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Bubbling and hydra effect in a population system with Allee effect 具有Allee效应的种群系统中的气泡和水螅效应
IF 3.5 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2021-09-01 DOI: 10.1016/j.ecocom.2021.100939
Koushik Garain , Partha Sarathi Mandal

We present a continuous time predator-prey model and predator’s growth subjected to component Allee effect. The model also includes density dependent mortality of predator. We investigate our model both analytically and numerically, and highlighted the effect of density independent mortality and Allee effect. In our system, we find that a fixed point representing the extinction of predator is always a stable point. When coexistence equilibria exists our system is bistable. We have observed that tristability is possible for our model that includes two stable co-existence fixed point. The most important phenomena which we have observed are hydra effect and cascading effect. Due to component Allee effect in predator the system shows multiple hydra effect. We discuss the phenomenon of bubbling, which indicates increasing and decreasing of amplitudes of cycles. We have presented one-parametric as well as two-parametric bifurcation diagram and also all possible bifurcations that the system could go through.

我们提出了一个连续时间捕食者-被捕食者模型,以及受分量Allee效应影响的捕食者的生长。该模型还考虑了捕食者的密度依赖性死亡率。我们对我们的模型进行了分析和数值研究,并强调了密度无关死亡率和Allee效应的影响。在我们的系统中,我们发现一个表示捕食者灭绝的不动点总是一个稳定点。当共存平衡存在时,系统是双稳态的。我们已经观察到包含两个稳定共存不动点的模型是可能的三稳定性。我们观察到的最重要的现象是水螅效应和级联效应。由于捕食者中存在分量折线效应,系统呈现多重水螅效应。我们讨论了鼓泡现象,它表示周期振幅的增减。我们给出了单参数分岔图和双参数分岔图以及系统可能经历的所有可能的分岔图。
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引用次数: 8
Ecosystemology: A new approach toward a taxonomy of ecosystems 生态系统:研究生态系统分类学的新方法
IF 3.5 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2021-09-01 DOI: 10.1016/j.ecocom.2021.100945
Bruno Senterre , Porter P. Lowry II , Ehoarn Bidault , Tariq Stévart

Over the last several years, the IUCN Red List approach for assessing the risk of extinction faced by species has been adapted into a Red List of Ecosystems methodology. This endeavor faces several important challenges, including how to define the types of ecosystems to which the Red List criteria are applied, and how to manage information on the geographic distribution of ecosystems in an open, transparent, and standardized manner linking mapping, typology, and field studies. We propose a fundamentally novel approach that differs from currently available ecosystem typologies in three important aspects by (1) offering a new way of conceptualizing types of ecosystems, (2) providing an explicit method for communicating the conceptualized ecosystems and how they are circumscribed, and (3) developing technical tools for managing the resulting conceptual model. Firstly, ecosystem types are defined by studying biogeoclimatic gradients using an approach that is both modular (in which combinations of ecological factors are studied at a given scale) and hierarchical (involving relative spatial and temporal scales in which local/site gradients are dependent on bioclimatic/regional gradients). This avoids the problem of classes that are not mutually exclusive and enables the classification of all types of ecosystems, including for example marshes on rocky outcrops in superhumid tropical montane areas. Secondly, the names of ecosystem species are linked to a nomenclatural type defined by a ‘type site’ or ‘biotype’, adopting a principle that makes clear a given author's notion of an ecosystem type even if the accompanying name and description are partial or imperfect, or when the ecosystem type is delimited too broadly according to the interpretation of another author. Ecosystem names are structured as a descriptive diagnosis based on a standardized set of characters and character states. This typological approach for facilitating the naming and comparison of ecosystem circumscriptions is thus truly taxonomic in nature. Thirdly, in order to facilitate the use and application of the conceptual approach presented here, we translate it into a practical tool by developing a smartphone-based system to collect data for observing and describing virtual ecosystem specimens in the field, along with the "Bio" database, which manages ecosystem data and also enables tracking synonymies using an open system that entails assigning determinavits to biotypes.

