webs or microbiomes. The model consists of $n$ coupled differential equations linking the abundances of $n$…

Populations and Evolution · Quantitative Biology 2024-08-28 Maxime Clenet , François Massol , Jamal Najim

We study communities emerging from generalised random Lotka--Volterra dynamics with a large number of species with interactions determined by the degree of niche overlap. Each species is endowed with a number of traits, and competition…

Populations and Evolution · Quantitative Biology 2023-11-30 Enrique Rozas Garcia , Mark J. Crumpton , Tobias Galla

In the analysis of complex ecosystems it is common to use random interaction coefficients, often assumed to be such that all species are statistically equivalent. In this work we relax this assumption by choosing interactions according to…

Populations and Evolution · Quantitative Biology 2023-03-08 Lyle Poley , Joseph W. Baron , Tobias Galla

Understanding the behaviors of ecological systems is challenging given their multi-faceted complexity. To proceed, theoretical models such as Lotka-Volterra dynamics with random interactions have been investigated by the dynamical…

Biological Physics · Physics 2024-11-13 Jong Il Park , Deok-Sun Lee , Sang Hoon Lee , Hye Jin Park

We analyze the nonlinear relaxation of a complex ecosystem composed of many interacting species. The ecological system is described by generalized Lotka-Volterra equations with a multiplicative noise. The transient dynamics is studied in…

Statistical Mechanics · Physics 2016-11-23 M. A. Cirone , F. de Pasquale , B. Spagnolo

Complex system stability can be studied via linear stability analysis using Random Matrix Theory (RMT) or via feasibility (requiring positive equilibrium abundances). Both approaches highlight the importance of interaction structure. Here…

Populations and Evolution · Quantitative Biology 2023-05-17 Xiaoyuan Liu , George W. A. Constable , Jonathan W. Pitchford

We use generating functionals to derive a dynamic mean-field description for generalised Lotka-Volterra systems with higher-order quenched random interactions. We use the resulting single effective species process to determine the stability…

Populations and Evolution · Quantitative Biology 2024-09-18 Laura Sidhom , Tobias Galla

Metagenomic data has significantly advanced microbiome research by employing ecological models, particularly in personalised medicine. The generalised Lotka-Volterra (gLV) model is commonly used to understand microbial interactions and…

Populations and Evolution · Quantitative Biology 2025-10-07 Mario Castro , Rafael Vida , Javier Galeano , José A. Cuesta

We investigate the Multiple Equilibria phase of generalized Lotka-Volterra dynamics with random, non-reciprocal interactions. We compute the topological complexity of equilibria, which quantifies how rapidly the number of equilibria of the…

Disordered Systems and Neural Networks · Physics 2026-02-12 Thomas Louis-Sarrola , Valentina Ros

Classical approaches to ecological stability rely on fully connected interaction models, yet real ecosystems are sparse and structured--a feature that qualitatively reshapes their collective dynamics. Here, we establish a thermodynamically…

Disordered Systems and Neural Networks · Physics 2025-12-30 Mattia Tarabolo , Luca Dall'Asta , Roberto Mulet

We study the stochastic spatial Lotka-Volterra (LV) model for predator-prey interaction subject to a periodically varying carrying capacity. The LV model with on-site lattice occupation restrictions that represent finite food resources for…

Populations and Evolution · Quantitative Biology 2023-07-07 Mohamed Swailem , Uwe C. Täuber
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