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Analysis of the stochastic model for predicting the novel coronavirus disease. 预测新型冠状病毒疾病的随机模型分析。
IF 4.1 3区 数学 Q1 Mathematics Pub Date : 2020-01-01 Epub Date: 2020-10-08 DOI: 10.1186/s13662-020-03025-w
Ndolane Sene

In this paper, we propose a mathematical model to predict the novel coronavirus. Due to the rapid spread of the novel coronavirus disease in the world, we add to the deterministic model of the coronavirus the terms of the stochastic perturbations. In other words, we consider in this paper a stochastic model to predict the novel coronavirus. The equilibrium points of the deterministic model have been determined, and the reproduction number of our deterministic model has been implemented. The asymptotic behaviors of the solutions of the stochastic model around the equilibrium points have been studied. The numerical investigations and the graphical representations obtained with the novel stochastic model are made using the classical stochastic numerical scheme.

本文提出了一种预测新型冠状病毒的数学模型。由于新型冠状病毒疾病在全球迅速传播,我们在冠状病毒的确定性模型中加入了随机扰动项。换句话说,我们在本文中考虑用随机模型来预测新型冠状病毒。本文确定了确定性模型的平衡点,并实现了确定性模型的繁殖数。研究了随机模型解在平衡点附近的渐近行为。利用经典的随机数值方案,对新型随机模型进行了数值研究和图形表示。
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引用次数: 0
Stochastic mathematical model for the spread and control of Corona virus. 冠状病毒传播与控制的随机数学模型。
IF 4.1 3区 数学 Q1 Mathematics Pub Date : 2020-01-01 Epub Date: 2020-10-14 DOI: 10.1186/s13662-020-03029-6
Sultan Hussain, Anwar Zeb, Akhter Rasheed, Tareq Saeed

This work is devoted to a stochastic model on the spread and control of corona virus (COVID-19), in which the total population of a corona infected area is divided into susceptible, infected, and recovered classes. In reality, the number of individuals who get disease, the number of deaths due to corona virus, and the number of recovered are stochastic, because nobody can tell the exact value of these numbers in the future. The models containing these terms must be stochastic. Such numbers are estimated and counted by a random process called a Poisson process (or birth process). We construct an SIR-type model in which the above numbers are stochastic and counted by a Poisson process. To understand the spread and control of corona virus in a better way, we first study the stability of the corresponding deterministic model, investigate the unique nonnegative strong solution and an inequality managing of which leads to control of the virus. After this, we pass to the stochastic model and show the existence of a unique strong solution. Next, we use the supermartingale approach to investigate a bound managing of which also leads to decrease of the number of infected individuals. Finally, we use the data of the COVOD-19 in USA to calculate the intensity of Poisson processes and verify our results.

本文研究了冠状病毒(COVID-19)传播和控制的随机模型,该模型将冠状病毒感染地区的总人口分为易感、感染和恢复三类。实际上,患病人数、冠状病毒导致的死亡人数和康复人数是随机的,因为没有人能说出未来这些数字的确切值。包含这些项的模型必须是随机的。这些数字是通过一种称为泊松过程(或出生过程)的随机过程来估计和计数的。我们构造了一个sir型模型,其中上述数字是随机的,并通过泊松过程进行计数。为了更好地理解冠状病毒的传播和控制,我们首先研究了相应的确定性模型的稳定性,研究了唯一的非负强解和一个不等式管理,从而导致病毒的控制。在此基础上,我们进一步讨论了随机模型,并证明了一个唯一强解的存在性。其次,我们使用上鞅方法来研究一个边界管理,它也导致感染个体数量的减少。最后,我们利用美国COVOD-19的数据计算泊松过程的强度并验证我们的结果。
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引用次数: 8
Dynamics of an HIV model with cytotoxic T-lymphocyte memory. 具有细胞毒性t淋巴细胞记忆的HIV模型动力学。
IF 4.1 3区 数学 Q1 Mathematics Pub Date : 2020-01-01 Epub Date: 2020-10-17 DOI: 10.1186/s13662-020-03035-8
Chunhua Liu, Lei Kong

We consider a four-dimensional HIV model that includes healthy cells, infected cells, primary cytotoxic T-lymphocyte response (CTLp), and secondary cytotoxic T-lymphocyte response (CTLe). The CTL memory generation depends on CD4+ T-cell help, and infection of CD4+ T cells results in impaired T-cell help. We show that the system has up to five equilibria. By the Routh-Hurwitz theorem and central manifold theorem we obtain some sufficient conditions for the local stability, globally stability of the equilibria, and the bifurcations. We still discover the bistability case where in the system there may coexist two stable equilibria or a stable equilibrium together with a stable limit cycle. Several numerical analyses are carried out to illustrate the validity of our theoretical results.