在过去几年中,世界自然保护联盟评估物种灭绝风险的红色名录方法已被改编为生态系统红色名录方法。这一努力面临着几个重要的挑战,包括如何定义适用红色名录标准的生态系统类型,以及如何以开放、透明和标准化的方式管理生态系统地理分布的信息,将制图、类型学和实地研究联系起来。我们提出了一种全新的方法,它与现有的生态系统类型学在三个重要方面有所不同:(1)提供了一种概念化生态系统类型的新方法;(2)提供了一种明确的方法来交流概念化生态系统及其如何被限制;(3)开发管理由此产生的概念模型的技术工具。首先,生态系统类型是通过使用模块化(在给定尺度上研究生态因子的组合)和分层(涉及相对时空尺度,其中局部/站点梯度依赖于生物气候/区域梯度)的方法来研究生物地理气候梯度来定义的。这样就避免了不相互排斥的分类问题,并使所有类型的生态系统能够分类,例如包括在超潮湿的热带山区的岩石露头上的沼泽。其次,生态系统物种的名称与由“类型地点”或“生物类型”定义的命名类型相关联,采用一种原则,即使随附的名称和描述是部分或不完整的,或者根据另一位作者的解释,生态系统类型的界限过于宽泛,也能明确给定作者对生态系统类型的概念。生态系统名称的结构是基于一组标准化的字符和字符状态的描述性诊断。因此,这种便于命名和比较生态系统界限的类型学方法在本质上是真正的分类学方法。第三,为了促进这里提出的概念方法的使用和应用,我们将其转化为一个实用的工具,通过开发一个基于智能手机的系统来收集数据,用于观察和描述野外的虚拟生态系统标本,以及“生物”数据库,该数据库管理生态系统数据,并使用一个开放的系统来跟踪同义词,该系统需要为生物类型分配决定性因素。
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引用次数: 2
How seasonal variations in birth and transmission rates impact population dynamics in a basic SIR model 在基本SIR模型中,出生和传播率的季节变化如何影响种群动态
IF 3.5 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2021-09-01 DOI: 10.1016/j.ecocom.2021.100949
Charlotte Ward, Alex Best

The changing climate is expected to alter the timings of key events in species life-histories. These shifts are likely to have important consequences for infectious disease dynamics, as the distribution and abundance of host species will lead to a different environment for parasites. Previous work has shown how seasonality in single host traits - most commonly the reproduction rate or transmission rate - can lead to an array of complex epidemiological dynamics, including chaos and multiple-stable states, with changes to the timing and amplitude of the seasonal peaks often driving drastic changes in behaviour. However, more than one life-history trait is likely to be seasonal, and changing environmental conditions may impact each of them in different ways, yet there have been few studies of host-parasite dynamics that include more than one seasonal trait. Here we examine a Susceptible-Infected-Recovered epidemiological model in which both reproduction and transmission exhibit seasonal fluctuations. We examine how the amplitude and timing of these seasonal peaks impact disease dynamics. We show that the relative timing of the two events is key, with the most stable dynamics when births peak a few months before transmission. We also show that chaotic dynamics become more likely when transmission in particular has a high amplitude, and when baseline transmission and virulence are high. Our results emphasise the importance of seasonality and timing of host life-history events to disease dynamics.

气候变化预计会改变物种生活史中关键事件发生的时间。这些变化可能对传染病动态产生重要影响,因为宿主物种的分布和丰度将导致寄生虫的不同环境。以前的工作已经表明,单个宿主特征的季节性——最常见的是繁殖率或传播率——如何导致一系列复杂的流行病学动态,包括混乱和多重稳定状态,季节性高峰的时间和幅度的变化通常会导致行为的剧烈变化。然而,不止一种生活史特征可能是季节性的,不断变化的环境条件可能以不同的方式影响它们中的每一种,但很少有包括多种季节性特征的宿主-寄生虫动力学研究。在这里,我们研究了一个易感-感染-康复的流行病学模型,其中繁殖和传播都表现出季节性波动。我们研究了这些季节性高峰的幅度和时间如何影响疾病动态。我们表明,这两个事件的相对时间是关键,在传播前几个月出生高峰时,动态最稳定。我们还表明,当传播特别是具有高振幅时,以及基线传播和毒力高时,更有可能出现混沌动力学。我们的研究结果强调了宿主生活史事件的季节性和时间对疾病动力学的重要性。
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引用次数: 3
The co-circulation of two infectious diseases and the impact of vaccination against one of them 两种传染病的共同流行以及针对其中一种传染病接种疫苗的影响
IF 3.5 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2021-09-01 DOI: 10.1016/j.ecocom.2021.100941
G.F. Puga , L.H.A. Monteiro

