A DISCRETE-TIME HOST-PARASITOID MODEL

Size: px
Start display at page:

Download "A DISCRETE-TIME HOST-PARASITOID MODEL"

Transcription

1 A DISCRETE-TIME HOST-PARASITOID MODEL SOPHIA R.-J. JANG AND JUI-LING YU We study a discrete-time host-parasitoid model proposed by May et al. In this model, the parasitoid attacks the host first then followed by density dependence, where density dependence depends only on those host populations that escaped from being parasitized. Asymptotic dynamics of the resulting system are derived. There exist thresholds for which both populations can coexist indefinitely. Copyright 2006 S. R.-J. Jang and J.-L. Yu. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. 1. Introduction It is well known that the sequence of density dependence and parasitism in the host life cycle can have a significant effect on the population dynamics of the host-parasitoid interaction. Consequently, the effect can have important implications for biological control. In [10], May et al. proposed and numerically simulated three host-parasitoid models based on the timing of parasitism and density dependence. In this work, we will study a model proposed by May et al. [10] in which parasitism occurs first then followed by density dependence. However, density dependence only depends on the remaining host population that escaped being parasitized. 2. The model Let N t be the host population at time t. The parasitoid population at time t is denoted by P t. An individual parasitoid must find a host to deposit its eggs so that the parasitoid can reproduce. It is assumed that parasitism occurs first then followed by density dependence. Let β be the average number of offsprings that a parasitized host can reproduce for a parasitoid individual. It is assumed that the number of encounters between host and parasitoid populations at any time t 0 follows that of simple mass action, bn t P t, where the searching efficiency b is a constant. We assume that the number of encounters is distributed randomly with a Poisson distribution. Consequently, the probability that an individual host will escape from being parasitized when the parasitoid population is Hindawi Publishing Corporation Proceedingsof the Conference on Differential & Difference Equations and Applications, pp

2 452 A discrete-time host-parasitoid model of size P is e bp. For simplicity, the host population in the absence of the parasitoid is modeled by a simple Beverton-Holt equation λn/(1+kn), where parameters λ and k are positive. Since density dependence occurs after parasitism, the interaction between the host and the parasitoid is governed by the following system of difference equations: λn N t t+1 = 1+kN t e bpt e bpt, (2.1) ( ) P t+1 = βn t 1 e bp t, (2.2) N 0,P 0 0. Steady state E 0 = (0,0) always exists. The Jacobian matrix can be given by where ( ) J 11 J 12 J = β ( 1 e bp) βbne bp, (2.3) J 11 = J 12 = λe bp ( 1+kNe bp ) 2, (2.4) ( λbne bp 1+kNe bp ) 2. Note that ( ) λ 0 J(0,0) =. (2.5) 0 0 Thus it can be easily seen that E 0 is the only steady state of system (2.1) ifλ<1 and it is globally asymptotically stable. Indeed, N t+1 = 1+kN t e bpt e bpt = kn t + e bpt 1+kN t <, (2.6) for t 0 implies lim t N t = 0asλ<1. As a result, we can show that lim t P t = 0and hence E 0 = (0,0) is globally asymptotically stable. Suppose now λ>1. Then (2.1) has another boundary steady state E 1 = ((λ 1)/k,0)= ( N,0) and the Jacobian matrix of the system associated with E 1 is 1 ( ) J 12 E1 J( N,0)= λ 0 βb λ 1. (2.7) k

3 S. R.-J. Jang and J.-L. Yu 453 Thus E 1 is locally asymptotically stable if βb(λ 1)/k = βb N <1. We show that (2.1)has no interior steady state if βb N <1. Notice that the P-component of an interior steady state (N,P ) must satisfy λ = e bp + kh(p), (2.8) where h(p) = P/β(1 e bp )forp>0. Since lim P 0 + h(p) = 1/βb, h (P) > 0forP>0and lim t h( ) =,weseethat(2.8) has a positive solution P if and only if βb + k βb <λ iff βb N >1. (2.9) In this case P > 0 is unique and there is a unique interior steady state E 1 = (N,P )if βb N >1. We conclude that if λ>1andβb N <1, then E 1 is locally asymptotically stable and there is no interior steady state. We show that solutions of (2.1) withn 0 > 0all converge to E 1. To this end, λn N t t+1 =, (2.10) e bpt + kn t 1+kN t for t 0 implies limsup t N t (λ 1)/k by a simple comparison argument. Then for any ɛ > 0 there exists t 0 > 0suchthatN t < (λ 1)/k + ɛ for t t 0.Sinceβb N <1, we choose ɛ > 0suchthat But then βb( N + ɛ) < 1. (2.11) P t+1 = βn t ( 1 e bp t ) <β( N + ɛ) ( 1 e bpt) βb( N + ɛ)p t, (2.12) for t t 0 implies lim t P t = 0. Consequently, we can prove that liminf t N t (λ 1)/k if N 0 > 0. Therefore, lim t N t = N and E 1 is globally asymptotically stable. Suppose now λ>1andβb N >1. Notice E 0 and E 1 are unstable and (2.1)hasaunique interior steady state. We prove that the system is uniformly persistent by using a result of Hofbaur and So [6]. Clearly, system (2.1)hasaglobalattractorX.LetY ={(N,P) R 2 + : N = 0orP = 0}, that is, Y is the union of nonnegative coordinate axes, and let M be the maximal invariant set in Y. ThenM ={E 0,E 1 },where{e 0 } and {E 1 } are isolated in X. We claim that the stable set W + (E 0 ) ={(N,P) R 2 + : N t 0,P t 0ast }lies in Y. For suppose there exists a solution (N t,p t )of(2.1) withn 0 > 0, P 0 > 0suchthat lim t (N t,p t ) = E 0, then since λ>1, we can choose ɛ > 0suchthatλ e bɛ > 0. For this ɛ > 0 there exists t 1 > 0suchthatP t < ɛ for t t 1, and consequently N t+1 = λn > t, (2.13) e bpt + kn t e bɛ + kn t for t t 1.Henceliminf t N t > (λ e bɛ )/k > 0 and we obtain a contradiction. Therefore W + (E 0 )liesony. Similarly, if there exists a solution (N t,p t )of(2.1)withn 0,P 0 > 0such

