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Numerical Simulation and Parameter Estimation of Fractional-Order Dynamic Epidemic Model for COVID-19
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作者 Rong Kang Tianzeng Li 《Journal of Applied Mathematics and Physics》 2024年第10期3469-3495,共27页
The outbreak of COVID-19 in 2019 resulted in numerous infections and deaths. In order to better study the transmission of COVID-19, this article adopts an improved fractional-order SIR model. Firstly, the properties o... The outbreak of COVID-19 in 2019 resulted in numerous infections and deaths. In order to better study the transmission of COVID-19, this article adopts an improved fractional-order SIR model. Firstly, the properties of the model are studied, including the feasible domain and bounded solutions of the system. Secondly, the stability of the system is discussed, among other things. Then, the GMMP method is introduced to obtain numerical solutions for the COVID-19 system and combined with the improved MH-NMSS-PSO parameter estimation method to fit the real data of Delhi, India from April 1, 2020 to June 30, 2020. The results show that the fitting effect is quite ideal. Finally, long-term predictions were made on the number of infections. We accurately estimate that the peak number of infections in Delhi, India, can reach around 2.1 million. This paper also compares the fitting performance of the integer-order COVID-19 model and the fractional-order COVID-19 model using the real data from Delhi. The results indicate that the fractional-order model with different orders, as we proposed, performs the best. 展开更多
关键词 Parameter Estimation COVID-19 Infectious Disease model fractional-order Derivative
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Qualitative Properties of Equilibrium Point in a Discrete Predator-Prey Model
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作者 Weijie Lin Minhong Yang +2 位作者 Chenhao Sun Kaiwen Guan Xiaoliang Zhou 《Journal of Applied Mathematics and Physics》 2024年第8期2920-2927,共8页
In this paper, the dynamic properties of a discrete predator-prey model are discussed. The properties of non-hyperbolic fixed points and hyperbolic fixed points of the model are analyzed. First, by using the classic S... In this paper, the dynamic properties of a discrete predator-prey model are discussed. The properties of non-hyperbolic fixed points and hyperbolic fixed points of the model are analyzed. First, by using the classic Shengjin formula, we find the existence conditions for fixed points of the model. Then, by using the qualitative theory of ordinary differential equations and matrix theory we indicate which points are hyperbolic and which are non-hyperbolic and the associated conditions. 展开更多
关键词 Discrete predator-prey model Non-Hyperbolic Fixed Point NODE Saddle Point
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Modeling and dynamics analysis of the fractional-order Buck-Boost converter in continuous conduction mode 被引量:4
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作者 杨宁宁 刘崇新 吴朝俊 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第8期78-84,共7页
In this paper, the fractional-order mathematical model and the fractional-order state-space averaging model of the Buck-Boost converter in continuous conduction mode (CCM) are established based on the fractional cal... In this paper, the fractional-order mathematical model and the fractional-order state-space averaging model of the Buck-Boost converter in continuous conduction mode (CCM) are established based on the fractional calculus and the Adomian decomposition method. Some dynamical properties of the current-mode controlled fractional-order Buck- Boost converter are analysed. The simulation is accomplished by using SIMULINK. Numerical simulations are presented to verify the analytical results and we find that bifurcation points will be moved backward as α and β vary. At the same time, the simulation results show that the converter goes through different routes to chaos. 展开更多
关键词 fractional-order Buck-Boost converter modelING BIFURCATION numerical simulation
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Fractional-order visco-plastic constitutive model for uniaxial ratcheting behaviors 被引量:5
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作者 Wenjie ZHAO Shaopu YANG +1 位作者 Guilin WEN Xuehong REN 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2019年第1期49-62,共14页
This paper proposes a novel unified visco-plastic constitutive model for uniaxial ratcheting behaviors. The cyclic deformation of the material presents remarkable time-dependence and history memory phenomena. The frac... This paper proposes a novel unified visco-plastic constitutive model for uniaxial ratcheting behaviors. The cyclic deformation of the material presents remarkable time-dependence and history memory phenomena. The fractional(fractional-order)derivative is an efficient tool for modeling these phenomena. Therefore, we develop a cyclic fractional-order unified visco-plastic(FVP) constitutive model. Specifically, within the framework of the cyclic elasto-plastic theory, the fractional derivative is used to describe the accumulated plastic strain rate and nonlinear kinematic hardening rule based on the Ohno-Abdel-Karim model. Moreover, a new radial return method for the back stress is developed to describe the unclosed hysteresis loops of the stress-strain properly.The capacity of the FVP model used to predict the cyclic deformation of the SS304 stainless steel is verified through a comparison with the corresponding experimental data found in the literature(KANG, G. Z., KAN, Q. H., ZHANG, J., and SUN, Y. F. Timedependent ratcheting experiments of SS304 stainless steel. International Journal of Plasticity, 22(5), 858–894(2006)). The FVP model is shown to be successful in predicting the rate-dependent ratcheting behaviors of the SS304 stainless steel. 展开更多
