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Existence and global asymptotic stability criteria for nonlinear neutral-type neural networks involving multiple time delays using a quadratic-integral Lyapunov functional. 利用二次积分Lyapunov泛函研究多时滞非线性中立型神经网络的存在性和全局渐近稳定性判据。
IF 4.1 3区 数学 Q1 Mathematics Pub Date : 2021-01-01 Epub Date: 2021-02-17 DOI: 10.1186/s13662-021-03274-3
Yousef Gholami

In this paper we consider a standard class of the neural networks and propose an investigation of the global asymptotic stability of these neural systems. The main aim of this investigation is to define a novel Lyapunov functional having quadratic-integral form and use it to reach a stability criterion for the under study neural networks. Since some fundamental characteristics, such as nonlinearity, including time-delays and neutrality, help us design a more realistic and applicable model of neural systems, we will use all of these factors in our neural dynamical systems. At the end, some numerical simulations are presented to illustrate the obtained stability criterion and show the essential role of the time-delays in appearance of the oscillations and stability in the neural networks.

本文考虑了一类标准的神经网络,并研究了这类神经网络的全局渐近稳定性。本研究的主要目的是定义一种新的具有二次积分形式的Lyapunov泛函,并用它来得到所研究神经网络的稳定性判据。由于一些基本特征,如非线性,包括时滞和中性,帮助我们设计一个更现实和适用的神经系统模型,我们将在我们的神经动力系统中使用所有这些因素。最后,给出了一些数值模拟来说明所得到的稳定性判据,并说明了时滞对神经网络振荡的出现和稳定性的重要作用。
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引用次数: 7
The dynamics of COVID-19 in the UAE based on fractional derivative modeling using Riesz wavelets simulation. 基于Riesz小波模拟分数阶导数模型的阿联酋COVID-19动态
IF 4.1 3区 数学 Q1 Mathematics Pub Date : 2021-01-01 Epub Date: 2021-02-19 DOI: 10.1186/s13662-021-03262-7
Mutaz Mohammad, Alexander Trounev, Carlo Cattani

The well-known novel virus (COVID-19) is a new strain of coronavirus family, declared by the World Health Organization (WHO) as a dangerous epidemic. More than 3.5 million positive cases and 250 thousand deaths (up to May 5, 2020) caused by COVID-19 and has affected more than 280 countries over the world. Therefore studying the prediction of this virus spreading in further attracts a major public attention. In the Arab Emirates (UAE), up to the same date, there are 14,730 positive cases and 137 deaths according to national authorities. In this work, we study a dynamical model based on the fractional derivatives of nonlinear equations that describe the outbreak of COVID-19 according to the available infection data announced and approved by the national committee in the press. We simulate the available total cases reported based on Riesz wavelets generated by some refinable functions, namely the smoothed pseudosplines of types I and II with high vanishing moments. Based on these data, we also consider the formulation of the pandemic model using the Caputo fractional derivative. Then we numerically solve the nonlinear system that describes the dynamics of COVID-19 with given resources based on the collocation Riesz wavelet system constructed. We present graphical illustrations of the numerical solutions with parameters of the model handled under different situations. We anticipate that these results will contribute to the ongoing research to reduce the spreading of the virus and infection cases.

众所周知的新型病毒(COVID-19)是冠状病毒家族的一种新毒株,被世界卫生组织(WHO)宣布为危险的流行病。截至2020年5月5日,COVID-19造成350多万例阳性病例和25万人死亡,并影响了全球280多个国家。因此,进一步研究该病毒在中国的传播预测引起了公众的广泛关注。在阿拉伯酋长国(阿联酋),根据国家当局的数据,截至同一日期,有14,730例阳性病例和137例死亡。在这项工作中,我们研究了一个基于非线性方程分数阶导数的动力学模型,该模型根据国家委员会在报刊上公布和批准的现有感染数据来描述COVID-19的爆发。我们基于Riesz小波,即具有高消失矩的I型和II型光滑伪样条产生的一些可细化函数,模拟了可用的报告总数。基于这些数据,我们还考虑了使用卡普托分数导数的大流行模型的公式。然后,基于所构造的配置Riesz小波系统,对具有给定资源的描述COVID-19动态的非线性系统进行数值求解。我们给出了在不同情况下处理模型参数的数值解的图形说明。我们预计这些结果将有助于正在进行的减少病毒传播和感染病例的研究。
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引用次数: 23
Discrete epidemic models with two time scales. 具有两个时间尺度的离散流行病模型。
IF 4.1 3区 数学 Q1 Mathematics Pub Date : 2021-01-01 Epub Date: 2021-10-30 DOI: 10.1186/s13662-021-03633-0
Rafael Bravo de la Parra, Luis Sanz-Lorenzo