4 454 A discrete-time host-parasitoid model that lim t (N t,p t ) = E 1 = ((λ 1)/k,0), then for any ɛ > 0 there exists t 2 > 0suchthat N t > (λ 1)/k ɛ if t t 2.Sinceβb N >1, we choose ɛ > 0suchthatβb((λ 1)/k ɛ) > 1. But then ( λ 1 (1 ) P t+1 >β ɛ) e bp t, (2.14) k for t t 2 implies liminf t P t > 0 and we obtain a contradiction. Therefore W + (E 1 )lies on Y and system (2.1) is uniformly persistent by Hofbauer and So [6, Theorem 4.1]. We summarize the above discussion in the following theorem. Theorem 2.1. Dynamics of system (2.1) can be summarized below. (a) If λ<1,thensolutionsof(2.1)allconvergetoe 0 = (0,0). (b) If λ>1, thensystem(2.1) has another boundary steady state E 1 = ( N,0). In addition if βb N <1, then solutions of (2.1) withn 0 > 0 all converge to E 1.Ifβb N >1, then system (2.1) has a unique interior steady state E 2 = (N,P ) and (2.1) is uniformly persistent, that is, there exists M>0 such that liminf t N t M and liminf t P t M for all solutions (N t,p t ) of (2.1)withN 0 > 0 and P 0 > Discussion In this short chapter we investigated a model proposed by May et al. [10], where parasitism occurs before density dependence and density dependence depends only on the remaining population that escaped from being parasitized. The model exhibits simple asymptotic dynamics. Both populations go to extinction if the intrinsic growth rate λ of the host is less than 1. When the host intrinsic growth rate is greater than 1, then the host can stabilize in a positive steady state N in the absence of the parasitoid. Therefore the parasitoid population becomes extinct if βb N <1, where βb N can be interpreted as the growth rate of the parasitoid when the host is stabilized at the level N. Both populations can coexist indefinitely if λ>1andβb N >1. Notice the per capita population growth rate of the host in the absence of the parasitoid population is a decreasing function of the host population. Allee effects occur when the per capita growth rate of a species is initially an increasing function of the population size [1]. Allee effects may due to a variety of causes ranging from mating limitation, predator saturation, and antipredator defense and so forth. Among these is the uncertainty of finding mates to reproduce or lack of cooperative individuals to exploit resources efficiently in spars populations. We refer the reader to [1, 2, 4, 5]formorebiological discussion about Allee effects.see also [3, 7 9, 11 14] and references cited therein for models of Alee effects. We will next incorporate Allee effects into the host population and examine the Allee effects upon the dynamics of the host-parasitoid interaction studied in this manuscript. References [1] W. C. Allee,The Social Life of Animals, William Heinemann, London, [2] M. Begon, J. Harper, and C. Townsend, Ecology: Individuals, Populations and Communities, Blackwell Science, New York, 1996.

5 S. R.-J. Jang and J.-L. Yu 455 [3] J.M.Cushing,The Allee effect in age-structured population dynamics, Mathematical Ecology (Trieste, 1986) (T. Hallam, L. Gross, and S. Levin, eds.), World Scientific, New Jersey, 1988, pp [4] B. Dennis, Allee effects: population growth, critical density, and the chance of extinction, Natural Resource Modeling 3 (1989), no. 4, [5], Allee effectsin stochasticpopulations, Oikos96 (2002), [6] J. Hofbauer and J. W.-H. So, Uniform persistence and repellors for maps, Proceedings of the American Mathematical Society 107 (1989), no. 4, [7] S. R.-J. Jang, Allee effectsin a discrete-timehost-parasitoid model,journalofdifference Equations and Applications 12 (2006), no. 2, [8] S. R.-J. Jang and S. L. Diamond, A host-parasitoid interaction with Allee effects on the host, submitted to Computers and Mathematics with Applications. [9] M. R. S. Kulenović and A.-A. Yakubu, Compensatory versus overcompensatory dynamics in density-dependent Leslie models, Journal of Difference Equations and Applications 10 (2004), no , [10] R. M. May, M. P. Hassell, R. M. Anderson, and D. W. Tonkyn, Density dependence in hostparasitoid models, Journal of Animal Ecology 50 (1981), no. 3, [11] A. Morozov, S. Petrovskii, and B.-L. Li, Bifurcations and chaos in a predator-prey system with the Allee effect,proceedings of the Royal Society. Series B 271 (2004), [12] S. Schreiber, Allee effects, extinctions, and chaotic transientsin simple population models, Theoretical Population Biology 64 (2003), [13] A.-A. Yakubu, Multiple attractors in juvenile-adult single species models, JournalofDifference Equations and Applications 9 (2003), no. 12, [14] S. Zhou, Y. Liu, and G. Wang, The stability of predator-prey systems subject to the Allee effects, Theoretical Population Biology 67 (2005), Sophia R.-J. Jang: Department of Mathematics, University of Louisiana at Lafayette, Lafayette, LA , USA address: jang@louisiana.edu Jui-Ling Yu: Department of Applied Mathematics, Providence University, Taichung 43301, Taiwan address: jlyu@pu.edu.tw

A host parasitoid interaction with Allee effects on the host

A host parasitoid interaction with Allee effects on the host Computers and Mathematics with Applications 53 (2007) 89 103 www.elsevier.com/locate/camwa A host parasitoid interaction with Allee effects on the host Sophia R.-J. Jang a,, Sandra L. Diamond b a Department

More information

11. S. Jang, Dynamics of a discrete host-parasitoid system with stocking, Discrete Dynamics

11. S. Jang, Dynamics of a discrete host-parasitoid system with stocking, Discrete Dynamics Sophia Jang Department of Mathematics and Statistics Texas Tech University Office: MA202 Phone: (806) 834-7006 Fax: (806) 742-1112 E-mail: sophia.jang@ttu.edu Publications 1. M. De Silva, S. Jang, Period-doubling

More information

Asynchronous and Synchronous Dispersals in Spatially Discrete Population Models

Asynchronous and Synchronous Dispersals in Spatially Discrete Population Models SIAM J. APPLIED DYNAMICAL SYSTEMS Vol. 7, No. 2, pp. 284 310 c 2008 Society for Industrial and Applied Mathematics Asynchronous and Synchronous Dispersals in Spatially Discrete Population Models Abdul-Aziz

More information

Math 345 Intro to Math Biology Lecture 7: Models of System of Nonlinear Difference Equations

Math 345 Intro to Math Biology Lecture 7: Models of System of Nonlinear Difference Equations Math 345 Intro to Math Biology Lecture 7: Models of System of Nonlinear Difference Equations Junping Shi College of William and Mary, USA Equilibrium Model: x n+1 = f (x n ), here f is a nonlinear function

More information

ON ALLEE EFFECTS IN STRUCTURED POPULATIONS

ON ALLEE EFFECTS IN STRUCTURED POPULATIONS PROCEEDINGS OF THE AMERICAN MATHEMATICAL SOCIETY Volume 00, Number 0, Pages 000 000 S 0002-9939(XX)0000-0 ON ALLEE EFFECTS IN STRUCTURED POPULATIONS SEBASTIAN J. SCHREIBER Abstract. Maps f(x) = A(x)x of

More information

BIOS 6150: Ecology Dr. Stephen Malcolm, Department of Biological Sciences

BIOS 6150: Ecology Dr. Stephen Malcolm, Department of Biological Sciences BIOS 6150: Ecology Dr. Stephen Malcolm, Department of Biological Sciences Week 7: Dynamics of Predation. Lecture summary: Categories of predation. Linked prey-predator cycles. Lotka-Volterra model. Density-dependence.