关键词 cyclic visco-plastic CONSTITUTIVE fractional DERIVATIVE fractional-order uni-fied visco-plastic(FVP)model rate-dependent RATCHETING
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Modified Grey Model Predictor Design Using Optimal Fractional-order Accumulation Calculus 被引量:2
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作者 Yang Yang Dingyu Xue 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2017年第4期724-733,共10页
The major advantage of grey system theory is that both incomplete information and unclear problems can be processed precisely. Considering that the modeling of grey model(GM) depends on the preprocessing of the origin... The major advantage of grey system theory is that both incomplete information and unclear problems can be processed precisely. Considering that the modeling of grey model(GM) depends on the preprocessing of the original data,the fractional-order accumulation calculus could be used to do preprocessing. In this paper, the residual sequence represented by Fourier series is used to ameliorate performance of the fractionalorder accumulation GM(1,1) and improve the accuracy of predictor. The state space model of optimally modified GM(1,1)predictor is given and genetic algorithm(GA) is used to find the smallest relative error during the modeling step. Furthermore,the fractional form of continuous GM(1,1) is given to enlarge the content of prediction model. The simulation results illustrated that the fractional-order calculus could be used to depict the GM precisely with more degrees of freedom. Meanwhile, the ranges of the parameters and model application could be enlarged with better performance. The method of modified GM predictor using optimal fractional-order accumulation calculus is expected to be widely used in data processing, model theory, prediction control and related fields. 展开更多
关键词 Fourier series fractional-order accumulation genetic algorithm(GA) grey model(GM)
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Dynamic Analysis of a Predator-Prey Model with Holling-II Functional Response
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作者 Jiemin Mo Wanying Li +2 位作者 Donghuan He Songbo Wang Xiaoliang Zhou 《Journal of Applied Mathematics and Physics》 2023年第10期2871-2878,共8页
A predator-prey model with linear capture term Holling-II functional response was studied by using differential equation theory. The existence and the stabilities of non-negative equilibrium points of the model were d... A predator-prey model with linear capture term Holling-II functional response was studied by using differential equation theory. The existence and the stabilities of non-negative equilibrium points of the model were discussed. The results show that under certain limited conditions, these two groups can maintain a balanced position, which provides a theoretical reference for relevant departments to make decisions on ecological protection. 展开更多
关键词 predator-prey model Holling-II Functional Response Equilibrium Point STABILITY
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Dynamical analysis and chaos control of a fractional-order Leslie-type predator-prey model with Caputo derivative
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作者 Seval Isik Figen Kangalgil 《International Journal of Biomathematics》 SCIE 2024年第4期105-131,共27页
In this paper,the dynamical behaviors of a discrete-time fractional-order population model are considered.The stability analysis and the topological classification of the model at the fixed point have been investigate... In this paper,the dynamical behaviors of a discrete-time fractional-order population model are considered.The stability analysis and the topological classification of the model at the fixed point have been investigated.It is shown that the model undergoes flip and Neimark-Sacker bifurcations around the co-existence fixed point by using the bifurcation and the normal form theory.These bifurcations lead to chaos when the parameter changes at critical point.In order to control chaotic behavior in the model result from Neimark-Sacker bifurcation,the OGY feedback method has been used.Furthermore,some numerical simulations,including bifurcation diagrams,phase portraits and maximum Lyapunov exponents of the presented model are plotted to support the correctness of the analytical results.The positive Lyapunov exponents demonstrate that chaotic behavior exists in the considered model. 展开更多
关键词 fractional-order predator-prey model DISCRETIZATION BIFURCATION CHAOS
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Fractional-order Maxwell model of seabed mud and its effect on surface-wave damping
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作者 夏乐章 朱克勤 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2011年第11期1357-1366,共10页