An epidemiological model based on probabilistic cellular automaton is proposed to investigate the dynamics of two co-circulating infections. In the model, one of these two diseases compromises the immune response to future infections; however, there is vaccine against this immunosuppressive disease. The goal is to evaluate the impact of the vaccination coverage on the prevalence and on the cumulative deaths associated with both contagious diseases. The performed numerical simulations highlight the importance of vaccination on decreasing morbidity and mortality. The results are discussed from a public health standpoint, by taking into account outbreaks of measles and COVID-19.

提出了一种基于概率元胞自动机的流行病学模型来研究两种共循环感染的动力学。在该模型中,这两种疾病中的一种损害了对未来感染的免疫反应;然而,有针对这种免疫抑制疾病的疫苗。目标是评估疫苗接种覆盖率对这两种传染病的流行率和与之相关的累积死亡人数的影响。所进行的数值模拟突出了疫苗接种对降低发病率和死亡率的重要性。研究结果从公共卫生的角度进行了讨论,考虑了麻疹和COVID-19的爆发。
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引用次数: 2
Human population induced urban developments and their effects on temperature rise: a nonlinear mathematical model 人口对城市发展的影响及其对气温上升的影响:一个非线性数学模型
IF 3.5 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2021-09-01 DOI: 10.1016/j.ecocom.2021.100947
Abhinav Tandon, Prachi Rai Verma

Excessive infrastructural developments, driven by urbanization, have not only brought destruction of forests, but also exacerbated the temperature of cities (or towns) due to formation of urban heat islands. Keeping such an urban system in mind, a nonlinear dynamical model is formulated in the proposed work in terms of system of differential equations. The model, comprising of forest resources, human population, urban infrastructural developments and temperature as system variables, is formulated on the assumption that infrastructural developments, induced through human population, escalate temperature of the region at the cost of deforestation. The derived model is mathematically analyzed for qualitative properties of its equilibrium solutions, extending from their existences to stabilities. Further, to demonstrate the impact of parametric variations on dynamical behavior, the system is also investigated for transcritical and Hopf - bifurcations. Quantitative analysis is also being executed with available numerical data to substantiate qualitative findings and to determine sensitiveness of equilibrium values of model outcomes towards system parameters. The results reveal that any of the parameters, which directly or indirectly, responsible for escalation in temperature of the region can put the system in a state of periodic oscillations, arises through Hopf - bifurcation. Therefore, it is suggested to control urban infrastructural developments through implementation of government strategies, which should include check over illegal encroachment of forested land for infrastructural developments.

在城市化的推动下,过度的基础设施建设不仅带来了森林的破坏,而且由于城市热岛的形成,导致城市(或城镇)的温度升高。考虑到这样一个城市系统,在提出的工作中,以微分方程组的形式制定了非线性动力学模型。该模型由森林资源、人口、城市基础设施发展和温度作为系统变量组成,其假设是由人口引起的基础设施发展以森林砍伐为代价使该地区的温度升高。用数学方法分析了该模型平衡解的定性性质,从存在性扩展到稳定性。此外,为了证明参数变化对动力学行为的影响,还研究了系统的跨临界和Hopf分岔。还利用现有的数值数据进行定量分析,以证实定性结果,并确定模型结果的平衡值对系统参数的敏感性。结果表明,任何直接或间接导致区域温度升高的参数都可以通过Hopf分岔产生,从而使系统处于周期振荡状态。因此,建议通过实施政府战略来控制城市基础设施的发展,其中应包括检查非法侵占林地进行基础设施建设。
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引用次数: 4
High-order interactions maintain or enhance structural robustness of a coffee agroecosystem network 高阶相互作用维持或增强咖啡农业生态系统网络的结构稳健性
IF 3.5 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2021-09-01 DOI: 10.1016/j.ecocom.2021.100951
Cecilia González González , Emilio Mora Van Cauwelaert , Denis Boyer , Ivette Perfecto , John Vandermeer , Mariana Benítez