More information

Research Article Global Dynamics of a Competitive System of Rational Difference Equations in the Plane

Research Article Global Dynamics of a Competitive System of Rational Difference Equations in the Plane Hindawi Publishing Corporation Advances in Difference Equations Volume 009 Article ID 1380 30 pages doi:101155/009/1380 Research Article Global Dynamics of a Competitive System of Rational Difference Equations

More information

On stability of discrete-time predator-prey systems subject to Allee effects

On stability of discrete-time predator-prey systems subject to Allee effects International Journal of Biomathematics and Systems Biology Official Journal of Biomathematical Society of India Volume 1, o. 1, Year 2014 ISS: 2394-7772 On stability of discrete-time predator-prey systems

More information

On the stabilizing effect of specialist predators on founder-controlled communities

On the stabilizing effect of specialist predators on founder-controlled communities On the stabilizing effect of specialist predators on founder-controlled communities Sebastian J. Schreiber Department of Mathematics Western Washington University Bellingham, WA 98225 May 2, 2003 Appeared

More information

Research Article Global Attractivity of a Higher-Order Difference Equation

Research Article Global Attractivity of a Higher-Order Difference Equation Discrete Dynamics in Nature and Society Volume 2012, Article ID 930410, 11 pages doi:10.1155/2012/930410 Research Article Global Attractivity of a Higher-Order Difference Equation R. Abo-Zeid Department

More information

population size at time t, then in continuous time this assumption translates into the equation for exponential growth dn dt = rn N(0)

population size at time t, then in continuous time this assumption translates into the equation for exponential growth dn dt = rn N(0) Appendix S1: Classic models of population dynamics in ecology and fisheries science Populations do not grow indefinitely. No concept is more fundamental to ecology and evolution. Malthus hypothesized that

More information

Competition can rescue endangered species subject to strong Allee effects

Competition can rescue endangered species subject to strong Allee effects Competition can rescue endangered species subject to strong Allee effects Yun Kang 1 Abstract n this article, we study population dynamics of a general two-species discrete-time competition model where

More information

Research Article On the Stability Property of the Infection-Free Equilibrium of a Viral Infection Model

Research Article On the Stability Property of the Infection-Free Equilibrium of a Viral Infection Model Hindawi Publishing Corporation Discrete Dynamics in Nature and Society Volume, Article ID 644, 9 pages doi:.55//644 Research Article On the Stability Property of the Infection-Free Equilibrium of a Viral

More information

2 One-dimensional models in discrete time

2 One-dimensional models in discrete time 2 One-dimensional models in discrete time So far, we have assumed that demographic events happen continuously over time and can thus be written as rates. For many biological species with overlapping generations

More information

Functional Response to Predators Holling type II, as a Function Refuge for Preys in Lotka-Volterra Model

Functional Response to Predators Holling type II, as a Function Refuge for Preys in Lotka-Volterra Model Applied Mathematical Sciences, Vol. 9, 2015, no. 136, 6773-6781 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/10.12988/ams.2015.53266 Functional Response to Predators Holling type II, as a Function Refuge

More information

Global Stability Analysis on a Predator-Prey Model with Omnivores

Global Stability Analysis on a Predator-Prey Model with Omnivores Applied Mathematical Sciences, Vol. 9, 215, no. 36, 1771-1782 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/1.12988/ams.215.512 Global Stability Analysis on a Predator-Prey Model with Omnivores Puji Andayani

More information

Research Article Frequent Oscillatory Behavior of Delay Partial Difference Equations with Positive and Negative Coefficients

Research Article Frequent Oscillatory Behavior of Delay Partial Difference Equations with Positive and Negative Coefficients Hindawi Publishing Corporation Advances in Difference Equations Volume 2010, Article ID 606149, 15 pages doi:10.1155/2010/606149 Research Article Frequent Oscillatory Behavior of Delay Partial Difference

More information

Rosenzweig-MacArthur Model. Considering the Function that Protects a Fixed. Amount of Prey for Population Dynamics

Rosenzweig-MacArthur Model. Considering the Function that Protects a Fixed. Amount of Prey for Population Dynamics Contemporary Engineering Sciences, Vol. 11, 18, no. 4, 1195-15 HIKAI Ltd, www.m-hikari.com https://doi.org/1.1988/ces.18.8395 osenzweig-macarthur Model Considering the Function that Protects a Fixed Amount

More information

Key words and phrases. Bifurcation, Difference Equations, Fixed Points, Predator - Prey System, Stability.

Key words and phrases. Bifurcation, Difference Equations, Fixed Points, Predator - Prey System, Stability. ISO 9001:008 Certified Volume, Issue, March 013 Dynamical Behavior in a Discrete Prey- Predator Interactions M.ReniSagaya Raj 1, A.George Maria Selvam, R.Janagaraj 3.and D.Pushparajan 4 1,,3 Sacred Heart

More information

Research Article Almost Periodic Solutions of Prey-Predator Discrete Models with Delay

Research Article Almost Periodic Solutions of Prey-Predator Discrete Models with Delay Hindawi Publishing Corporation Advances in Difference Equations Volume 009, Article ID 976865, 19 pages doi:10.1155/009/976865 Research Article Almost Periodic Solutions of Prey-Predator Discrete Models

More information

Host-parasitoid dynamics of a generalized Thompson model

Host-parasitoid dynamics of a generalized Thompson model J. Math. Biol. 52, 719 732 (26) Mathematical Biology Digital Object Identifier (DOI): 1.17/s285-5-346-2 Sebastian J. Schreiber Host-parasitoid dynamics of a generalized Thompson model Received: 14 June