A fractional-order Maxwell model is used to describe the viscoelastic seabed mud. The experimental data of the real mud well fit the results of the fractional-order Maxwell model that has fewer parameters than the tra... A fractional-order Maxwell model is used to describe the viscoelastic seabed mud. The experimental data of the real mud well fit the results of the fractional-order Maxwell model that has fewer parameters than the traditional model. The model is then used to investigate the effect of the mud on the surface-wave damping. The damping rate of a linear monochromatic wave is obtained. The elastic resonance of the mud layer is observed, which leads to the peaks in the damping rate. The damping rate is a sum of the modal damping rates, which indicates the wave damping induced by the mud motion of particular modes. The analysis shows that near the resonance, the total damping rate is dominated by the damping rate of the corresponding mode. 展开更多
关键词 seabed mud wave-mud interaction wave damping fractional-order Maxwell model
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Intelligent Networks for Chaotic Fractional-Order Nonlinear Financial Model
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作者 Prem Junswang Zulqurnain Sabir +3 位作者 Muhammad Asif Zahoor Raja Waleed Adel Thongchai Botmart Wajaree Weera 《Computers, Materials & Continua》 SCIE EI 2022年第9期5015-5030,共16页
The purpose of this paper is to present a numerical approach based on the artificial neural networks(ANNs)for solving a novel fractional chaotic financial model that represents the effect of memory and chaos in the pr... The purpose of this paper is to present a numerical approach based on the artificial neural networks(ANNs)for solving a novel fractional chaotic financial model that represents the effect of memory and chaos in the presented system.The method is constructed with the combination of the ANNs along with the Levenberg-Marquardt backpropagation(LMB),named the ANNs-LMB.This technique is tested for solving the novel problem for three cases of the fractional-order values and the obtained results are compared with the reference solution.Fifteen numbers neurons have been used to solve the fractional-order chaotic financial model.The selection of the data to solve the fractional-order chaotic financial model are selected as 75%for training,10%for testing,and 15%for certification.The results indicate that the presented approximate solutions fit exactly with the reference solution and the method is effective and precise.The obtained results are testified to reduce the mean square error(MSE)for solving the fractional model and verified through the various measures including correlation,MSE,regression histogram of the errors,and state transition(ST). 展开更多
关键词 Financial model CHAOTIC fractional-order reference dataset artificial neural networks levenberg-marquardt backpropagation
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On a new fractional-order Logistic model with feedback control
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作者 Manh Tuan Hoang A.M.Nagy 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2021年第3期390-402,共13页
In this paper,we formulate and analyze a new fractional-order Logistic model with feedback control,which is different from a recognized mathematical model proposed in our very recent work.Asymptotic stability of the p... In this paper,we formulate and analyze a new fractional-order Logistic model with feedback control,which is different from a recognized mathematical model proposed in our very recent work.Asymptotic stability of the proposed model and its numerical solutions are studied rigorously.By using the Lyapunov direct method for fractional dynamical systems and a suitable Lyapunov function,we show that a unique positive equilibrium point of the new model is asymptotically stable.As an important consequence of this,we obtain a new mathematical model in which the feedback control variables only change the position of the unique positive equilibrium point of the original model but retain its asymptotic stability.Furthermore,we construct unconditionally positive nonstandard finite difference(NSFD)schemes for the proposed model using the Mickens’methodology.It is worth noting that the constructed NSFD schemes not only preserve the positivity but also provide reliable numerical solutions that correctly reflect the dynamics of the new fractional-order model.Finally,we report some numerical examples to support and illustrate the theoretical results.The results indicate that there is a good agreement between the theoretical results and numerical ones. 展开更多
关键词 fractional-order Logistic model feedback control Lyapunov functions uniform asymptotic stability nonstandard finite difference schemes
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Establishment of a Fractional Order COVID-19 Model and Its Feasibility Analysis
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作者 Rong Kang Tianzeng Li Yu Zhao 《Journal of Computer and Communications》 2024年第10期62-77,共16页
This paper investigates an improved SIR model for COVID-19 based on the Caputo fractional derivative. Firstly, the properties of the model are studied, including the feasible domain and bounded solutions of the system... This paper investigates an improved SIR model for COVID-19 based on the Caputo fractional derivative. Firstly, the properties of the model are studied, including the feasible domain and bounded solutions of the system. Secondly, the stability of the system is discussed, among other things. Then, the GMMP method is introduced to obtain numerical solutions for the COVID-19 system. Numerical simulations were conducted using MATLAB, and the results indicate that our model is valuable for studying virus transmission. 展开更多