The capacity of highly diverse systems to prevail has proven difficult to explain. In addition to methodological issues, the inherent complexity of ecosystems and issues like multicausality, non-linearity and context-specificity make it hard to establish general and unidirectional explanations. Nevertheless, in recent years, high order interactions have been increasingly discussed as a mechanism that benefits the functioning of highly diverse ecosystems and may add to the mechanisms that explain their persistence. Until now, this idea has been explored by means of hypothetical simulated networks. Here, we test this idea using an updated and empirically documented network for a coffee agroecosystem. We identify potentially key nodes and measure network robustness in the face of node removal with and without incorporation of high order interactions. We find that the system's robustness is either increased or unaffected by the addition of high order interactions, in contrast with randomized counterparts with similar structural characteristics. We also propose a method for representing networks with high order interactions as ordinary graphs and a method for measuring their robustness.

事实证明,很难解释高度多样化的系统为何能够盛行。除了方法论问题外,生态系统固有的复杂性以及多因果性、非线性和环境特异性等问题使得很难建立一般和单向的解释。然而,近年来,高阶相互作用作为一种有利于高度多样化生态系统功能的机制被越来越多地讨论,并可能增加解释其持久性的机制。到目前为止,这个想法已经通过假设的模拟网络进行了探索。在这里,我们使用更新和经验记录的咖啡农业生态系统网络来测试这一想法。我们识别潜在的关键节点,并测量面对节点移除时的网络鲁棒性,无论是否包含高阶交互。我们发现,与具有相似结构特征的随机系统相比,系统的鲁棒性要么增加,要么不受高阶相互作用的影响。我们还提出了一种将具有高阶交互作用的网络表示为普通图的方法和一种测量其鲁棒性的方法。
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引用次数: 0
Incorporating fast and intelligent control technique into ecology: A Chebyshev neural network-based terminal sliding mode approach for fractional chaotic ecological systems 将快速智能控制技术融入生态学:基于切比雪夫神经网络的分数阶混沌生态系统终端滑模方法
IF 3.5 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2021-09-01 DOI: 10.1016/j.ecocom.2021.100943
Bo Wang , Hadi Jahanshahi , Hemen Dutta , Ernesto Zambrano-Serrano , Vladimir Grebenyuk , Stelios Bekiros , Ayman A. Aly

In the present study, a new neural network-based terminal sliding mode technique is proposed to stabilize and synchronize fractional-order chaotic ecological systems in finite-time. The Chebyshev neural network is implemented to estimate unknown functions of the system. Moreover, through the proposed Chebyshev neural network observer, the effects of external disturbances are fully taken into account. The weights of the Chebyshev neural network observer are adjusted based on adaptive laws. The finite-time convergence of the closed-loop system, which is a new concept for ecological systems, is proven. Then, the dependency of the system on the value of the fractional time derivatives is investigated. Lastly, the proposed control scheme is applied to the fractional-order ecological system. Through numerical simulations, the performance of the developed technique for synchronization and stabilization are assessed and compared with a conventional method. The numerical simulations strongly corroborate the effective performance of the proposed control technique in terms of accuracy, robustness, and convergence time for the unknown nonlinear system in the presence of external disturbances.

本文提出了一种新的基于神经网络的终端滑模技术,用于分数阶混沌生态系统在有限时间内的稳定和同步。利用切比雪夫神经网络对系统的未知函数进行估计。此外,通过所提出的切比雪夫神经网络观测器,充分考虑了外界干扰的影响。基于自适应规律调整切比雪夫神经网络观测器的权值。证明了闭环系统的有限时间收敛性,这是生态系统的一个新概念。然后,研究了系统对分数阶导数值的依赖关系。最后,将所提出的控制方案应用于分数阶生态系统。通过数值仿真,对所开发的同步稳定技术的性能进行了评价,并与传统方法进行了比较。数值模拟有力地证实了所提出的控制技术在精度、鲁棒性和收敛时间方面对存在外部干扰的未知非线性系统的有效性能。
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引用次数: 21
Early warning signals of regime shifts for aquatic systems: Can experiments help to bridge the gap between theory and real-world application? 水生系统状态变化的早期预警信号:实验能否帮助弥合理论与实际应用之间的差距?
IF 3.5 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2021-09-01 DOI: 10.1016/j.ecocom.2021.100944
Julio Alberto Alegre Stelzer , Jorrit Padric Mesman , Rita Adrian , Bastiaan Willem Ibelings

