Spatiotemporal dynamics of a predator-prey system with fear effect
•A diffusive predator-prey system with the effect of fear due to predator population.•Performed qualitative properties of model, including positivity, boundedness, existence of steady states and their local stability, transcritical and Hopf bifurcation.•We explored how behavioral modification in pre...
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          | Published in | Journal of the Franklin Institute Vol. 360; no. 11; pp. 7380 - 7414 | 
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| Main Authors | , | 
| Format | Journal Article | 
| Language | English | 
| Published | 
            Elsevier Inc
    
        01.07.2023
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| Online Access | Get full text | 
| ISSN | 0016-0032 1879-2693  | 
| DOI | 10.1016/j.jfranklin.2023.05.034 | 
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| Abstract | •A diffusive predator-prey system with the effect of fear due to predator population.•Performed qualitative properties of model, including positivity, boundedness, existence of steady states and their local stability, transcritical and Hopf bifurcation.•We explored how behavioral modification in prey species due to fear of predator and mutual interference between predators can create different spatiotemporal patterns in population distribution.•In case of diffusive system, we provide a detailed stability analysis and obtain the conditions for Turing instability.•Our simulation results reveal that the diffusion-driven instability creates various spatio-temporal patterns including warm spot pattern for three different initial data.
Recent field experiments on vertebrates show that though mere presence of a predator causes a dramatic change in prey demography, the fear of predators increases the survival probability of prey leading to a cost of prey production. Based on the experimental findings, we proposed and analyzed a mathematical model that incorporates the fear-induced birth reduction in the prey population due to presence of predator. A modified and more realistic fear function is proposed in this study. Qualitative behavior of the model is performed including positivity and boundedness of solutions, existence of critical points and their local stability analysis, existence of transcritical and Hopf bifurcation. We analyzed Hopf bifurcation with respect to the prey growth rate and the level of fear. Transcritical bifurcation is analyzed by varying the prey growth rate. Distribution of the population of interacting species in a large scale natural system is heterogeneous and subject to alter for different reasons. Thus, we investigate how behavioral modification in prey population due to fear for predators and mutual interference among predator species can create various spatiotemporal pattern formation in population distribution. In the spatially extended system, we provide a detailed stability analysis and obtain the conditions for Turing instability. Numerical simulations are performed to validate analytical results for both non-spatial and spatial models. Warm spot patterns are obtained by considering three different types of initial data and discussed the biological significance of these patterns for the two-dimensional spatial model. Our numerical simulation demonstrates that the fear effect in a diffusive predator-prey system with mutual interference between predators may exhibit more complicated dynamics. | 
    
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| AbstractList | •A diffusive predator-prey system with the effect of fear due to predator population.•Performed qualitative properties of model, including positivity, boundedness, existence of steady states and their local stability, transcritical and Hopf bifurcation.•We explored how behavioral modification in prey species due to fear of predator and mutual interference between predators can create different spatiotemporal patterns in population distribution.•In case of diffusive system, we provide a detailed stability analysis and obtain the conditions for Turing instability.•Our simulation results reveal that the diffusion-driven instability creates various spatio-temporal patterns including warm spot pattern for three different initial data.