关键词 Grid Approximation Method COVID-19 Infectious Disease model fractional-order Derivative
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Note on a diffusive ratio-dependent predator-prey model
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作者 陈滨 许志奋 《Journal of Southeast University(English Edition)》 EI CAS 2006年第2期294-296,共3页
Subject to the homogeneous Neumann boundary condition, a ratio-dependent predator-prey reaction diffusion model is discussed. An improved result for the model is derived, that is, the unique positive constant steady s... Subject to the homogeneous Neumann boundary condition, a ratio-dependent predator-prey reaction diffusion model is discussed. An improved result for the model is derived, that is, the unique positive constant steady state is the global stability. This is done using the comparison principle and establishing iteration schemes involving positive solutions supremum and infimum. The result indicates that the two species will ultimately distribute homogeneously in space. In fact, the comparison argument and iteration technique to be used in this paper can be applied to some other models. This method deals with the not-existence of a non-constant positive steady state for some reaction diffusion systems, which is rather simple but sufficiently effective. 展开更多
关键词 ratio-dependent predator-prey model global stability comparison principle ITERATION
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Dynamics of Caputo fractional-order SIRV model:The effects of imperfect vaccination on disease transmission
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作者 Auwal Abdullahi Mohd Hafiz Mohd 《International Journal of Biomathematics》 SCIE 2024年第4期267-285,共19页
Though vaccination protects individuals against many infectious diseases,such protection does not always last forever since a few vaccinated individuals could lose their lifelong immunity and eventually become infecte... Though vaccination protects individuals against many infectious diseases,such protection does not always last forever since a few vaccinated individuals could lose their lifelong immunity and eventually become infected.This study,therefore,determines the effects of imperfect vaccination and memory index on the spread of diseases through the Caputo fractional-order SIRV(Susceptible-Infected-Recovered-Vaccinated)epidemic model.Vital properties of the new model including the conditions for the existence of a unique solution determined through the fixed-point theory and the conditions for the existence of a positive solution of the model obtained via the Mittag-Leffler function along with the Laplace transformation-are thoroughly studied.Consequently,our simulation results report that an increase in the imperfect vaccination force increases the population of infected individuals.For the memory effect,the higher“memory”the epidemic system has of past states(which corresponds to decreasing values of fractionalorder parameter),the greater the peaks and magnitudes of infection shaping the epidemiological system dynamics. 展开更多
关键词 Vaccination model fractional-order model Caputo fractional-order derivative Mittag-Leffer function fixed-point theory
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Stability analysis of a fractional-order monkeypox epidemic model with quarantine and hospitalization
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作者 Raqqasyi R.Musafir Agus Suryanto +1 位作者 Isnani Darti Trisilowati 《Journal of Biosafety and Biosecurity》 2024年第1期34-50,共17页
The monkeypox epidemic has become a global health issue due to its rapid transmission involving nonhuman-to-human transmission in nonendemic areas.Various actions,such as quarantine,vaccination,and hospitalization,hav... The monkeypox epidemic has become a global health issue due to its rapid transmission involving nonhuman-to-human transmission in nonendemic areas.Various actions,such as quarantine,vaccination,and hospitalization,have been implemented by worldwide governments.Given the relatively high cost and strict implementation of vaccination,our focus lies on quarantine and hospitalization.In this paper,we study the monkeypox epidemic involving quarantine and hospitalization through fractionalorder mathematical modeling.The proposed model considers six classes of human populations(susceptible,exposed,infected,quarantined,hospitalized,and recovered)and three classes of nonhuman populations(susceptible,exposed,and infected).The basic properties of the model have been investigated,and its equilibrium points have been obtained,namely monkeypox-free,nonhuman-free endemic,and endemic.We have derived the basic reproduction numbers for human-to-human and nonhuman-tononhuman transmissions,denoted as R0h and R0n respectively.The existence and stability(both locally and globally)of each equilibrium point depend on R0h and R0n relative to unity.We performed calibration and forecasting of the model on the weekly monkeypox case data of the human population in the United States of America from June 1 to September 23,2022.Research findings indicate that the fractional-order model shows better calibration and forecasting compared to the corresponding firstorder model based on the root mean square error.Furthermore,the best-fitting model calibration indicates R0=maxfR0h;R0ng>1,suggesting the potential for endemic