More information

Dynamical Analysis of a Harvested Predator-prey. Model with Ratio-dependent Response Function. and Prey Refuge

Dynamical Analysis of a Harvested Predator-prey. Model with Ratio-dependent Response Function. and Prey Refuge Applied Mathematical Sciences, Vol. 8, 214, no. 11, 527-537 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/12988/ams.214.4275 Dynamical Analysis of a Harvested Predator-prey Model with Ratio-dependent

More information

Droop models of nutrient-plankton interaction with intratrophic predation

Droop models of nutrient-plankton interaction with intratrophic predation Droop models of nutrient-plankton interaction with intratrophic predation S. R.-J. Jang 1, J. Baglama 2 1. Department of Mathematics, University of Louisiana at Lafayette, Lafayette, LA 754-11 2. Department

More information

Discrete time mathematical models in ecology. Andrew Whittle University of Tennessee Department of Mathematics

Discrete time mathematical models in ecology. Andrew Whittle University of Tennessee Department of Mathematics Discrete time mathematical models in ecology Andrew Whittle University of Tennessee Department of Mathematics 1 Outline Introduction - Why use discrete-time models? Single species models Geometric model,

More information

Stability Analysis of a Population Dynamics Model with Allee Effect

Stability Analysis of a Population Dynamics Model with Allee Effect Stability Analysis of a Population Dynamics Model with Allee Effect Canan Celik Abstract In this study, we focus on the stability analysis of equilibrium points of population dynamics with delay when the

More information

Population Models with Allee Effect: A New Model

Population Models with Allee Effect: A New Model Trinity University Digital Commons @ Trinity Mathematics Faculty Research Mathematics Department 7-2010 Population Models with Allee Effect: A New Model Saber Elaydi Trinity University, selaydi@trinity.edu

More information

RESEARCH ARTICLE. Population Models with Allee Effect: A New Model

RESEARCH ARTICLE. Population Models with Allee Effect: A New Model Journal of Biological Dynamics Vol. 00, No. 00, February 18 2009, 1 13 RESEARCH ARTICLE Population Models with Allee Effect: A New Model Saber N. Elaydi and Robert J. Sacker Department of Mathematics,

More information

Stability of Ecosystem Induced by Mutual Interference between Predators

Stability of Ecosystem Induced by Mutual Interference between Predators Available online at www.sciencedirect.com Procedia Environmental Sciences (00) 4 48 International Society for Environmental Information Sciences 00 Annual Conference (ISEIS) Stability of Ecosystem Induced

More information

PULSE-SEASONAL HARVESTING VIA NONLINEAR DELAY DIFFERENTIAL EQUATIONS AND APPLICATIONS IN FISHERY MANAGEMENT. Lev V. Idels

PULSE-SEASONAL HARVESTING VIA NONLINEAR DELAY DIFFERENTIAL EQUATIONS AND APPLICATIONS IN FISHERY MANAGEMENT. Lev V. Idels PULSE-SEASONAL HARVESTING VIA NONLINEAR DELAY DIFFERENTIAL EQUATIONS AND APPLICATIONS IN FISHERY MANAGEMENT Lev V. Idels University-College Professor Mathematics Department Malaspina University-College

More information

PLEASE SCROLL DOWN FOR ARTICLE

PLEASE SCROLL DOWN FOR ARTICLE This article was downloaded by: [CDL Journals Account] On: 16 March 29 Access details: Access Details: [subscription number 79437971] Publisher Taylor & Francis Informa Ltd Registered in England and Wales

More information

Bifurcation and Stability Analysis of a Prey-predator System with a Reserved Area

Bifurcation and Stability Analysis of a Prey-predator System with a Reserved Area ISSN 746-733, England, UK World Journal of Modelling and Simulation Vol. 8 ( No. 4, pp. 85-9 Bifurcation and Stability Analysis of a Prey-predator System with a Reserved Area Debasis Mukherjee Department

More information

Global dynamics of two systems of exponential difference equations by Lyapunov function

Global dynamics of two systems of exponential difference equations by Lyapunov function Khan Advances in Difference Equations 2014 2014:297 R E S E A R C H Open Access Global dynamics of two systems of exponential difference equations by Lyapunov function Abdul Qadeer Khan * * Correspondence:

More information

1.Introduction: 2. The Model. Key words: Prey, Predator, Seasonality, Stability, Bifurcations, Chaos.

1.Introduction: 2. The Model. Key words: Prey, Predator, Seasonality, Stability, Bifurcations, Chaos. Dynamical behavior of a prey predator model with seasonally varying parameters Sunita Gakkhar, BrhamPal Singh, R K Naji Department of Mathematics I I T Roorkee,47667 INDIA Abstract : A dynamic model based

More information

Dynamics of hierarchical models in discrete-time

Dynamics of hierarchical models in discrete-time Journal of Difference Equations and Applications, Vol. 11, No. 2, February 25, 95 115 Dynamics of hierarchical models in discrete-time S.R.-J. JANG * and J.M. CUSHING Department of Mathematics, University

More information

Dynamics of a plant-herbivore model

Dynamics of a plant-herbivore model Journal of Biological Dynamics Vol., No., Month-Month x, 3 Dynamics of a plant-herbivore model Yun Kang, Dieter Armbruster and Yang Kuang (Received Month x; revised Month x; in final form Month x) We formulate

More information

Natal versus breeding dispersal: Evolution in a model system

Natal versus breeding dispersal: Evolution in a model system Evolutionary Ecology Research, 1999, 1: 911 921 Natal versus breeding dispersal: Evolution in a model system Karin Johst 1 * and Roland Brandl 2 1 Centre for Environmental Research Leipzig-Halle Ltd, Department

More information

Population modeling of marine mammal populations

Population modeling of marine mammal populations Population modeling of marine mammal populations Lecture 1: simple models of population counts Eli Holmes National Marine Fisheries Service nmfs.noaa.gov Today s lecture topics: Density-independent growth

More information

Research Article Convergence Theorems for Common Fixed Points of Nonself Asymptotically Quasi-Non-Expansive Mappings

Research Article Convergence Theorems for Common Fixed Points of Nonself Asymptotically Quasi-Non-Expansive Mappings Hindawi Publishing Corporation Fixed Point Theory and Applications Volume 2008, Article ID 428241, 11 pages doi:10.1155/2008/428241 Research Article Convergence Theorems for Common Fixed Points of Nonself