Recent field experiments on vertebrates show that though mere presence of a predator causes a dramatic change in prey demography, the fear of predators increases the survival probability of prey leading to a cost of prey production. Based on the experimental findings, we proposed and analyzed a mathematical model that incorporates the fear-induced birth reduction in the prey population due to presence of predator. A modified and more realistic fear function is proposed in this study. Qualitative behavior of the model is performed including positivity and boundedness of solutions, existence of critical points and their local stability analysis, existence of transcritical and Hopf bifurcation. We analyzed Hopf bifurcation with respect to the prey growth rate and the level of fear. Transcritical bifurcation is analyzed by varying the prey growth rate. Distribution of the population of interacting species in a large scale natural system is heterogeneous and subject to alter for different reasons. Thus, we investigate how behavioral modification in prey population due to fear for predators and mutual interference among predator species can create various spatiotemporal pattern formation in population distribution. In the spatially extended system, we provide a detailed stability analysis and obtain the conditions for Turing instability. Numerical simulations are performed to validate analytical results for both non-spatial and spatial models. Warm spot patterns are obtained by considering three different types of initial data and discussed the biological significance of these patterns for the two-dimensional spatial model. Our numerical simulation demonstrates that the fear effect in a diffusive predator-prey system with mutual interference between predators may exhibit more complicated dynamics. | 
    
| Author | Khajanchi, Subhas Sarkar, Kankan  | 
    
| Author_xml | – sequence: 1 givenname: Kankan surname: Sarkar fullname: Sarkar, Kankan organization: Department of Mathematics, Malda College, Malda, West Bengal 732101, India – sequence: 2 givenname: Subhas orcidid: 0000-0002-6533-1121 surname: Khajanchi fullname: Khajanchi, Subhas email: subhaskhajanchi@gmail.com organization: Department of Mathematics, Presidency University, 86/1 College Street,Kolkata 700073, India  | 
    
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| Cites_doi | 10.1016/j.mbs.2011.12.005 10.1103/PhysRevLett.68.2090 10.1016/j.plrev.2009.10.002 10.1002/mma.8749 10.1007/s002850000078 10.1038/s41598-021-00985-1 10.1007/s11071-020-05551-4 10.1142/S0218127418500098 10.1142/S1793048017500114 10.1073/pnas.92.7.2524 10.1016/j.ecocom.2020.100826 10.2307/1936298 10.1126/science.1210908 10.1016/0022-5193(72)90090-2 10.1021/j150111a004 10.1016/j.chaos.2020.110420 10.1080/17513758.2012.655327 10.1063/1.2759212 10.2307/3866 10.1007/s12080-010-0073-1 10.1016/j.amc.2017.07.017 10.1016/j.aml.2020.106756 10.4039/Ent91385-7 10.1007/s00285-016-0989-1 10.1890/0012-9658(2002)083[0028:MIBPCG]2.0.CO;2 10.1063/5.0099584 10.1155/2020/4285294 10.1142/S021812742250122X 10.1103/RevModPhys.65.851 10.1142/S0218127403009010 10.1016/S0022-5193(89)80211-5 10.1093/imammb/dqq024 10.1016/j.mbs.2017.04.006 10.1038/259659a0 10.1098/rstb.1952.0012 10.1016/S0895-7177(99)00070-9 10.3934/mbe.2004.1.111 10.1137/S0036144502404442  | 
    
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| References | Biswas, Ahmad, Khajanchi (bib0006) 2022; 46 Khajanchi (bib0015) 2014; 244 Holling (bib0043) 1959; 91 Volpert, Petrovskii (bib0041) 2009; 6 Aslanidi, Clayton, Holden, Phillips, Ward (bib0027) 2003; 13 Banerjee, Banerjee (bib0035) 2012; 236 DeAngelis, Goldstein, O’Neill (bib0050) 1975; 56 Medvinsky, Petrovskii, Tikhonova, Malchow, Li (bib0026) 2002; 44 Tiwari, Singh, Khajanchi, Kang, Misra (bib0019) 2021; 26 Okubo, Levin (bib0031) 2001; 14 Baurmann (bib0034) 2004; 1 Sherratt, Lewis, Fowler (bib0038) 1995; 92 Zanette, White, Allen, Clinchy (bib0003) 2011; 334 Banerjee, Petrovskii (bib0036) 2011; 4 Zhang, Cai, Fu, Wang (bib0011) 2019; 356 Sarkar, Khajanchi (bib0004) 2020; 42 Segel, Jackson (bib0032) 1972; 37 Elliott, Betini, Norris (bib0007) 2017; 284 Volterra (bib0002) 1931 Beddington (bib0049) 1975; 44 Liu, Jiang (bib0013) 2021; 112 Sarkar, Khajanchi (bib0014) 2022; 32 Khajanchi, Banerjee (bib0009) 2017; 314 Cross, Hohenberg (bib0022) 1993; 65 Murray (bib0023) 1989 Riaz, Sharma, Bhattacharya, Ray (bib0042) 2007; 127 Tyson, Keener (bib0029) 1988; 32 Sarkar, Khajanchi, Mali (bib0016) 2022; 32 Wang, Zanette, Zou (bib0005) 2016; 75 Barman, Roy, Alrabaiah, Panja, Mondal, Alam (bib0012) 2021; 142 Levin, Segel (bib0033) 1976; 259 Berezovskaya, Karev, Arditi (bib0052) 2001; 43 Khajanchi, Sardar, Nieto (bib0020) 2022 Ghosh, Ray (bib0030) 2015; 99 Sarkar, Khajanchi, Mali, Nieto (bib0017) 2020; 2020 Khajanchi (bib0046) 2017; 12 Misra, Singh, Tiwari, Khajanchi, Kang (bib0018) 2020; 100 Khajanchi, Nieto (bib0024) 2021; 11 Banerjee (bib0048) 2011; 28 Rudin (bib0044) 1976 Khajanchi, Banerjee (bib0047) 2017; 289 Lotka (bib0001) 1910; 14 Malchow, Petrovskii, Venturino (bib0025) 2008 Arditi, Ginzburg (bib0051) 1989; 139 Alonso, Bartumeus, Catalan (bib0040) 2002; 83 Khajanchi (bib0008) 2017; 302 Upadhyay, Volpert, Thakur (bib0039) 2012; 6 Barkley (bib0028) 1992; 68 Perko (bib0045) 2001 Panday, Pal, Samanta, Chattopadhyay (bib0010) 2018; 28 Petrovskii, Malchow (bib0037) 1999; 29 Turing (bib0021) 1952; 237 Sarkar (10.1016/j.jfranklin.2023.05.034_bib0004) 2020; 42 Medvinsky (10.1016/j.jfranklin.2023.05.034_bib0026) 2002; 44 Misra (10.1016/j.jfranklin.2023.05.034_bib0018) 2020; 100 Khajanchi (10.1016/j.jfranklin.2023.05.034_bib0047) 2017; 289 Liu (10.1016/j.jfranklin.2023.05.034_bib0013) 2021; 112 Wang (10.1016/j.jfranklin.2023.05.034_bib0005) 2016; 75 Berezovskaya (10.1016/j.jfranklin.2023.05.034_bib0052) 2001; 43 Rudin (10.1016/j.jfranklin.2023.05.034_bib0044) 1976 Elliott (10.1016/j.jfranklin.2023.05.034_bib0007) 2017; 284 Ghosh (10.1016/j.jfranklin.2023.05.034_bib0030) 2015; 99 Alonso (10.1016/j.jfranklin.2023.05.034_bib0040) 2002; 83 Sarkar (10.1016/j.jfranklin.2023.05.034_bib0014) 2022; 32 DeAngelis (10.1016/j.jfranklin.2023.05.034_bib0050) 1975; 56 Barkley (10.1016/j.jfranklin.2023.05.034_bib0028) 1992; 68 Sarkar (10.1016/j.jfranklin.2023.05.034_bib0017) 2020; 2020 Zhang (10.1016/j.jfranklin.2023.05.034_bib0011) 2019; 356 Okubo (10.1016/j.jfranklin.2023.05.034_bib0031) 2001; 14 Khajanchi (10.1016/j.jfranklin.2023.05.034_bib0015) 2014; 244 Riaz (10.1016/j.jfranklin.2023.05.034_bib0042) 2007; 127 Zanette (10.1016/j.jfranklin.2023.05.034_bib0003) 2011; 334 Upadhyay (10.1016/j.jfranklin.2023.05.034_bib0039) 2012; 6 Volpert (10.1016/j.jfranklin.2023.05.034_bib0041) 2009; 6 Holling (10.1016/j.jfranklin.2023.05.034_bib0043) 1959; 91 Khajanchi (10.1016/j.jfranklin.2023.05.034_bib0008) 2017; 302 Murray (10.1016/j.jfranklin.2023.05.034_bib0023) 1989 Petrovskii (10.1016/j.jfranklin.2023.05.034_bib0037) 1999; 29 Beddington (10.1016/j.jfranklin.2023.05.034_bib0049) 1975; 44 Baurmann (10.1016/j.jfranklin.2023.05.034_bib0034) 2004; 1 Cross (10.1016/j.jfranklin.2023.05.034_bib0022) 1993; 65 Tyson (10.1016/j.jfranklin.2023.05.034_bib0029) 1988; 32 Banerjee (10.1016/j.jfranklin.2023.05.034_bib0036) 2011; 4 Arditi (10.1016/j.jfranklin.2023.05.034_bib0051) 1989; 139 Biswas (10.1016/j.jfranklin.2023.05.034_bib0006) 2022; 46 Khajanchi (10.1016/j.jfranklin.2023.05.034_bib0009) 2017; 314 Panday (10.1016/j.jfranklin.2023.05.034_bib0010) 2018; 28 Sherratt (10.1016/j.jfranklin.2023.05.034_bib0038) 1995; 92 Khajanchi (10.1016/j.jfranklin.2023.05.034_bib0024) 2021; 11 Turing (10.1016/j.jfranklin.2023.05.034_bib0021) 1952; 237 Segel (10.1016/j.jfranklin.2023.05.034_bib0032) 1972; 37 Tiwari (10.1016/j.jfranklin.2023.05.034_bib0019) 2021; 26 Khajanchi (10.1016/j.jfranklin.2023.05.034_bib0020) 2022 Volterra (10.1016/j.jfranklin.2023.05.034_bib0002) 1931 Perko (10.1016/j.jfranklin.2023.05.034_bib0045) 2001 Aslanidi (10.1016/j.jfranklin.2023.05.034_bib0027) 2003; 13 Khajanchi (10.1016/j.jfranklin.2023.05.034_bib0046) 2017; 12 Banerjee (10.1016/j.jfranklin.2023.05.034_bib0048) 2011; 28 Lotka (10.1016/j.jfranklin.2023.05.034_bib0001) 1910; 14 Sarkar (10.1016/j.jfranklin.2023.05.034_bib0016) 2022; 32 Malchow (10.1016/j.jfranklin.2023.05.034_bib0025) 2008 Barman (10.1016/j.jfranklin.2023.05.034_bib0012) 2021; 142 Banerjee (10.1016/j.jfranklin.2023.05.034_bib0035) 2012; 236 Levin (10.1016/j.jfranklin.2023.05.034_bib0033) 1976; 259  | 
    