conditions in humans.However,the best forecasting shows R0<1,possibly due to various policies such as vaccination.Given the relative cost and stringency of vaccination implementation for monkeypox control,we perform numerical simulations and sensitivity analyses on the basic reproduction number,particularly focusing on the impact of quarantine and hospitalization rates.Simulations and sensitivity analysis indicate that simultaneous increases in quarantine and hospitalization rates can reduce the basic reproduction number R0h below unity.Consequently,the monkeypox epidemic can be eradicated.Moreover,fractional-order derivative plays a crucial role in determining the spikes of monkeypox cases and the rapidity at which the disease undergoes either endemicity or extinction.Considerations of memory effects,quarantine,and hospitalization have a significant impact on monkeypox modeling studies,especially in capturing biological phenomena. 展开更多
关键词 fractional-order model MONKEYPOX Stability analysis QUARANTINE HOSPITALIZATION
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A Nonlinear Grey Bernoulli Model with Conformable Fractional-Order Accumulation and Its Application to the Gross Regional Product in the Cheng-Yu Area
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作者 Wenqing WU Xin MA +1 位作者 Bo ZENG Yuanyuan ZHANG 《Journal of Systems Science and Information》 CSCD 2024年第2期245-273,共29页
This study considers a nonlinear grey Bernoulli forecasting model with conformable fractionalorder accumulation,abbreviated as CFNGBM(1,1,λ),to study the gross regional product in the ChengYu area.The new model conta... This study considers a nonlinear grey Bernoulli forecasting model with conformable fractionalorder accumulation,abbreviated as CFNGBM(1,1,λ),to study the gross regional product in the ChengYu area.The new model contains three nonlinear parameters,the power exponentγ,the conformable fractional-orderαand the background valueλ,which increase the adjustability and flexibility of the CFNGBM(1,1,λ)model.Nonlinear parameters are determined by the moth flame optimization algorithm,which minimizes the mean absolute prediction percentage error.The CFNGBM(1,1,λ)model is applied to the gross regional product of 16 cities in the Cheng-Yu area,which are Chongqing,Chengdu,Mianyang,Leshan,Zigong,Deyang,Meishan,Luzhou,Suining,Neijiang,Nanchong,Guang’an,Yibin,Ya’an,Dazhou and Ziyang.With data from 2013 to 2021,several grey models are established and results show that the new model has higher accuracy in most cases. 展开更多
关键词 nonlinear grey Bernoulli model conformable fractional-order operator moth flame optimization algorithm gross regional product the Cheng-Yu area
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ON A MULTI-DELAY LOTKA-VOLTERRA PREDATOR-PREY MODEL WITH FEEDBACK CONTROLS AND PREY DIFFUSION 被引量:3
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作者 Changyou WANG Nan LI +2 位作者 Yuqian ZHOU Xingcheng PU Rui LI 《Acta Mathematica Scientia》 SCIE CSCD 2019年第2期429-448,共20页
This article is focusing on a class of multi-delay predator-prey model with feedback controls and prey diffusion. By developing some new analysis methods and using the theory of differential inequalities as well as co... This article is focusing on a class of multi-delay predator-prey model with feedback controls and prey diffusion. By developing some new analysis methods and using the theory of differential inequalities as well as constructing a suitable Lyapunov function, we establish a set of easily verifiable sufficient conditions which guarantee the permanence of the system and the globally attractivity of positive solution for the predator-prey system.Furthermore, some conditions for the existence, uniqueness and stability of positive periodic solution for the corresponding periodic system are obtained by using the fixed point theory and some new analysis techniques. In additional, some numerical solutions of the equations describing the system are given to verify the obtained criteria are new, general, and easily verifiable. Finally, we still solve numerically the corresponding stochastic predator-prey models with multiplicative noise sources, and obtain some new interesting dynamical behaviors of the system. 展开更多
关键词 predator-prey model: delay diffusion: PERMANENCE ATTRACTIVITY periodic solution
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Stability and Bifurcation Analysis of a Discrete Predator-Prey Model with Mixed Holling Interaction 被引量:2
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作者 M.F.Elettreby Tamer Nabil A.Khawagi 《Computer Modeling in Engineering & Sciences》 SCIE EI 2020年第3期907-921,共15页
In this paper,a discrete Lotka-Volterra predator-prey model is proposed that considers mixed functional responses of Holling types I and III.The equilibrium points of the model are obtained,and their stability is test... In this paper,a discrete Lotka-Volterra predator-prey model is proposed that considers mixed functional responses of Holling types I and III.The equilibrium points of the model are obtained,and their stability is tested.The dynamical behavior of this model is studied according to the change of the control parameters.We find that the complex dynamical behavior extends from a stable state to chaotic attractors.Finally,the analytical results are clarified by some numerical simulations. 展开更多
关键词 predator-prey model functional response of Holling type stability and bifurcation analysis chaos.
