Environmental variability and fish stock dynamics: a stochastic model of Mahi Mahi abundance.

IF 2.6 4区 工程技术 Q1 Mathematics
Erika Johanna Martínez-Salinas, Andrés Ríos-Gutiérrez, Viswanathan Arunachalam, John Josephraj Selvaraj
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引用次数: 0

Abstract

Climatic factors exert a substantial influence on both biotic and abiotic components of marine ecosystems, significantly affecting the abundance and spatial distribution of fish species. In this study, we introduced a stochastic modeling framework, grounded in stochastic differential equations (SDEs), to analyze the temporal dynamics of sea surface temperature and its relationship with the abundance of Mahi Mahi (Coryphaena hippurus) in a region of the Colombian Pacific coast. Model parameters such as sea surface temperature, fish stock, and catch per unit effort for the period 2000 to 2012 were estimated using the maximum likelihood method, implemented via the Euler-Maruyama numerical scheme. The model's performance was assessed using empirical data through numerical simulation, cross-validation, and sensitivity analysis, demonstrating its applicability and robustness in capturing key ecological dynamics.

环境变率与鱼群动态:Mahi丰度的随机模型。
气候因子对海洋生态系统的生物和非生物成分都有重大影响,显著影响鱼类的丰度和空间分布。本文基于随机微分方程(SDEs)建立了一个随机模型框架,分析了哥伦比亚太平洋沿岸海域海面温度的时间动态变化及其与鲯鳅(Coryphaena hippurus)丰度的关系。利用Euler-Maruyama数值格式实现的最大似然法估算了2000 - 2012年期间的模式参数,如海面温度、鱼类种群和单位努力量。通过数值模拟、交叉验证和敏感性分析,对该模型的性能进行了评估,证明了该模型在捕获关键生态动态方面的适用性和稳健性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Mathematical Biosciences and Engineering
Mathematical Biosciences and Engineering 工程技术-数学跨学科应用
CiteScore
3.90
自引率
7.70%
发文量
586
审稿时长
>12 weeks
期刊介绍: Mathematical Biosciences and Engineering (MBE) is an interdisciplinary Open Access journal promoting cutting-edge research, technology transfer and knowledge translation about complex data and information processing. MBE publishes Research articles (long and original research); Communications (short and novel research); Expository papers; Technology Transfer and Knowledge Translation reports (description of new technologies and products); Announcements and Industrial Progress and News (announcements and even advertisement, including major conferences).
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