A Caputo fractional-order model with MCMC for rabies transmission dynamics

Jufren Zakayo Ndendya , Joshua A. Mwasunda , Stephen Edward , Nyimvua Shaban Mbare
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Abstract

Rabies continues to pose a severe public health threat, particularly in regions with high interactions between humans and infected dog populations. This study develops a fractional-order mathematical model using the Caputo derivative to capture the memory and hereditary effects in rabies transmission dynamics. The model incorporates key intervention strategies, including public health education, treatment, and culling of stray and infected dogs, to evaluate their effectiveness in controlling rabies outbreaks. The Markov Chain Monte Carlo (MCMC) method is utilized for parameter estimation, enhancing model precision and predictive accuracy. Stability analysis demonstrates that the disease-free equilibrium is locally asymptotically stable when effective reproduction number Re<1. Numerical simulations reveal that fractional-order model provides a more flexible and realistic representation of rabies spread compared to classical integer-order model. The results highlight the significant impact of public health education, treatment and targeted culling in reducing infection rates. The findings offer crucial insights for policymakers and public health officials in designing optimal intervention strategies to achieve sustainable rabies control.
狂犬病传播动力学的MCMC Caputo分数阶模型
狂犬病继续构成严重的公共卫生威胁,特别是在人与受感染犬群高度互动的地区。本研究开发了一个分数阶数学模型,利用卡普托导数来捕捉狂犬病传播动力学中的记忆和遗传效应。该模型纳入了主要的干预策略,包括公共卫生教育、治疗和扑杀流浪狗和感染狗,以评估其控制狂犬病爆发的有效性。采用马尔可夫链蒙特卡罗(MCMC)方法进行参数估计,提高了模型精度和预测精度。稳定性分析表明,当有效繁殖数为1时,无病平衡是局部渐近稳定的。数值模拟结果表明,与传统的整阶模型相比,分数阶模型能更灵活、更真实地描述狂犬病的传播。研究结果强调了公共卫生教育、治疗和有针对性的扑杀在降低感染率方面的重大影响。这些发现为决策者和公共卫生官员设计最佳干预策略以实现可持续的狂犬病控制提供了重要见解。
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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CiteScore
5.90
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