More information

The Dynamic Behaviour of the Competing Species with Linear and Holling Type II Functional Responses by the Second Competitor

The Dynamic Behaviour of the Competing Species with Linear and Holling Type II Functional Responses by the Second Competitor , pp. 35-46 http://dx.doi.org/10.14257/ijbsbt.2017.9.3.04 The Dynamic Behaviour of the Competing Species with Linear and Holling Type II Functional Responses by the Second Competitor Alemu Geleta Wedajo

More information

Research Article On λ-statistically Convergent Double Sequences of Fuzzy Numbers

Research Article On λ-statistically Convergent Double Sequences of Fuzzy Numbers Hindawi Publishing Corporation Journal of Inequalities and Applications Volume 2008, Article ID 47827, 6 pages doi:0.55/2008/47827 Research Article On λ-statistically Convergent Double Sequences of Fuzzy

More information

Research Article The Stability of Gauss Model Having One-Prey and Two-Predators

Research Article The Stability of Gauss Model Having One-Prey and Two-Predators Abstract and Applied Analysis Volume 2012, Article ID 219640, 9 pages doi:10.1155/2012/219640 Research Article The Stability of Gauss Model Having One-Prey and Two-Predators A. Farajzadeh, 1 M. H. Rahmani

More information

Non-Autonomous Predator Prey Model. with Application

Non-Autonomous Predator Prey Model. with Application International Mathematical Forum, 5, 2010, no. 67, 3309-3322 Non-Autonomous Predator Prey Model with Application A. S. Zaghrout and F. Hassan Al-Azhar University. Faculty of Science Math. Dept. (For Girls),

More information

Extinction and the Allee Effect in an Age Structured Population Model

Extinction and the Allee Effect in an Age Structured Population Model AMS Special Session: Difference Equations and Applications Extinction and the Allee Effect in an Age Structured Population Model Nika Lazaryan and Hassan Sedaghat Department of Mathematics Virginia Commonwealth

More information

Dynamics of a predator-prey system with prey subject to Allee effects and disease

Dynamics of a predator-prey system with prey subject to Allee effects and disease Dynamics of a predator-prey system with prey subject to Allee effects and disease 3 Yun Kang, Sourav Kumar Sasmal,, Amiya anjan Bhowmick, 3, Joydev Chattopadhyay, 4 4 5 6 Abstract n this article, we propose

More information

Research Article A Note on Kantorovich Inequality for Hermite Matrices

Research Article A Note on Kantorovich Inequality for Hermite Matrices Hindawi Publishing Corporation Journal of Inequalities and Applications Volume 0, Article ID 5767, 6 pages doi:0.55/0/5767 Research Article A Note on Kantorovich Inequality for Hermite Matrices Zhibing

More information

Population is often recorded in a form of data set. Population of Normal, Illinois

Population is often recorded in a form of data set. Population of Normal, Illinois Population is often recorded in a form of data set Population of Normal, Illinois 1 Population of Venezuela 2 Population of world up to 1850 3 Population of world 4 Population of world (carton) 5 Population

More information

Dynamics of Modified Leslie-Gower Predator-Prey Model with Predator Harvesting

Dynamics of Modified Leslie-Gower Predator-Prey Model with Predator Harvesting International Journal of Basic & Applied Sciences IJBAS-IJENS Vol:13 No:05 55 Dynamics of Modified Leslie-Gower Predator-Prey Model with Predator Harvesting K. Saleh Department of Mathematics, King Fahd

More information

The Role of Space in the Exploitation of Resources

The Role of Space in the Exploitation of Resources Bull Math Biol (2012) 74:1 44 DOI 10.1007/s11538-011-9649-1 ORIGINAL ARTICLE The Role of Space in the Exploitation of Resources Y. Kang N. Lanchier Received: 29 September 2010 / Accepted: 25 February 2011

More information

arxiv: v1 [math.ds] 11 Feb 2011

arxiv: v1 [math.ds] 11 Feb 2011 Journal of Biological Dynamics Vol. 00, No. 00, October 2011, 1 20 RESEARCH ARTICLE Global Dynamics of a Discrete Two-species Lottery-Ricker Competition Model arxiv:1102.2286v1 [math.ds] 11 Feb 2011 Yun

More information

Research Article Strong Convergence Bound of the Pareto Index Estimator under Right Censoring

Research Article Strong Convergence Bound of the Pareto Index Estimator under Right Censoring Hindawi Publishing Corporation Journal of Inequalities and Applications Volume 200, Article ID 20956, 8 pages doi:0.55/200/20956 Research Article Strong Convergence Bound of the Pareto Index Estimator

More information

c 2006 Society for Industrial and Applied Mathematics

c 2006 Society for Industrial and Applied Mathematics SIAM J. APPL. MATH. Vol. 66, No. 5, pp. 1563 1587 c 2006 Society for Industrial and Applied Mathematics DISCRETE-TIME SIS EPIDEMIC MODEL IN A SEASONAL ENVIRONMENT JOHN E. FRANKE AND ABDUL-AZIZ YAKUBU Abstract.

More information

Stability Analyses of the 50/50 Sex Ratio Using Lattice Simulation

Stability Analyses of the 50/50 Sex Ratio Using Lattice Simulation Stability Analyses of the 50/50 Sex Ratio Using Lattice Simulation Y. Itoh, K. Tainaka and J. Yoshimura Department of Systems Engineering, Shizuoka University, 3-5-1 Johoku, Hamamatsu 432-8561 Japan Abstract:

More information

Chemotaxis-induced spatio-temporal heterogeneity in multi-species host-parasitoid systems

Chemotaxis-induced spatio-temporal heterogeneity in multi-species host-parasitoid systems J. Math. Biol. (27) 55:365 388 DOI.7/s285-7-88-4 Mathematical Biology Chemotaxis-induced spatio-temporal heterogeneity in multi-species host-parasitoid systems Ian G. Pearce Mark A. J. Chaplain Pietà G.