The main aim of the work is to present a general class of two time scales discrete-time epidemic models. In the proposed framework the disease dynamics is considered to act on a slower time scale than a second different process that could represent movements between spatial locations, changes of individual activities or behaviors, or others. To include a sufficiently general disease model, we first build up from first principles a discrete-time susceptible-exposed-infectious-recovered-susceptible (SEIRS) model and characterize the eradication or endemicity of the disease with the help of its basic reproduction number R 0 . Then, we propose a general full model that includes sequentially the two processes at different time scales and proceed to its analysis through a reduced model. The basic reproduction number R 0 of the reduced system gives a good approximation of R 0 of the full model since it serves at analyzing its asymptotic behavior. As an illustration of the proposed general framework, it is shown that there exist conditions under which a locally endemic disease, considering isolated patches in a metapopulation, can be eradicated globally by establishing the appropriate movements between patches.

工作的主要目的是提出一类一般的两个时间尺度离散时间流行病模型。在提出的框架中,疾病动力学被认为是在比第二个不同过程更慢的时间尺度上起作用的,而第二个不同过程可以代表空间位置之间的运动、个体活动或行为的变化或其他。为了包含一个足够普遍的疾病模型,我们首先从第一性原理建立了一个离散时间易感-暴露-感染-恢复-易感(SEIRS)模型,并借助其基本繁殖数R 0来表征疾病的根除或流行。然后,我们提出了一个包含两个过程在不同时间尺度上的一般完整模型,并通过简化模型对其进行分析。约简系统的基本复制数R - 0给出了完整模型R - 0的一个很好的近似,因为它用于分析其渐近行为。作为所提出的总体框架的一个例证,研究表明,考虑到大种群中的孤立斑块,存在一些条件,在这些条件下,通过在斑块之间建立适当的运动,可以在全球范围内根除局部地方病。
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引用次数: 6
A fractional complex network model for novel corona virus in China. 中国新型冠状病毒分式复杂网络模型
IF 4.1 3区 数学 Q1 Mathematics Pub Date : 2021-01-01 Epub Date: 2021-01-06 DOI: 10.1186/s13662-020-03182-y
H A A El-Saka, I Obaya, H N Agiza

As is well known the novel coronavirus (COVID-19) is a zoonotic virus and our model is concerned with the effect of the zoonotic source of the coronavirus during the outbreak in China. We present a SEIS complex network epidemic model for the novel coronavirus. Our model is presented in fractional form and with varying population. The steady states and the basic reproductive number are calculated. We also present some numerical examples and the sensitivity analysis of the basic reproductive number for the parameters.

众所周知,新型冠状病毒(COVID-19)是一种人畜共患病毒,我们的模型关注的是在中国疫情期间冠状病毒人畜共患源的影响。提出了一种新型冠状病毒的SEIS复杂网络流行病模型。我们的模型以分数形式呈现,并具有不同的人口。计算了稳态和基本再生数。给出了一些数值算例,并对参数的基本再生数进行了灵敏度分析。
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引用次数: 4
Complexity analysis of cold chain transportation in a vaccine supply chain considering activity inspection and time-delay. 考虑活动性检验和时滞的疫苗供应链冷链运输复杂性分析
IF 4.1 3区 数学 Q1 Mathematics Pub Date : 2021-01-01 Epub Date: 2021-01-09 DOI: 10.1186/s13662-020-03173-z
Daoming Dai, Xuanyu Wu, Fengshan Si