Early-warning signals of a regime shift (EWS) indicate, for a wide range of systems, if a tipping-point is being approached. In ecology, EWS are well established from a theoretical perspective but are far from unequivocal when applied to field data. The gap between theory and application is caused by a set of limitations, like the lack of coherence between different EWS, data acquisition issues, and false results. Experiments assessing EWS may provide an empirical mechanistic understanding of why an EWS was observed (or failed to be observed), which often cannot be elucidated by simple computational modeling or pure environmental data. Here we focused on aquatic experiments to explore to what extent the existing EWS experiments can bridge the gap between the theory and real-world application. For that, we used the Thomson-ISI Web of Science© database to retrieve EWS experiments executed before early-2020, detailing their experimental designs and each EWS assessed. Success rates - correct anticipation of tipping points – were around 70% for the most used EWS (assessment of autocorrelation, variance, recovery, and shape of the distribution using abundance, Chlorophyll-a, Phycocyanin, and dissolved oxygen data). Yet, no EWS showed to be 100% reliable, and their use demands cautious interpretation. As a rule, we observed that experiments were not designed to tackle issues encountered in real-world situations. They lack a deep mechanistic understanding of why, when, and how an EWS was observed or not. When experiments did aim to assess issues encountered in the real world, the experimental designs were often of low ecological significance. We also investigated the relationship between sampling and the success rate of EWS, observing that the sampling regime might have to be tailor-made towards specific monitoring objectives. Moreover, experiments have taught us that the use of EWS can be more versatile than expected, going from monitoring the extinction of single populations to the anticipation of transient regime shifts. Most of the experiments presented here supported empirical proof of the existence of EWS in aquatic systems. Still, to bridge the gap between theory and application, experiments will have to move closer to real-world conditions and better support a mechanistic understanding of why EWS may succeed or fail to anticipate a regime shift. For that, we provide six elements to take into account when designing experiments that could enhance the capabilities of EWS to go beyond the stage of proof-of-concept.

对于大范围的系统来说,体制转移(EWS)的早期预警信号表明是否正在接近临界点。在生态学中,EWS从理论角度来看是建立良好的,但在应用于野外数据时却远非明确。理论与应用之间的差距是由一系列限制造成的,比如不同EWS之间缺乏一致性,数据采集问题,以及错误的结果。评估EWS的实验可以提供一个经验机制的理解,为什么EWS被观察到(或没有被观察到),这往往不能通过简单的计算建模或纯粹的环境数据来阐明。本文以水生实验为重点,探讨现有的EWS实验在多大程度上弥补了理论与实际应用之间的差距。为此,我们使用Thomson-ISI Web of Science©数据库检索2020年初之前执行的EWS实验,详细介绍了他们的实验设计和评估的每个EWS。对于最常用的EWS(利用丰度、叶绿素-a、藻蓝蛋白和溶解氧数据来评估自相关、方差、恢复和分布形状),成功率(对临界点的正确预测)约为70%。然而,没有EWS显示出100%的可靠性,它们的使用需要谨慎的解释。作为一个规则,我们观察到实验并不是为了解决现实世界中遇到的问题而设计的。他们对EWS为何、何时以及如何被观察到缺乏深刻的机制理解。当实验的目的是评估现实世界中遇到的问题时,实验设计的生态意义往往很低。我们还调查了采样与EWS成功率之间的关系,观察到采样制度可能必须针对特定的监测目标量身定制。此外,实验告诉我们,EWS的使用可以比预期的更广泛,从监测单个种群的灭绝到预测短暂的政权转移。本文提出的大多数实验都支持水生系统中EWS存在的实证证据。尽管如此,为了弥合理论和应用之间的差距,实验必须更接近现实世界的条件,并更好地支持对EWS为什么可能成功或失败预测政权转移的机制理解。为此,我们提供了在设计实验时要考虑的六个因素,这些实验可以增强EWS的能力,使其超越概念验证阶段。
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引用次数: 5
Development of a framework to predict the effects of climate change on birds 建立预测气候变化对鸟类影响的框架
IF 3.5 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2021-09-01 DOI: 10.1016/j.ecocom.2021.100952
Zahra Ramezani Moghadam , Azita Farashi , Alireza Rashki (Writing – review & editing)