More information

Local Stability Analysis of a Mathematical Model of the Interaction of Two Populations of Differential Equations (Host-Parasitoid)

Local Stability Analysis of a Mathematical Model of the Interaction of Two Populations of Differential Equations (Host-Parasitoid) Biology Medicine & Natural Product Chemistry ISSN: 089-6514 Volume 5 Number 1 016 Pages: 9-14 DOI: 10.1441/biomedich.016.51.9-14 Local Stability Analysis of a Mathematical Model of the Interaction of Two

More information

PLEASE SCROLL DOWN FOR ARTICLE

PLEASE SCROLL DOWN FOR ARTICLE This article was downloaded by: [Ackleh, Azmy S.] On: 12 October 2008 Access details: Access Details: [subscription number 903562394] Publisher Taylor & Francis Informa Ltd Registered in England and Wales

More information

BIOS 5445: Human Ecology Dr. Stephen Malcolm, Department of Biological Sciences

BIOS 5445: Human Ecology Dr. Stephen Malcolm, Department of Biological Sciences BIOS 5445: Human Ecology Dr. Stephen Malcolm, Department of Biological Sciences Lecture 4. Population ecology: Lecture summary: Population growth: Growth curves. Rates of increase. Mortality & survivorship.

More information

Dynamics Analysis of Anti-predator Model on Intermediate Predator With Ratio Dependent Functional Responses

Dynamics Analysis of Anti-predator Model on Intermediate Predator With Ratio Dependent Functional Responses Journal of Physics: Conference Series PAPER OPEN ACCESS Dynamics Analysis of Anti-predator Model on Intermediate Predator With Ratio Dependent Functional Responses To cite this article: D Savitri 2018

More information

Coexistence of competitors in deterministic and stochastic patchy environments

Coexistence of competitors in deterministic and stochastic patchy environments 0.8Copyedited by: AA 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 Journal of Biological Dynamics Vol. 00,

More information

Modeling and Simulation Study of Mutuality Interactions with Type II functional Response and Harvesting

Modeling and Simulation Study of Mutuality Interactions with Type II functional Response and Harvesting American Journal of Applied Mathematics 201; 6(3): 109-116 http://www.sciencepublishinggroup.com/j/ajam doi: 10.116/j.ajam.2010603.12 ISSN: 2330-003 (Print); ISSN: 2330-006X (Online) Modeling and Simulation

More information

DYNAMICS OF A PREDATOR-PREY INTERACTION IN CHEMOSTAT WITH VARIABLE YIELD

DYNAMICS OF A PREDATOR-PREY INTERACTION IN CHEMOSTAT WITH VARIABLE YIELD Journal of Sustainability Science Management Volume 10 Number 2, December 2015: 16-23 ISSN: 1823-8556 Penerbit UMT DYNAMICS OF A PREDATOR-PREY INTERACTION IN CHEMOSTAT WITH VARIABLE YIELD SARKER MD SOHEL

More information

Stability Of Specialists Feeding On A Generalist

Stability Of Specialists Feeding On A Generalist Stability Of Specialists Feeding On A Generalist Tomoyuki Sakata, Kei-ichi Tainaka, Yu Ito and Jin Yoshimura Department of Systems Engineering, Shizuoka University Abstract The investigation of ecosystem

More information

Research Article The Solution by Iteration of a Composed K-Positive Definite Operator Equation in a Banach Space

Research Article The Solution by Iteration of a Composed K-Positive Definite Operator Equation in a Banach Space Hindawi Publishing Corporation International Journal of Mathematics and Mathematical Sciences Volume 2010, Article ID 376852, 7 pages doi:10.1155/2010/376852 Research Article The Solution by Iteration

More information

MATH 221 Biocalculus II Project 5 Nonlinear Systems of Difference Equations. BIO: To explore some modifications of the Nicholson-Bailey Model

MATH 221 Biocalculus II Project 5 Nonlinear Systems of Difference Equations. BIO: To explore some modifications of the Nicholson-Bailey Model Goals MATH 221 Biocalculus II Project 5 Nonlinear Systems of Difference Equations MATH: To analyze nonlinear systems of difference equations BIO: To explore the Nicholson-Bailey Model BIO: To explore some

More information

Dynamics of a plant-herbivore model

Dynamics of a plant-herbivore model Journal of Biological Dynamics Vol., No., Month-Month 2x, 4 Dynamics of a plant-herbivore model Yun Kang, Dieter Armbruster and Yang Kuang (Received Month 2x; revised Month 2x; in final form Month 2x)

More information

INTRATROPHIC PREDATION IN A SIMPLE FOOD CHAIN WITH FLUCTUATING NUTRIENT. S. R.-J. Jang. J. Baglama. P. Seshaiyer. (Communicated by Shigui Ruan)

INTRATROPHIC PREDATION IN A SIMPLE FOOD CHAIN WITH FLUCTUATING NUTRIENT. S. R.-J. Jang. J. Baglama. P. Seshaiyer. (Communicated by Shigui Ruan) DISCRETE AND CONTINUOUS Website: http://aimsciences.org DYNAMICAL SYSTEMS SERIES B Volume 5, Number 2, May 25 pp. 335 352 INTRATROPHIC PREDATION IN A SIMPLE FOOD CHAIN WITH FLUCTUATING NUTRIENT S. R.-J.

More information

Chaos control in discrete population models (Harvesting and Dynamics)

Chaos control in discrete population models (Harvesting and Dynamics) Ricker Clark Chaos control in discrete population s ( ) Departamento de Matemática Aplicada II Universidad de Vigo, Spain!!! "#$!%& "#! '("$)(*"'+(*,!-+(.$)$(-$! June 3, 2013 +(!/'..$)$(-$!$01*"'+(2! *(/!*33,'-*"'+(2!4'-/$*56%78!!!

More information

Homework 2 Modeling complex systems, Stability analysis, Discrete-time dynamical systems, Deterministic chaos

Homework 2 Modeling complex systems, Stability analysis, Discrete-time dynamical systems, Deterministic chaos Homework 2 Modeling complex systems, Stability analysis, Discrete-time dynamical systems, Deterministic chaos (Max useful score: 100 - Available points: 125) 15-382: Collective Intelligence (Spring 2018)

More information

Research Article Global Stability and Oscillation of a Discrete Annual Plants Model

Research Article Global Stability and Oscillation of a Discrete Annual Plants Model Abstract and Applied Analysis Volume 2010, Article ID 156725, 18 pages doi:10.1155/2010/156725 Research Article Global Stability and Oscillation of a Discrete Annual Plants Model S. H. Saker 1, 2 1 Department

More information

Optimal Foraging and PredatorPrey Dynamics, II

Optimal Foraging and PredatorPrey Dynamics, II Theoretical Population Biology 55 111126 (1999) Article ID tpbi19981399 available online at http:wwwidealibrarycom on Optimal Foraging and PredatorPrey Dynamics II Vlastimil Kr ivan and Asim Sikder Department