The development of COVID-19 vaccine is highly concerned by all countries in the world. So far, many kinds of COVID-19 vaccines have entered phase III clinical trial. However, it is difficult to deliver COVID-19 vaccines efficiently and safely to the areas affected by the epidemic. This paper focuses on vaccine transportation in a supply chain model composed of one distributor and one retailer (clinic or hospital), in which the distributor procures COVID-19 vaccines from the manufacturer and then resells them to the retailer. Distributor detects the activity level of the vaccines, and retailer is responsible for transportation of the vaccines. Firstly, we establish a difference equations model with time-delay. Secondly, we investigate the impact of time-delay on the stability of vaccine supply chain. In addition, we explore the influence of decision adjustment speed of the distributor (or retailer) on the stability of vaccine supply chain. Finally, we verify the theoretical results by a two-dimensional bifurcation diagram, the largest Lyapunov exponent, entropy, and domain of attraction. The results show that when the decision delay-time or the adjustment speed of decision variables exceeds a certain threshold, it brings a negative impact on the stability of vaccine supply chain system. The stability domain of the system shrinks as customers' sensitivity to cold chain transportation decreases and by contrast expends as customers' sensitivity to vaccine prices decreases. When the vaccine supply chain is in a state of chaos, the effect of external control over the system is superior to that of internal control over the system.

新冠肺炎疫苗研制工作受到世界各国高度关注。目前,多种新型冠状病毒疫苗已进入三期临床试验。然而,很难将COVID-19疫苗高效、安全地运送到受疫情影响的地区。本文主要研究由一个分销商和一个零售商(诊所或医院)组成的供应链模型中的疫苗运输问题,分销商从制造商处采购COVID-19疫苗,然后再将其转售给零售商。分销商检测疫苗的活性水平,零售商负责疫苗的运输。首先,建立了具有时滞的差分方程模型。其次,研究了时滞对疫苗供应链稳定性的影响。此外,我们探讨了分销商(或零售商)的决策调整速度对疫苗供应链稳定性的影响。最后,我们通过二维分岔图、最大李雅普诺夫指数、熵和引力域验证了理论结果。结果表明,当决策延迟时间或决策变量的调整速度超过一定阈值时,会对疫苗供应链系统的稳定性产生负面影响。系统的稳定域随着客户对冷链运输的敏感性降低而缩小,相反,随着客户对疫苗价格的敏感性降低而扩大。当疫苗供应链处于混沌状态时,外部控制对系统的效果优于内部控制。
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引用次数: 19
Fractional unit-root tests allowing for a fractional frequency flexible Fourier form trend: predictability of Covid-19. 分数阶单位根测试允许分数阶频率灵活的傅立叶形式趋势:Covid-19的可预测性。
IF 4.1 3区 数学 Q1 Mathematics Pub Date : 2021-01-01 Epub Date: 2021-03-15 DOI: 10.1186/s13662-021-03317-9
Tolga Omay, Dumitru Baleanu

In this study we propose a fractional frequency flexible Fourier form fractionally integrated ADF unit-root test, which combines the fractional integration and nonlinear trend as a form of the Fourier function. We provide the asymptotics of the newly proposed test and investigate its small-sample properties. Moreover, we show the best estimators for both fractional frequency and fractional difference operator for our newly proposed test. Finally, an empirical study demonstrates that not considering the structural break and fractional integration simultaneously in the testing process may lead to misleading results about the stochastic behavior of the Covid-19 pandemic.