我们考虑了一个四维HIV模型,包括健康细胞、感染细胞、原发性细胞毒性t淋巴细胞反应(CTLp)和继发性细胞毒性t淋巴细胞反应(CTLe)。CTL记忆的产生依赖于CD4+ T细胞的帮助,CD4+ T细胞的感染导致T细胞帮助受损。我们证明了这个系统有多达五个平衡。利用Routh-Hurwitz定理和中心流形定理,得到了平衡点的局部稳定、全局稳定和分岔的充分条件。我们还发现了系统中可能存在两个稳定平衡点或一个稳定平衡点与一个稳定极限环共存的双稳定情况。通过数值分析说明了理论结果的有效性。
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引用次数: 0
Dynamics analysis of a delayed virus model with two different transmission methods and treatments. 两种不同传播方式和处理的延迟病毒模型动力学分析。
IF 4.1 3区 数学 Q1 Mathematics Pub Date : 2020-01-01 Epub Date: 2020-01-06 DOI: 10.1186/s13662-019-2438-0
Tongqian Zhang, Junling Wang, Yuqing Li, Zhichao Jiang, Xiaofeng Han

In this paper, a delayed virus model with two different transmission methods and treatments is investigated. This model is a time-delayed version of the model in (Zhang et al. in Comput. Math. Methods Med. 2015:758362, 2015). We show that the virus-free equilibrium is locally asymptotically stable if the basic reproduction number is smaller than one, and by regarding the time delay as a bifurcation parameter, the existence of local Hopf bifurcation is investigated. The results show that time delay can change the stability of the endemic equilibrium. Finally, we give some numerical simulations to illustrate the theoretical findings.

本文研究了一种具有两种不同传播方式和处理方法的延迟病毒模型。该模型是(Zhang et al.)在Comput中的模型的延时版本。数学。方法医学杂志。2015:758362,2015)。我们证明了当基本繁殖数小于1时无病毒平衡点是局部渐近稳定的,并以时滞作为分岔参数,研究了局部Hopf分岔的存在性。结果表明,时滞会改变地方性平衡的稳定性。最后,我们给出了一些数值模拟来说明理论结果。
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引用次数: 325
Andronov-Hopf and Neimark-Sacker bifurcations in time-delay differential equations and difference equations with applications to models for diseases and animal populations. 时滞微分方程和差分方程中的Andronov-Hopf和neimmark - sacker分岔及其在疾病和动物种群模型中的应用。
IF 4.1 3区 数学 Q1 Mathematics Pub Date : 2020-01-01 Epub Date: 2020-04-29 DOI: 10.1186/s13662-020-02646-5
Rachadawan Darlai, Elvin J Moore, Sanoe Koonprasert

In many areas, researchers might think that a differential equation model is required, but one might be forced to use an approximate difference equation model if data is only available at discrete points in time. In this paper, a detailed comparison is given of the behavior of continuous and discrete models for two representative time-delay models, namely a model for HIV and an extended logistic growth model. For each model, there are seven different time-delay versions because there are seven different positions to include time delays. For the seven different time-delay versions of each model, proofs are given of necessary and sufficient conditions for the existence and stability of equilibrium points and for the existence of Andronov-Hopf bifurcations in the differential equations and Neimark-Sacker bifurcations in the difference equations. We show that only five of the seven time-delay versions have bifurcations and that all bifurcation versions have supercritical limit cycles with one having a repelling cycle and four having attracting cycles. Numerical simulations are used to illustrate the analytical results and to show that critical times for Neimark-Sacker bifurcations are less than critical times for Andronov-Hopf bifurcations but converge to them as the time step of the discretization tends to zero.