| References_xml | – volume: 14 start-page: 271 year: 1910 end-page: 274 ident: bib0001 article-title: Contribution to the theory of periodic reaction publication-title: J. Phys. Chem. – volume: 236 start-page: 64 year: 2012 end-page: 76 ident: bib0035 article-title: Turing instabilities and spatio-temporal chaos in ratio-dependent holling-tanner model publication-title: Math. Biosci. – volume: 68 start-page: 2090 year: 1992 end-page: 2093 ident: bib0028 article-title: Linear stability analysis of rotating spiral waves in excitable media publication-title: Phys. Rev. Lett. – volume: 65 start-page: 851 year: 1993 end-page: 1112 ident: bib0022 article-title: Pattern formation outside of equilibrium publication-title: Rev. Mod. Phys. – volume: 32 year: 1988 ident: bib0029 article-title: Singular perturbation theory of traveling waves in excitable media (a review) – volume: 43 start-page: 221 year: 2001 end-page: 246 ident: bib0052 article-title: Parametric analysis of the ratio-dependent predator-prey model publication-title: J. Math. Biol. – volume: 44 start-page: 331 year: 1975 end-page: 340 ident: bib0049 article-title: Mutual interference between parasites or predators and its effect on searching efficiency publication-title: J. Anim. Ecol. – volume: 37 start-page: 545 year: 1972 end-page: 559 ident: bib0032 article-title: Dissipative structure: an explanation and an ecological example publication-title: J. Theor. Biol. – volume: 259 start-page: 659 year: 1976 ident: bib0033 article-title: Hypothesis for origin of planktonic patchiness publication-title: Nature – volume: 28 start-page: 1850009 year: 2018 ident: bib0010 article-title: Stability and bifurcation analysis of a three-species food chain model with fear publication-title: Int. J. Bifur. Chaos. – year: 1931 ident: bib0002 article-title: Variations and fluctuations of the number of individuals in animal species living together publication-title: Animal Ecology – volume: 284 start-page: 20170878 year: 2017 ident: bib0007 article-title: Fear creates an allee effect: experimental evidence from seasonal populations publication-title: Proc. R. Soc. Lond. – year: 1989 ident: bib0023 article-title: Mathematical Biology II : Spatial Models and Biomedical Applications – volume: 99 start-page: 1 year: 2015 end-page: 7 ident: bib0030 article-title: Selecting spatio-temporal patterns by substrate injection in a reaction-diffusion system publication-title: Eur. Phys. J. B. – volume: 28 start-page: 111 year: 2011 end-page: 128 ident: bib0048 article-title: Spatial pattern formation in ratio-dependent model: higher-order stability analysis publication-title: Math. Med. Biol. – year: 2008 ident: bib0025 article-title: Spatiotemporal Patterns in Ecology and Epidemiology – volume: 356 start-page: 328 year: 2019 end-page: 337 ident: bib0011 article-title: Impact of the fear effect in a prey-predator model incorporating a prey refuge publication-title: Appl. Math. Comput. – volume: 32 start-page: 2250122 year: 2022 ident: bib0016 article-title: A delayed eco-epidemiological model with weak allee effect and disease in prey publication-title: Int. J. Bifurc. Chaos – volume: 2020 year: 2020 ident: bib0017 article-title: Rich dynamics of a predator-prey system with different kinds of functional responses publication-title: Complexity – volume: 6 start-page: 524 year: 2012 end-page: 538 ident: bib0039 article-title: Propagation of turing pattern in a plankton model publication-title: J. Biol. Dynam. – volume: 91 start-page: 385 year: 1959 end-page: 398 ident: bib0043 article-title: Some characteristics of simple types of predation and parasitism publication-title: Can. Entomol. – year: 2001 ident: bib0045 article-title: Differential Equations and Dynamical Systems – volume: 302 start-page: 122 year: 2017 end-page: 143 ident: bib0008 article-title: Modeling the dynamics of stage-structure predator-prey system with Monod-Haldane type response function publication-title: Appl. Math. Comput. – volume: 100 start-page: 1779 year: 2020 end-page: 1807 ident: bib0018 article-title: Dynamics of algae blooming: effects of budget allocation and time delay publication-title: Nonlinear Dyn. – volume: 139 start-page: 311 year: 1989 end-page: 326 ident: bib0051 article-title: Coupling in predator-prey dynamics: ratio-dependence publication-title: J. Theor. Biol. – volume: 92 start-page: 2524 year: 1995 end-page: 2528 ident: bib0038 article-title: Ecological chaos in the wake of invasion publication-title: Proc. Natl. Acad. Sci. – volume: 42 start-page: 100826 year: 2020 ident: bib0004 article-title: Impact of fear effect on the growth of prey in a predator-prey interaction model publication-title: Ecolog. Complex. – volume: 314 start-page: 193 year: 2017 end-page: 198 ident: bib0009 article-title: Role of constant prey refuge on stage structure predator-prey model with ratio dependent functional response publication-title: Appl. Math. Compt. – volume: 289 start-page: 69 year: 2017 end-page: 77 ident: bib0047 article-title: Quantifying the role of immunotherapeutic drug t11 target structure in progression of malignant gliomas: mathematical modeling and dynamical perspective publication-title: Math. Biosci. – volume: 13 start-page: 3865 year: 2003 end-page: 3871 ident: bib0027 article-title: Vulnerability to reentry, and drift, stability and breakdown of spiral waves in a linear gradient of publication-title: Int. J. Bifurc. Chaos. – year: 1976 ident: bib0044 article-title: Principles of Mathematical Analysis – volume: 32 start-page: 083126 year: 2022 ident: bib0014 article-title: An eco-epidemiological model with the impact of fear publication-title: Chaos – volume: 11 start-page: 22385 year: 2021 ident: bib0024 article-title: Spatiotemporal dynamics of a glioma immune interaction model publication-title: Sci. Rep. – volume: 127 start-page: 064503 year: 2007 ident: bib0042 article-title: Instability and pattern formation in reaction-diffusion systems: a higher order analysis publication-title: J. Chem. Phys. – volume: 4 start-page: 37 year: 2011 end-page: 53 ident: bib0036 article-title: Self-organised spatial patterns and chaos in a ratio-dependent predator-prey system publication-title: Theor. Ecol. – volume: 12 start-page: 187 year: 2017 end-page: 208 ident: bib0046 article-title: Uniform persistence and global stability for a brain tumor and immune system interaction publication-title: Biophys. Rev. Lett. – volume: 1 start-page: 111 year: 2004 end-page: 130 ident: bib0034 article-title: Turing instabilities and pattern formation in a benthic nutrient-microorganism system publication-title: Math. Biosci. Eng. – volume: 56 start-page: 881 year: 1975 end-page: 892 ident: bib0050 article-title: A model for tropic interaction publication-title: Ecology – volume: 29 start-page: 49 year: 1999 end-page: 63 ident: bib0037 article-title: A minimal model of pattern formation in a prey-predator system publication-title: Math. Comput. Model. – volume: 44 start-page: 311 year: 2002 end-page: 370 ident: bib0026 article-title: Spatiotemporal complexity of plankton and fish dynamics publication-title: SIAM Rev. – volume: 244 start-page: 344 year: 2014 end-page: 360 ident: bib0015 article-title: Dynamic behavior of a beddington-deangelis type stage structured predator-prey model publication-title: Appl. Math. Comput. – volume: 6 start-page: 267 year: 2009 end-page: 310 ident: bib0041 article-title: Reaction-diffusion waves in biology publication-title: Phys. Life Rev. – volume: 142 start-page: 110420 year: 2021 ident: bib0012 article-title: Impact of predator incited fear and prey refuge in a fractional order prey predator model publication-title: Chaos Solitons Fractals. – volume: 83 start-page: 28 year: 2002 end-page: 34 ident: bib0040 article-title: Mutual interference between predators can give rise to turing spatial patterns publication-title: Ecology – year: 2022 ident: bib0020 article-title: Application of non-singular kernel in a tumor model with strong allee effect publication-title: Differ. Equ. Dyn. Syst. – volume: 75 start-page: 1179 year: 2016 end-page: 1204 ident: bib0005 article-title: Modelling the fear