More information

Models Involving Interactions between Predator and Prey Populations

Models Involving Interactions between Predator and Prey Populations Models Involving Interactions between Predator and Prey Populations Matthew Mitchell Georgia College and State University December 30, 2015 Abstract Predator-prey models are used to show the intricate

More information

dv dt Predator-Prey Models

dv dt Predator-Prey Models Predator-Prey Models This is a diverse area that includes general models of consumption: Granivores eating seeds Parasitoids Parasite-host interactions Lotka-Voterra model prey and predator: V = victim

More information

Research Article Iterative Approximation of Common Fixed Points of Two Nonself Asymptotically Nonexpansive Mappings

Research Article Iterative Approximation of Common Fixed Points of Two Nonself Asymptotically Nonexpansive Mappings Discrete Dynamics in Nature and Society Volume 2011, Article ID 487864, 16 pages doi:10.1155/2011/487864 Research Article Iterative Approximation of Common Fixed Points of Two Nonself Asymptotically Nonexpansive

More information

Research Article Multiple Periodic Solutions of a Nonautonomous Plant-Hare Model

Research Article Multiple Periodic Solutions of a Nonautonomous Plant-Hare Model Abstract and Applied Analysis Volume 214, Article ID 13856, 7 pages http://dx.doi.org/1.1155/214/13856 Research Article Multiple Periodic Solutions of a Nonautonomous Plant-Hare Model Yongfei Gao, 1 P.

More information

Na#onal Center for Theore#cal Sciences Mathema#cs Division, Taiwan

Na#onal Center for Theore#cal Sciences Mathema#cs Division, Taiwan Na#onal Center for Theore#cal Sciences Mathema#cs Division, Taiwan - TAMKANG JOURNAL OF MATHEMATICS Volume 47, Number 1, 127-141, March 2016 doi:10.5556/j.tkjm.47.2016.1984 This paper is available online

More information

Research Article Uniqueness of Positive Solutions for a Class of Fourth-Order Boundary Value Problems

Research Article Uniqueness of Positive Solutions for a Class of Fourth-Order Boundary Value Problems Abstract and Applied Analysis Volume 211, Article ID 54335, 13 pages doi:1.1155/211/54335 Research Article Uniqueness of Positive Solutions for a Class of Fourth-Order Boundary Value Problems J. Caballero,

More information

Attenuant cycles in periodically forced discrete-time age-structured population models

Attenuant cycles in periodically forced discrete-time age-structured population models J Math Anal Appl 316 2006) 69 86 wwwelseviercom/locate/jmaa Attenuant cycles in periodically forced discrete-time age-structured population models John E Franke a, Abdul-Aziz Yakubu b, a Department of

More information

STABILITY IN A MODEL FOR GENETICALLY ALTERED MOSQUITOS WITH PERIODIC PARAMETERS

STABILITY IN A MODEL FOR GENETICALLY ALTERED MOSQUITOS WITH PERIODIC PARAMETERS STABILITY IN A MODEL FOR GENETICALLY ALTERED MOSQUITOS WITH PERIODIC PARAMETERS Hubertus F. von Bremen and Robert J. Sacker Department of Mathematics and Statistics, California State Polytechnic University,

More information

Global Stability of a Computer Virus Model with Cure and Vertical Transmission

Global Stability of a Computer Virus Model with Cure and Vertical Transmission International Journal of Research Studies in Computer Science and Engineering (IJRSCSE) Volume 3, Issue 1, January 016, PP 16-4 ISSN 349-4840 (Print) & ISSN 349-4859 (Online) www.arcjournals.org Global

More information

Human Carrying Capacity. Dangers of overshooting

Human Carrying Capacity. Dangers of overshooting How to calculate carrying capacity 1. Sum estimates of regional K. 2. Curve Fitting 3. Assume Single Resource Constraint 4. Reduce Multiple Requirements to one factor 5. Assume Multiple Independent Constraints

More information

Research Article Design of PDC Controllers by Matrix Reversibility for Synchronization of Yin and Yang Chaotic Takagi-Sugeno Fuzzy Henon Maps

Research Article Design of PDC Controllers by Matrix Reversibility for Synchronization of Yin and Yang Chaotic Takagi-Sugeno Fuzzy Henon Maps Abstract and Applied Analysis Volume 212, Article ID 35821, 11 pages doi:1.1155/212/35821 Research Article Design of PDC Controllers by Matrix Reversibility for Synchronization of Yin and Yang Chaotic

More information

Stability Analysis And Maximum Profit Of Logistic Population Model With Time Delay And Constant Effort Of Harvesting

Stability Analysis And Maximum Profit Of Logistic Population Model With Time Delay And Constant Effort Of Harvesting Jurnal Vol 3, Matematika, No, 9-8, Juli Statistika 006 & Komputasi Vol No Juli 006 9-8, Juli 006 9 Stability Analysis And Maximum Profit Of Logistic Population Model With Time Delay And Constant Effort

More information

Research Article Existence and Uniqueness of Smooth Positive Solutions to a Class of Singular m-point Boundary Value Problems

Research Article Existence and Uniqueness of Smooth Positive Solutions to a Class of Singular m-point Boundary Value Problems Hindawi Publishing Corporation Boundary Value Problems Volume 29, Article ID 9627, 3 pages doi:.55/29/9627 Research Article Existence and Uniqueness of Smooth Positive Solutions to a Class of Singular

More information

Dynamics of Disease Spread. in a Predator-Prey System

Dynamics of Disease Spread. in a Predator-Prey System Advanced Studies in Biology, vol. 6, 2014, no. 4, 169-179 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/10.12988/asb.2014.4845 Dynamics of Disease Spread in a Predator-Prey System Asrul Sani 1, Edi Cahyono

More information

Research Article On Boundedness of Solutions of the Difference Equation x n 1 px n qx n 1 / 1 x n for q>1 p>1

Research Article On Boundedness of Solutions of the Difference Equation x n 1 px n qx n 1 / 1 x n for q>1 p>1 Hindawi Publishing Corporation Advances in Difference Equations Volume 2009, Article ID 463169, 11 pages doi:10.1155/2009/463169 Research Article On Boundedness of Solutions of the Difference Equation

More information

ESAIM: M2AN Modélisation Mathématique et Analyse Numérique M2AN, Vol. 37, N o 2, 2003, pp DOI: /m2an:

ESAIM: M2AN Modélisation Mathématique et Analyse Numérique M2AN, Vol. 37, N o 2, 2003, pp DOI: /m2an: Mathematical Modelling and Numerical Analysis ESAIM: M2AN Modélisation Mathématique et Analyse Numérique M2AN, Vol. 37, N o 2, 2003, pp. 339 344 DOI: 10.1051/m2an:2003029 PERSISTENCE AND BIFURCATION ANALYSIS