在许多领域,研究人员可能认为需要微分方程模型,但如果数据仅在离散时间点可用,则可能被迫使用近似差分方程模型。本文详细比较了两种具有代表性的时滞模型,即HIV模型和扩展logistic增长模型的连续模型和离散模型的行为。对于每个模型,有7个不同的时滞版本,因为有7个不同的位置包含时滞。对于每个模型的7个不同时滞版本,给出了平衡点的存在性和稳定性、微分方程的Andronov-Hopf分岔和差分方程的neimmark - sacker分岔的存在性的充分必要条件。我们证明了7个时滞版本中只有5个有分岔,并且所有分岔版本都有超临界极限环,其中一个有排斥环,四个有吸引环。数值模拟表明,neimmark - sacker分岔的临界时间小于Andronov-Hopf分岔的临界时间,但随着离散化的时间步长趋近于零而收敛于它们。
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引用次数: 0
On the optimal control of coronavirus (2019-nCov) mathematical model; a numerical approach. 冠状病毒(2019-nCov)最优控制数学模型研究数值方法。
IF 4.1 3区 数学 Q1 Mathematics Pub Date : 2020-01-01 Epub Date: 2020-09-25 DOI: 10.1186/s13662-020-02982-6
N H Sweilam, S M Al-Mekhlafi, A O Albalawi, D Baleanu

In this paper, a novel coronavirus (2019-nCov) mathematical model with modified parameters is presented. This model consists of six nonlinear fractional order differential equations. Optimal control of the suggested model is the main objective of this work. Two control variables are presented in this model to minimize the population number of infected and asymptotically infected people. Necessary optimality conditions are derived. The Grünwald-Letnikov nonstandard weighted average finite difference method is constructed for simulating the proposed optimal control system. The stability of the proposed method is proved. In order to validate the theoretical results, numerical simulations and comparative studies are given.

本文提出了一种带有修正参数的新型冠状病毒(2019-nCov)数学模型。该模型由六个非线性分数阶微分方程组成。该模型的最优控制是本工作的主要目标。在该模型中提出了两个控制变量,以最小化感染者和渐近感染者的总体数量。导出了必要的最优性条件。构造了gr nwald- letnikov非标准加权平均有限差分法来模拟所提出的最优控制系统。证明了该方法的稳定性。为了验证理论结果,进行了数值模拟和对比研究。
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引用次数: 1
Analysis of Caputo fractional-order model for COVID-19 with lockdown. 新型冠状病毒肺炎的Caputo分数阶模型分析
IF 4.1 3区 数学 Q1 Mathematics Pub Date : 2020-01-01 Epub Date: 2020-08-03 DOI: 10.1186/s13662-020-02853-0
Idris Ahmed, Isa Abdullahi Baba, Abdullahi Yusuf, Poom Kumam, Wiyada Kumam

One of the control measures available that are believed to be the most reliable methods of curbing the spread of coronavirus at the moment if they were to be successfully applied is lockdown. In this paper a mathematical model of fractional order is constructed to study the significance of the lockdown in mitigating the virus spread. The model consists of a system of five nonlinear fractional-order differential equations in the Caputo sense. In addition, existence and uniqueness of solutions for the fractional-order coronavirus model under lockdown are examined via the well-known Schauder and Banach fixed theorems technique, and stability analysis in the context of Ulam-Hyers and generalized Ulam-Hyers criteria is discussed. The well-known and effective numerical scheme called fractional Euler method has been employed to analyze the approximate solution and dynamical behavior of the model under consideration. It is worth noting that, unlike many studies recently conducted, dimensional consistency has been taken into account during the fractionalization process of the classical model.

目前可用的控制措施之一,如果要成功实施,被认为是遏制冠状病毒传播最可靠的方法,那就是封锁。本文建立了分数阶数学模型,研究了封城对减缓病毒传播的意义。该模型由五个卡普托意义上的非线性分数阶微分方程组成。此外,利用著名的Schauder和Banach固定定理技术,检验了封封条件下分数阶冠状病毒模型解的存在唯一性,并讨论了Ulam-Hyers准则和广义Ulam-Hyers准则下的稳定性分析。采用分数欧拉法这一著名而有效的数值格式来分析所考虑模型的近似解和动力学行为。值得注意的是,与最近进行的许多研究不同,在经典模型的分馏过程中考虑了维度一致性。
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引用次数: 74
Dynamics of a fractional order mathematical model for COVID-19 epidemic. COVID-19 流行病分数阶数学模型的动力学。
IF 4.1 3区 数学 Q1 Mathematics Pub Date : 2020-01-01 Epub Date: 2020-08-14 DOI: 10.1186/s13662-020-02873-w
Zizhen Zhang, Anwar Zeb, Oluwaseun Francis Egbelowo, Vedat Suat Erturk