effect in predator-prey interactions publication-title: J. Math. Biol. – volume: 112 start-page: 106756 year: 2021 ident: bib0013 article-title: Influence of the fear factor on the dynamics of a stochastic predator-prey model publication-title: Appl. Math. Lett. – volume: 14 year: 2001 ident: bib0031 article-title: Diffusion and Ecological Problems: Modern Perspectives – volume: 237 start-page: 37 year: 1952 end-page: 72 ident: bib0021 article-title: The chemical basis of morphogenesis publication-title: Philos. Trans. R. Soc. Lond. B. – volume: 46 start-page: 4184 year: 2022 end-page: 4211 ident: bib0006 article-title: Exploring dynamical complexity of a cannibalistic eco-epidemiological model with multiple time delay publication-title: Math. Methods Appl. Sci. – volume: 26 start-page: 3143 year: 2021 end-page: 3175 ident: bib0019 article-title: A mathematical model to restore water quality in urban lakes using phoslock publication-title: Disc. Cont. Dyn. Syst. Ser. B. – volume: 334 start-page: 1398 year: 2011 end-page: 1401 ident: bib0003 article-title: Perceived predation risk reduces the number of offspring songbirds produce per year publication-title: Science – year: 2022 ident: 10.1016/j.jfranklin.2023.05.034_bib0020 article-title: Application of non-singular kernel in a tumor model with strong allee effect publication-title: Differ. Equ. Dyn. Syst. – volume: 236 start-page: 64 year: 2012 ident: 10.1016/j.jfranklin.2023.05.034_bib0035 article-title: Turing instabilities and spatio-temporal chaos in ratio-dependent holling-tanner model publication-title: Math. Biosci. doi: 10.1016/j.mbs.2011.12.005 – volume: 68 start-page: 2090 year: 1992 ident: 10.1016/j.jfranklin.2023.05.034_bib0028 article-title: Linear stability analysis of rotating spiral waves in excitable media publication-title: Phys. Rev. Lett. doi: 10.1103/PhysRevLett.68.2090 – year: 1931 ident: 10.1016/j.jfranklin.2023.05.034_bib0002 article-title: Variations and fluctuations of the number of individuals in animal species living together – volume: 302 start-page: 122 year: 2017 ident: 10.1016/j.jfranklin.2023.05.034_bib0008 article-title: Modeling the dynamics of stage-structure predator-prey system with Monod-Haldane type response function publication-title: Appl. Math. Comput. – volume: 6 start-page: 267 year: 2009 ident: 10.1016/j.jfranklin.2023.05.034_bib0041 article-title: Reaction-diffusion waves in biology publication-title: Phys. Life Rev. doi: 10.1016/j.plrev.2009.10.002 – volume: 46 start-page: 4184 issue: 4 year: 2022 ident: 10.1016/j.jfranklin.2023.05.034_bib0006 article-title: Exploring dynamical complexity of a cannibalistic eco-epidemiological model with multiple time delay publication-title: Math. Methods Appl. Sci. doi: 10.1002/mma.8749 – volume: 43 start-page: 221 year: 2001 ident: 10.1016/j.jfranklin.2023.05.034_bib0052 article-title: Parametric analysis of the ratio-dependent predator-prey model publication-title: J. Math. Biol. doi: 10.1007/s002850000078 – volume: 11 start-page: 22385 year: 2021 ident: 10.1016/j.jfranklin.2023.05.034_bib0024 article-title: Spatiotemporal dynamics of a glioma immune interaction model publication-title: Sci. Rep. doi: 10.1038/s41598-021-00985-1 – volume: 100 start-page: 1779 year: 2020 ident: 10.1016/j.jfranklin.2023.05.034_bib0018 article-title: Dynamics of algae blooming: effects of budget allocation and time delay publication-title: Nonlinear Dyn. doi: 10.1007/s11071-020-05551-4 – volume: 32 year: 1988 ident: 10.1016/j.jfranklin.2023.05.034_bib0029 – volume: 28 start-page: 1850009 issue: 01 year: 2018 ident: 10.1016/j.jfranklin.2023.05.034_bib0010 article-title: Stability and bifurcation analysis of a three-species food chain model with fear publication-title: Int. J. Bifur. Chaos. doi: 10.1142/S0218127418500098 – volume: 99 start-page: 1 year: 2015 ident: 10.1016/j.jfranklin.2023.05.034_bib0030 article-title: Selecting spatio-temporal patterns by substrate injection in a reaction-diffusion system publication-title: Eur. Phys. J. B. – volume: 12 start-page: 187 issue: 4 year: 2017 ident: 10.1016/j.jfranklin.2023.05.034_bib0046 article-title: Uniform persistence and global stability for a brain tumor