More information

arxiv: v1 [math.ds] 11 Feb 2011

arxiv: v1 [math.ds] 11 Feb 2011 The role of space in the exploitation of resources Y. Kang and N. Lanchier arxiv:0.83v [math.ds] Feb 0. Introduction Abstract In order to understand the role of space in ecological communities where each

More information

Research Article Extended Precise Large Deviations of Random Sums in the Presence of END Structure and Consistent Variation

Research Article Extended Precise Large Deviations of Random Sums in the Presence of END Structure and Consistent Variation Applied Mathematics Volume 2012, Article ID 436531, 12 pages doi:10.1155/2012/436531 Research Article Extended Precise Large Deviations of Random Sums in the Presence of END Structure and Consistent Variation

More information

A NEW COMPOSITE IMPLICIT ITERATIVE PROCESS FOR A FINITE FAMILY OF NONEXPANSIVE MAPPINGS IN BANACH SPACES

A NEW COMPOSITE IMPLICIT ITERATIVE PROCESS FOR A FINITE FAMILY OF NONEXPANSIVE MAPPINGS IN BANACH SPACES A NEW COMPOSITE IMPLICIT ITERATIVE PROCESS FOR A FINITE FAMILY OF NONEXPANSIVE MAPPINGS IN BANACH SPACES FENG GU AND JING LU Received 18 January 2006; Revised 22 August 2006; Accepted 23 August 2006 The

More information

Review Article Solution and Attractivity for a Rational Recursive Sequence

Review Article Solution and Attractivity for a Rational Recursive Sequence Discrete Dynamics in Nature and Society Volume 2011, Article ID 982309, 17 pages doi:10.1155/2011/982309 Review Article Solution and Attractivity for a Rational Recursive Sequence E. M. Elsayed 1, 2 1

More information

A Dynamical Trichotomy for Structured Populations Experiencing Positive Density-Dependence in Stochastic Environments

A Dynamical Trichotomy for Structured Populations Experiencing Positive Density-Dependence in Stochastic Environments A Dynamical Trichotomy for Structured Populations Experiencing Positive Density-Dependence in Stochastic Environments Sebastian J Schreiber Abstract Positive density-dependence occurs when individuals

More information

Scale-free extinction dynamics in spatially structured host parasitoid systems

Scale-free extinction dynamics in spatially structured host parasitoid systems ARTICLE IN PRESS Journal of Theoretical Biology 241 (2006) 745 750 www.elsevier.com/locate/yjtbi Scale-free extinction dynamics in spatially structured host parasitoid systems Timothy Killingback a, Hendrik

More information

Notes. October 19, Continuous Time Consider the logistic equation which was introduced by Pierre-François Verhulst in 1845 [4]:

Notes. October 19, Continuous Time Consider the logistic equation which was introduced by Pierre-François Verhulst in 1845 [4]: Notes October 19, 2015 1 Single species models 1.1 Logistic growth 1.1.1 Continuous Time Consider the logistic equation which was introduced by Pierre-François Verhulst in 1845 [4]: ( dx (t) = rx(t) 1

More information

Research Article Permanence of a Discrete Predator-Prey Systems with Beddington-DeAngelis Functional Response and Feedback Controls

Research Article Permanence of a Discrete Predator-Prey Systems with Beddington-DeAngelis Functional Response and Feedback Controls Hindawi Pblishing Corporation Discrete Dynamics in Natre and Society Volme 2008 Article ID 149267 8 pages doi:101155/2008/149267 Research Article Permanence of a Discrete Predator-Prey Systems with Beddington-DeAngelis

More information

Predator-Prey Model with Ratio-dependent Food

Predator-Prey Model with Ratio-dependent Food University of Minnesota Duluth Department of Mathematics and Statistics Predator-Prey Model with Ratio-dependent Food Processing Response Advisor: Harlan Stech Jana Hurkova June 2013 Table of Contents

More information

The Dynamic Properties of a Deterministic SIR Epidemic Model in Discrete-Time

The Dynamic Properties of a Deterministic SIR Epidemic Model in Discrete-Time Applied Mathematics, 05, 6, 665-675 Published Online September 05 in SciRes http://wwwscirporg/journal/am http://dxdoiorg/046/am056048 The Dynamic Properties of a Deterministic SIR Epidemic Model in Discrete-Time

More information

Permanence Implies the Existence of Interior Periodic Solutions for FDEs

Permanence Implies the Existence of Interior Periodic Solutions for FDEs International Journal of Qualitative Theory of Differential Equations and Applications Vol. 2, No. 1 (2008), pp. 125 137 Permanence Implies the Existence of Interior Periodic Solutions for FDEs Xiao-Qiang

More information

Research Article New Oscillation Criteria for Second-Order Neutral Delay Differential Equations with Positive and Negative Coefficients

Research Article New Oscillation Criteria for Second-Order Neutral Delay Differential Equations with Positive and Negative Coefficients Abstract and Applied Analysis Volume 2010, Article ID 564068, 11 pages doi:10.1155/2010/564068 Research Article New Oscillation Criteria for Second-Order Neutral Delay Differential Equations with Positive

More information

Research Article Chaos Control on a Duopoly Game with Homogeneous Strategy

Research Article Chaos Control on a Duopoly Game with Homogeneous Strategy Hindawi Publishing Corporation Discrete Dynamics in Nature and Society Volume 16, Article ID 74185, 7 pages http://dx.doi.org/1.1155/16/74185 Publication Year 16 Research Article Chaos Control on a Duopoly

More information

Chapter 6 Population and Community Ecology

Chapter 6 Population and Community Ecology Chapter 6 Population and Community Ecology Friedland and Relyea Environmental Science for AP, second edition 2015 W.H. Freeman and Company/BFW AP is a trademark registered and/or owned by the College Board,

More information

The Generalized Viscosity Implicit Rules of Asymptotically Nonexpansive Mappings in Hilbert Spaces

The Generalized Viscosity Implicit Rules of Asymptotically Nonexpansive Mappings in Hilbert Spaces Applied Mathematical Sciences, Vol. 11, 2017, no. 12, 549-560 HIKARI Ltd, www.m-hikari.com https://doi.org/10.12988/ams.2017.718 The Generalized Viscosity Implicit Rules of Asymptotically Nonexpansive

More information