In this work, we formulate and analyze a new mathematical model for COVID-19 epidemic with isolated class in fractional order. This model is described by a system of fractional-order differential equations model and includes five classes, namely, S (susceptible class), E (exposed class), I (infected class), Q (isolated class), and R (recovered class). Dynamics and numerical approximations for the proposed fractional-order model are studied. Firstly, positivity and boundedness of the model are established. Secondly, the basic reproduction number of the model is calculated by using the next generation matrix approach. Then, asymptotic stability of the model is investigated. Lastly, we apply the adaptive predictor-corrector algorithm and fourth-order Runge-Kutta (RK4) method to simulate the proposed model. Consequently, a set of numerical simulations are performed to support the validity of the theoretical results. The numerical simulations indicate that there is a good agreement between theoretical results and numerical ones.

在这项研究中,我们建立并分析了一个新的分数阶 COVID-19 流行病数学模型,该模型包含五个等级,即 S(易感等级)、E(暴露等级)、I(感染等级)、Q(隔离等级)。该模型由分数阶微分方程模型系统描述,包括五个等级,即 S(易感等级)、E(暴露等级)、I(感染等级)、Q(隔离等级)和 R(恢复等级)。对所提出的分数阶模型的动力学和数值近似进行了研究。首先,确定了模型的正定性和有界性。其次,利用下一代矩阵方法计算模型的基本繁殖数。然后,研究了模型的渐进稳定性。最后,我们应用自适应预测-校正算法和四阶 Runge-Kutta (RK4) 方法对提出的模型进行仿真。因此,我们进行了一系列数值模拟,以支持理论结果的正确性。数值模拟结果表明,理论结果与数值结果之间存在良好的一致性。
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引用次数: 0
Stochastic dynamics in a delayed epidemic system with Markovian switching and media coverage. 具有马尔可夫切换和媒介覆盖的延迟流行病系统的随机动力学。
IF 4.1 3区 数学 Q1 Mathematics Pub Date : 2020-01-01 Epub Date: 2020-08-26 DOI: 10.1186/s13662-020-02894-5
Chao Liu, Jane Heffernan

A stochastic SIR system with Lévy jumps and distributed delay is developed and employed to study the combined effects of Markovian switching and media coverage on stochastic epidemiological dynamics and outcomes. Stochastic Lyapunov functions are used to prove the existence of a stationary distribution to the positive solution. Sufficient conditions for persistence in mean and the extinction of an infectious disease are also shown.

建立了一个具有lsamvy跳跃和分布延迟的随机SIR系统,并应用该系统研究了马尔可夫切换和媒体覆盖对随机流行病学动态和结果的联合影响。利用随机李雅普诺夫函数证明了正解的平稳分布的存在性。文中还给出了传染病均值持续和灭绝的充分条件。
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引用次数: 1
Modeling the effects of contact tracing on COVID-19 transmission. 接触者追踪对COVID-19传播影响的建模
IF 4.1 3区 数学 Q1 Mathematics Pub Date : 2020-01-01 Epub Date: 2020-09-21 DOI: 10.1186/s13662-020-02972-8
Ali Traoré, Fourtoua Victorien Konané

In this paper, a mathematical model for COVID-19 that involves contact tracing is studied. The contact tracing-induced reproduction number R q and equilibrium for the model are determined and stabilities are examined. The global stabilities results are achieved by constructing Lyapunov functions. The contact tracing-induced reproduction number R q is compared with the basic reproduction number R 0 for the model in the absence of any intervention to assess the possible benefits of the contact tracing strategy.

本文研究了涉及接触者追踪的COVID-19数学模型。确定了模型的接触跟踪诱导再现数rq和平衡点,并检验了模型的稳定性。通过构造Lyapunov函数得到全局稳定性结果。在没有任何干预的情况下,将接触追踪诱导的繁殖数rq与模型的基本繁殖数r0进行比较,以评估接触追踪策略可能带来的效益。
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引用次数: 1
期刊
Advances in Difference Equations
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