在这项研究中,我们提出了一个分数频率柔性傅里叶形式分数积分ADF单位根检验,它结合了分数积分和非线性趋势作为傅里叶函数的一种形式。我们提供了新提出的检验的渐近性,并研究了它的小样本性质。此外,我们给出了分数阶频率算子和分数阶差分算子的最佳估计。最后,实证研究表明,在测试过程中不同时考虑结构断裂和分数积分可能会导致对Covid-19大流行随机行为的误导结果。
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引用次数: 22
Extinction and persistence of a stochastic SIRV epidemic model with nonlinear incidence rate. 具有非线性发病率的随机SIRV流行模型的消灭与持续。
IF 4.1 3区 数学 Q1 Mathematics Pub Date : 2021-01-01 Epub Date: 2021-04-08 DOI: 10.1186/s13662-021-03347-3
Ramziya Rifhat, Zhidong Teng, Chunxia Wang

In this paper, a stochastic SIRV epidemic model with general nonlinear incidence and vaccination is investigated. The value of our study lies in two aspects. Mathematically, with the help of Lyapunov function method and stochastic analysis theory, we obtain a stochastic threshold of the model that completely determines the extinction and persistence of the epidemic. Epidemiologically, we find that random fluctuations can suppress disease outbreak, which can provide us some useful control strategies to regulate disease dynamics. In other words, neglecting random perturbations overestimates the ability of the disease to spread. The numerical simulations are given to illustrate the main theoretical results.

本文研究了一类具有一般非线性发病率和疫苗接种的随机siv流行模型。我们研究的价值在于两个方面。在数学上,借助Lyapunov函数方法和随机分析理论,我们得到了一个完全决定疫情灭绝和持续的模型的随机阈值。在流行病学上,我们发现随机波动可以抑制疾病的爆发,这可以为我们提供一些有用的控制策略来调节疾病的动态。换句话说,忽略随机扰动高估了疾病传播的能力。通过数值模拟来说明主要的理论结果。
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引用次数: 1
Analysis of Atangana-Baleanu fractional-order SEAIR epidemic model with optimal control. 具有最优控制的Atangana-Baleanu分数阶SEAIR流行病模型分析。
IF 4.1 3区 数学 Q1 Mathematics Pub Date : 2021-01-01 Epub Date: 2021-03-19 DOI: 10.1186/s13662-021-03334-8
Chernet Tuge Deressa, Gemechis File Duressa

We consider a SEAIR epidemic model with Atangana-Baleanu fractional-order derivative. We approximate the solution of the model using the numerical scheme developed by Toufic and Atangana. The numerical simulation corresponding to several fractional orders shows that, as the fractional order reduces from 1, the spread of the endemic grows slower. Optimal control analysis and simulation show that the control strategy designed is operative in reducing the number of cases in different compartments. Moreover, simulating the optimal profile revealed that reducing the fractional-order from 1 leads to the need for quick starting of the application of the designed control strategy at the maximum possible level and maintaining it for the majority of the period of the pandemic.

考虑具有Atangana-Baleanu分数阶导数的SEAIR流行病模型。我们使用Toufic和Atangana开发的数值格式近似求解模型。对几个分数阶对应的数值模拟表明,分数阶从1开始减小,地方病的传播速度变慢。最优控制分析和仿真结果表明,所设计的控制策略在减少不同车厢的车次数量方面是有效的。此外,对最优剖面的模拟表明,将分数阶从1降低,需要在尽可能高的水平上快速启动所设计的控制策略的应用,并在大流行期间的大部分时间内保持这种策略。
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引用次数: 1
A fractional order epidemic model for the simulation of outbreaks of Ebola. 模拟埃博拉病毒爆发的分数阶流行病模型。
IF 4.1 3区 数学 Q1 Mathematics Pub Date : 2021-01-01 Epub Date: 2021-03-10 DOI: 10.1186/s13662-021-03272-5
Weiqiu Pan, Tianzeng Li, Safdar Ali