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Stability Analysis and Hopf Bifurcation for ODE System of Predator-Prey Model with Mutual Interference 被引量:3
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作者 Khalid Ahmed Abbakar Yafei Yang +3 位作者 Alhussein Mohamed Songchen Xia Mogahid Mamoon Abkar Omer Bushra Elfadil Hassan 《Applied Mathematics》 2021年第9期793-802,共10页
In this paper, the temporal and spatial patterns of a diffusive predator-prey model with mutual interference under homogeneous Neumann boundary conditions were studied. Specifically, first, taking the intrinsic growth... In this paper, the temporal and spatial patterns of a diffusive predator-prey model with mutual interference under homogeneous Neumann boundary conditions were studied. Specifically, first, taking the intrinsic growth rate of the predator as the parameter, we give a computational and theoretical analysis of Hopf bifurcation on the positive equilibrium for the ODE system. As well, we have discussed the conditions for determining the bifurcation direction and the stability of the bifurcating periodic solutions. 展开更多
关键词 predator-prey model Mutual Interference Hopf Bifurcation Functional Response
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EXISTENCE AND UNIQUENESS OF THE POSITIVE STEADY STATE SOLUTION FOR A LOTKA-VOLTERRA PREDATOR-PREY MODEL WITH A CROWDING TERM 被引量:1
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作者 Xianzhong ZENG Lingyu LIU Weiyuan XIE 《Acta Mathematica Scientia》 SCIE CSCD 2020年第6期1961-1980,共20页
This paper deals with a Lotka-Volterra predator-prey model with a crowding term in the predator equation.We obtain a critical value λ1^D(Ω0),and demonstrate that the existence of the predator inΩ0 only depends on t... This paper deals with a Lotka-Volterra predator-prey model with a crowding term in the predator equation.We obtain a critical value λ1^D(Ω0),and demonstrate that the existence of the predator inΩ0 only depends on the relationship of the growth rateμof the predator and λ1^D(Ω0),not on the prey.Furthermore,whenμ<λ1^D(Ω0),we obtain the existence and uniqueness of its positive steady state solution,while whenμ≥λ1^D(Ω0),the predator and the prey cannot coexist inΩ0.Our results show that the coexistence of the prey and the predator is sensitive to the size of the crowding regionΩ0,which is different from that of the classical Lotka-Volterra predator-prey model. 展开更多
关键词 Lotka-Volterra predator-prey model crowding term critical value COEXISTENCE
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Existence of Four Periodic Solutions of a Ratio-Dependent Predator-Prey Model with Exploited Terms 被引量:1
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作者 TIAN Desheng ZHANG Zhengqiu 《Wuhan University Journal of Natural Sciences》 CAS 2008年第1期1-5,共5页
We study a non-autonomous ratio-dependent predator-prey model with exploited terms. This model is of periodic coefficients, which incorporates the periodicity of the varying environment. By means of the coincidence de... We study a non-autonomous ratio-dependent predator-prey model with exploited terms. This model is of periodic coefficients, which incorporates the periodicity of the varying environment. By means of the coincidence degree theory, we establish sufficient conditions for the existence of at least four positive periodic solutions of this model. 展开更多
关键词 predator-prey model RATIO-DEPENDENT exploited term periodic solution coincidence degree
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