Climate change is expected to alter biological phenomena across the world, including the numbers and distributions of species and the timing of significant events in their life cycles such as reproduction and migration. Understanding how species will respond to future climate change is essential for effective wildlife management and conservation. Accordingly, in this research, we advanced the understanding of avian ecology by developing a framework for how climate change affects birds. In the first step, we evaluated the vulnerability of 537 species to climate change based on the distribution, physiology, phenology, biotic interactions, and protection status of the species in Iran. Then, we used MaxEnt models to predict the potential changes in the ranges of vulnerable species due to climate change in the next 70 years. In the third step, hotspots for birds under current and future conditions were identified using an ensemble forecasting framework and the potential changes in the hotspots in the next 70 years were predicted. Results of the climate vulnerability evaluation showed that around 40% of bird species in Iran are highly vulnerable. Our results showed that small parts of suitable habitats are currently located within protected areas. Moreover, the results showed that even smaller portions of suitable habitats will fall within protected areas in the future. The reduced coverage in the future will diminish the benefits of protected areas for the species and make the species more vulnerable to climate change. These results can be used by wildlife managers to identify areas with protection priority, and for prediction of corridors, core habitats, and new areas to establish protected areas in the future.

预计气候变化将改变世界各地的生物现象,包括物种的数量和分布,以及它们生命周期中重要事件(如繁殖和迁徙)的时间。了解物种如何应对未来的气候变化对于有效的野生动物管理和保护至关重要。因此,在本研究中,我们通过建立气候变化如何影响鸟类的框架,提高了对鸟类生态学的理解。首先,基于伊朗境内537种植物的分布、生理、物候、生物相互作用和保护状况,对其气候变化脆弱性进行了评价。利用MaxEnt模型预测了未来70年气候变化对脆弱物种分布范围的潜在影响。第三步,利用集合预测框架确定当前和未来条件下鸟类热点地区,并预测未来70年热点地区的潜在变化。气候脆弱性评价结果显示,伊朗约有40%的鸟类属于高度脆弱鸟类。我们的研究结果表明,目前有一小部分合适的栖息地位于保护区内。此外,研究结果还表明,未来将有更少的适宜栖息地落在保护区内。未来覆盖率的减少将减少保护区对该物种的好处,并使该物种更容易受到气候变化的影响。这些结果可以被野生动物管理者用来确定优先保护的地区,并用于预测走廊、核心栖息地和未来建立保护区的新地区。
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引用次数: 0
Behavioural analysis of two prey-two predator model 双猎物-双捕食者模型的行为分析
IF 3.5 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2021-09-01 DOI: 10.1016/j.ecocom.2021.100942
Abhijit Jana , Sankar Kumar Roy

To deal with real-life diversity of our ecosystem, this paper analyzes two prey-two predator model including both Type-I and Type-II functional responses. The interior equilibrium point of the proposed model is calculated; and behaviour of the model around that point is studied. Local stability at an interior equilibrium point is discussed; and possibility of Hopf-bifurcation with probable direction is studied. A generalized form of the Poincaré-Bendixon criterion is applied to establish the sufficient conditions for global stability of the proposed model surrounding at an interior equilibrium point. Numerical simulations are also conducted in support of our work. Conclusions of our findings and some probable future directions are also included at the end.

为了处理现实生态系统的多样性,本文分析了两种包括i型和ii型功能响应的捕食者- 2捕食者模型。计算了该模型的内部平衡点;并研究了模型在该点附近的行为。讨论了内平衡点处的局部稳定性;研究了具有可能方向的hopf分岔的可能性。应用广义的poincar - bendixon判据,建立了模型在一个内部平衡点周围全局稳定的充分条件。数值模拟也支持了我们的工作。我们的研究结果的结论和一些可能的未来发展方向也包括在最后。
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引用次数: 11
期刊
Ecological Complexity
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