噪声在细菌呼吸的Fairen-Velarde模型中的作用

IF 2.9 4区 工程技术 Q1 MULTIDISCIPLINARY SCIENCES
Soumyadeep Kundu, Muktish Acharyya
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引用次数: 0

摘要

细菌呼吸是一个基本的生物过程,在生态系统中起着至关重要的作用。Fairen-Velarde模型为研究细菌种群中氧和营养物质浓度之间的相互作用提供了一个理论框架,它代表了一个耦合非线性微分方程系统。在这项工作中,研究了噪声的引入如何影响细菌呼吸的稳定性和行为。生物系统本质上是随机的,噪声来自环境波动和分子水平的随机性。通过数值模拟,分析了氧和养分浓度的随机波动对系统稳定性的影响,特别是极限环与不动点之间的过渡。这些结果表明,噪声可以诱导时间尺度的减小,将系统推向不动点域,这与无噪声的情况形成对比,其中系统表现出稳定的极限环。通过对不同噪声强度的统计分析,量化了到达固定域的可能性,并在不同噪声条件下检查了该域的面积。这些见解有助于更广泛地了解随机因素如何影响细菌种群动态,为微生物生态学和自然和工程环境中细菌过程的管理提供启示。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Role of Noise in the Fairen–Velarde Model of Bacterial Respiration

Role of Noise in the Fairen–Velarde Model of Bacterial Respiration
Bacterial respiration, a fundamental biological process, plays a crucial role in ecological systems. The Fairen–Velarde model provides a theoretical framework to study the interplay between oxygen and nutrient concentrations in bacterial populations, representing a system of coupled nonlinear differential equations. In this work, how the introduction of noise affects the stability and behavior of bacterial respiration is investigated. Biological systems are inherently stochastic, with noise arising from environmental fluctuations and molecular-level randomness. Through numerical simulations, how random fluctuations in oxygen and nutrient concentrations influence the system's stability is analyzed, particularly, the transition between limit cycles and fixed points. These results demonstrate that noise can induce a reduction in time scales, pushing the system toward a domain of fixed points, which contrasts with the noiseless case where the system exhibits a stable limit cycle. By employing statistical analysis across varying noise intensities, the likelihood of reaching the fixed domain is quantified and the area of this domain is examined under different noise conditions. These insights contribute to the broader understanding of how stochastic factors affect bacterial population dynamics, offering implications for microbial ecology and the management of bacterial processes in natural and engineered environments.
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来源期刊
Advanced Theory and Simulations
Advanced Theory and Simulations Multidisciplinary-Multidisciplinary
CiteScore
5.50
自引率
3.00%
发文量
221
期刊介绍: Advanced Theory and Simulations is an interdisciplinary, international, English-language journal that publishes high-quality scientific results focusing on the development and application of theoretical methods, modeling and simulation approaches in all natural science and medicine areas, including: materials, chemistry, condensed matter physics engineering, energy life science, biology, medicine atmospheric/environmental science, climate science planetary science, astronomy, cosmology method development, numerical methods, statistics
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