The Ebola outbreak in 2014 caused many infections and deaths. Some literature works have proposed some models to study Ebola virus, such as SIR, SIS, SEIR, etc. It is proved that the fractional order model can describe epidemic dynamics better than the integer order model. In this paper, we propose a fractional order Ebola system and analyze the nonnegative solution, the basic reproduction number R 0 , and the stabilities of equilibrium points for the system firstly. In many studies, the numerical solutions of some models cannot fit very well with the real data. Thus, to show the dynamics of the Ebola epidemic, the Gorenflo-Mainardi-Moretti-Paradisi scheme (GMMP) is taken to get the numerical solution of the SEIR fractional order Ebola system and the modified grid approximation method (MGAM) is used to acquire the parameters of the SEIR fractional order Ebola system. We consider that the GMMP method may lead to absurd numerical solutions, so its stability and convergence are given. Then, the new fractional orders, parameters, and the root-mean-square relative error g ( U ) = 0.4146 are obtained. With the new fractional orders and parameters, the numerical solution of the SEIR fractional order Ebola system is closer to the real data than those models in other literature works. Meanwhile, we find that most of the fractional order Ebola systems have the same order. Hence, the fractional order Ebola system with different orders using the Caputo derivatives is also studied. We also adopt the MGAM algorithm to obtain the new orders, parameters, and the root-mean-square relative error which is g ( U ) = 0.2744 . With the new parameters and orders, the fractional order Ebola systems with different orders fit very well with the real data.

2014年的埃博拉疫情导致许多人感染和死亡。一些文献提出了一些研究埃博拉病毒的模型,如SIR、SIS、SEIR等。证明分数阶模型比整数阶模型能更好地描述流行病动力学。本文提出了一个分数阶埃博拉系统,首先分析了该系统的非负解、基本再生数r0和平衡点的稳定性。在许多研究中,一些模型的数值解与实际数据不能很好地拟合。因此,为了展示埃博拉疫情的动力学特性,采用gorenflo - mainadi - moretti - paradisi格式(GMMP)得到SEIR分数阶埃博拉系统的数值解,并采用改进的网格逼近法(MGAM)获取SEIR分数阶埃博拉系统的参数。考虑到GMMP方法可能会导致荒谬的数值解,因此给出了它的稳定性和收敛性。然后得到了新的分数阶、参数和均方根相对误差g (U∗)= 0.4146。采用新的分数阶数和参数,SEIR分数阶埃博拉系统的数值解比其他文献中的模型更接近真实数据。同时,我们发现大多数分数阶埃博拉系统具有相同的阶数。因此,利用Caputo导数对不同阶数的分数阶埃博拉系统也进行了研究。我们还采用MGAM算法获得了新的阶数、参数和均方根相对误差g (U∗)= 0.2744。在新的参数和阶数下,不同阶数的分数阶埃博拉系统与实际数据拟合得很好。
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引用次数: 1
Mathematical analysis of a within-host model of SARS-CoV-2. SARS-CoV-2宿主内模型的数学分析
IF 4.1 3区 数学 Q1 Mathematics Pub Date : 2021-01-01 Epub Date: 2021-02-17 DOI: 10.1186/s13662-021-03276-1
Bhagya Jyoti Nath, Kaushik Dehingia, Vishnu Narayan Mishra, Yu-Ming Chu, Hemanta Kumar Sarmah

In this paper, we have mathematically analyzed a within-host model of SARS-CoV-2 which is used by Li et al. in the paper "The within-host viral kinetics of SARS-CoV-2" published in (Math. Biosci. Eng. 17(4):2853-2861, 2020). Important properties of the model, like nonnegativity of solutions and their boundedness, are established. Also, we have calculated the basic reproduction number which is an important parameter in the infection models. From stability analysis of the model, it is found that stability of the biologically feasible steady states are determined by the basic reproduction number ( χ 0 ) . Numerical simulations are done in order to substantiate analytical results. A biological implication from this study is that a COVID-19 patient with less than one basic reproduction ratio can automatically recover from the infection.

在本文中,我们对Li等人在《the within-host viral kinetics of SARS-CoV-2》一文中使用的SARS-CoV-2宿主内模型进行了数学分析。Biosci。工程学报,17(4):2853-2861,2020)。建立了该模型解的非负性和有界性等重要性质。同时,我们还计算了基本繁殖数,这是感染模型中的一个重要参数。从模型的稳定性分析可知,生物可行稳态的稳定性是由基本繁殖数(χ 0)决定的。为了证实分析结果,进行了数值模拟。这项研究的生物学意义是,少于一个基本生殖比例的COVID-19患者可以自动从感染中恢复过来。
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引用次数: 33
期刊
Advances in Difference Equations
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