and immune system interaction publication-title: Biophys. Rev. Lett. doi: 10.1142/S1793048017500114 – volume: 92 start-page: 2524 year: 1995 ident: 10.1016/j.jfranklin.2023.05.034_bib0038 article-title: Ecological chaos in the wake of invasion publication-title: Proc. Natl. Acad. Sci. doi: 10.1073/pnas.92.7.2524 – volume: 42 start-page: 100826 year: 2020 ident: 10.1016/j.jfranklin.2023.05.034_bib0004 article-title: Impact of fear effect on the growth of prey in a predator-prey interaction model publication-title: Ecolog. Complex. doi: 10.1016/j.ecocom.2020.100826 – volume: 56 start-page: 881 year: 1975 ident: 10.1016/j.jfranklin.2023.05.034_bib0050 article-title: A model for tropic interaction publication-title: Ecology doi: 10.2307/1936298 – volume: 334 start-page: 1398 year: 2011 ident: 10.1016/j.jfranklin.2023.05.034_bib0003 article-title: Perceived predation risk reduces the number of offspring songbirds produce per year publication-title: Science doi: 10.1126/science.1210908 – volume: 37 start-page: 545 issue: 3 year: 1972 ident: 10.1016/j.jfranklin.2023.05.034_bib0032 article-title: Dissipative structure: an explanation and an ecological example publication-title: J. Theor. Biol. doi: 10.1016/0022-5193(72)90090-2 – volume: 14 start-page: 271 issue: 3 year: 1910 ident: 10.1016/j.jfranklin.2023.05.034_bib0001 article-title: Contribution to the theory of periodic reaction publication-title: J. Phys. Chem. doi: 10.1021/j150111a004 – volume: 142 start-page: 110420 year: 2021 ident: 10.1016/j.jfranklin.2023.05.034_bib0012 article-title: Impact of predator incited fear and prey refuge in a fractional order prey predator model publication-title: Chaos Solitons Fractals. doi: 10.1016/j.chaos.2020.110420 – volume: 6 start-page: 524 year: 2012 ident: 10.1016/j.jfranklin.2023.05.034_bib0039 article-title: Propagation of turing pattern in a plankton model publication-title: J. Biol. Dynam. doi: 10.1080/17513758.2012.655327 – volume: 14 year: 2001 ident: 10.1016/j.jfranklin.2023.05.034_bib0031 – volume: 127 start-page: 064503 year: 2007 ident: 10.1016/j.jfranklin.2023.05.034_bib0042 article-title: Instability and pattern formation in reaction-diffusion systems: a higher order analysis publication-title: J. Chem. Phys. doi: 10.1063/1.2759212 – volume: 44 start-page: 331 year: 1975 ident: 10.1016/j.jfranklin.2023.05.034_bib0049 article-title: Mutual interference between parasites or predators and its effect on searching efficiency publication-title: J. Anim. Ecol. doi: 10.2307/3866 – volume: 4 start-page: 37 year: 2011 ident: 10.1016/j.jfranklin.2023.05.034_bib0036 article-title: Self-organised spatial patterns and chaos in a ratio-dependent predator-prey system publication-title: Theor. Ecol. doi: 10.1007/s12080-010-0073-1 – volume: 314 start-page: 193 year: 2017 ident: 10.1016/j.jfranklin.2023.05.034_bib0009 article-title: Role of constant prey refuge on stage structure predator-prey model with ratio dependent functional response publication-title: Appl. Math. Compt. doi: 10.1016/j.amc.2017.07.017 – volume: 112 start-page: 106756 year: 2021 ident: 10.1016/j.jfranklin.2023.05.034_bib0013 article-title: Influence of the fear factor on the dynamics of a stochastic predator-prey model publication-title: Appl. Math. Lett. doi: 10.1016/j.aml.2020.106756 – volume: 91 start-page: 385 issue: 7 year: 1959 ident: 10.1016/j.jfranklin.2023.05.034_bib0043 article-title: Some characteristics of simple types of predation and parasitism publication-title: Can. Entomol. doi: 10.4039/Ent91385-7 – volume: 75 start-page: 1179 issue: 5 year: 2016 ident: 10.1016/j.jfranklin.2023.05.034_bib0005 article-title: Modelling the fear effect in predator-prey interactions publication-title: J. Math. Biol. doi: 10.1007/s00285-016-0989-1 – volume: 244 start-page: 344 year: 2014 ident: 10.1016/j.jfranklin.2023.05.034_bib0015 article-title: Dynamic behavior of a beddington-deangelis type stage structured predator-prey model publication-title: Appl. Math. Comput. – volume: 83 start-page: 28 year: 2002 ident: 10.1016/j.jfranklin.2023.05.034_bib0040 article-title: Mutual interference between predators can give rise to turing spatial patterns publication-title: Ecology doi: 10.1890/0012-9658(2002)083[0028:MIBPCG]2.0.CO;2 – year: 1989 ident: 10.1016/j.jfranklin.2023.05.034_bib0023 – volume: 32 start-page: 083126 year: 2022 ident: 10.1016/j.jfranklin.2023.05.034_bib0014 article-title: An eco-epidemiological model with the impact of fear publication-title: Chaos doi: 10.1063/5.0099584 – volume: 2020 year: 2020 ident: 10.1016/j.jfranklin.2023.05.034_bib0017 article-title: Rich dynamics of a predator-prey system with different kinds of functional responses publication-title: Complexity doi: 10.1155/2020/4285294 – volume: 32 start-page: 2250122 issue: 8 year: 2022 ident: 10.1016/j.jfranklin.2023.05.034_bib0016 article-title: A delayed eco-epidemiological model with weak allee effect and disease in prey publication-title: Int. J. Bifurc. Chaos doi: 10.1142/S021812742250122X – volume: 356 start-page: 328 year: 2019 ident: 10.1016/j.jfranklin.2023.05.034_bib0011 article-title: Impact of the fear effect in a prey-predator model incorporating a prey refuge publication-title: Appl. Math. Comput. – year: 2008 ident: 10.1016/j.jfranklin.2023.05.034_bib0025 – volume: 65 start-page: 851 year: 1993 ident: 10.1016/j.jfranklin.2023.05.034_bib0022 article-title: Pattern formation outside of equilibrium publication-title: Rev. Mod. Phys. doi: 10.1103/RevModPhys.65.851 – year: 2001 ident: 10.1016/j.jfranklin.2023.05.034_bib0045 – volume: 13 start-page: 3865 year: 2003 ident: 10.1016/j.jfranklin.2023.05.034_bib0027 article-title: Vulnerability to reentry, and drift, stability and breakdown of spiral waves in a linear gradient of gk in a Luo-Rudy 1 virtual ventricular tissue publication-title: Int. J. Bifurc. Chaos. doi: 10.1142/S0218127403009010 – volume: 139 start-page: 311 year: 1989 ident: 10.1016/j.jfranklin.2023.05.034_bib0051 article-title: Coupling in predator-prey dynamics: ratio-dependence publication-title: J. Theor. Biol. doi: 10.1016/S0022-5193(89)80211-5 – volume: 28 start-page: 111 year: 2011 ident: 10.1016/j.jfranklin.2023.05.034_bib0048 article-title: Spatial pattern formation in ratio-dependent model: higher-order stability analysis publication-title: Math. Med. Biol. doi: 10.1093/imammb/dqq024 – volume: 289 start-page: 69 year: 2017 ident: 10.1016/j.jfranklin.2023.05.034_bib0047 article-title: Quantifying the role of immunotherapeutic drug t11 target structure in progression of malignant gliomas: mathematical modeling and dynamical perspective publication-title: Math. Biosci. doi: 10.1016/j.mbs.2017.04.006 – volume: 259 start-page: 659 year: 1976 ident: 10.1016/j.jfranklin.2023.05.034_bib0033 article-title: Hypothesis for origin of planktonic patchiness publication-title: Nature doi: 10.1038/259659a0 – volume: 284 start-page: 20170878 year: 2017 ident: 10.1016/j.jfranklin.2023.05.034_bib0007 article-title: Fear creates an allee effect: experimental evidence from seasonal populations publication-title: Proc. R. Soc. Lond. – volume: 237 start-page: 37 year: 1952 ident: 10.1016/j.jfranklin.2023.05.034_bib0021 article-title: The chemical basis of morphogenesis publication-title: Philos. Trans. R. Soc. Lond. B. doi: 10.1098/rstb.1952.0012 – volume: 29 start-page: 49 year: 1999 ident: 10.1016/j.jfranklin.2023.05.034_bib0037 article-title: A minimal model of pattern formation in a prey-predator system publication-title: Math. Comput. Model. doi: 10.1016/S0895-7177(99)00070-9 – volume: 26 start-page: 3143 issue: 6 year: 2021 ident: 10.1016/j.jfranklin.2023.05.034_bib0019 article-title: A mathematical model to restore water quality in urban lakes using phoslock publication-title: Disc. Cont. Dyn. Syst. Ser. B. – volume: 1 start-page: 111 year: 2004 ident: 10.1016/j.jfranklin.2023.05.034_bib0034 article-title: Turing instabilities and pattern formation in a benthic nutrient-microorganism system publication-title: Math. Biosci. Eng. doi: 10.3934/mbe.2004.1.111 – volume: 44 start-page: 311 year: 2002 ident: 10.1016/j.jfranklin.2023.05.034_bib0026 article-title: Spatiotemporal complexity of plankton and fish dynamics publication-title: SIAM Rev. doi: 10.1137/S0036144502404442 – year: 1976 ident: 10.1016/j.jfranklin.2023.05.034_bib0044  | 
    
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