The focus of this study was to investigate a discrete-time stochastic predator-prey model. This model included environmental noise, temporal delay, and a nonlinear Ivlev-type functional response. First of all, we proved boundedness, positivity, first, and second moment boundedness, characteristic equation, and Jury conditions. Further, using the characteristic equation and Jury conditions, we determined equilibrium, exponential mean-square stability, and local stability which prevented the system from becoming unstable as a result of random shocks. Additionally, we studied fractional memory effects on the system and demonstrated how the delay parameter exhibited Neimark–Sacker (discrete Hopf) bifurcation. The graphical analysis and the numerical simulations validated the theoretical results.
Citation: Fairouz Tchier, Shahid Khan, Jongsuk Ro, Maslina Darus. Dynamical analysis of multiplicative environmental noise in a stochastic discrete-time fractional-order delayed predator-prey model[J]. AIMS Mathematics, 2026, 11(7): 20577-20605. doi: 10.3934/math.2026837
The focus of this study was to investigate a discrete-time stochastic predator-prey model. This model included environmental noise, temporal delay, and a nonlinear Ivlev-type functional response. First of all, we proved boundedness, positivity, first, and second moment boundedness, characteristic equation, and Jury conditions. Further, using the characteristic equation and Jury conditions, we determined equilibrium, exponential mean-square stability, and local stability which prevented the system from becoming unstable as a result of random shocks. Additionally, we studied fractional memory effects on the system and demonstrated how the delay parameter exhibited Neimark–Sacker (discrete Hopf) bifurcation. The graphical analysis and the numerical simulations validated the theoretical results.
| [1] | A. J. Lotka, Elements of physical biology, Williams & Wilkins, Baltimore, 1925. |
| [2] | V. Volterra, Variazioni e fluttuazioni del numero d'individui in specie animali conviventi, Società anonima tipografica "Leonardo da Vinci", 1926. |
| [3] |
A. A. Berryman, The origins and evolution of predator–prey theory, Ecology, 73 (1992), 1530–1535. https://doi.org/10.2307/1940005 doi: 10.2307/1940005
|
| [4] |
H. Singh, J. Dhar, H. S. Bhatti, Discrete-time bifurcation behavior of a prey–predator system with generalized predator, Adv. Differ. Equations, 2015 (2015), 206. https://doi.org/10.1186/s13662-015-0546-z doi: 10.1186/s13662-015-0546-z
|
| [5] |
U. Ghosh, S. Sarkar, P. Chakraborty, Stability and bifurcation analysis of a discrete prey–predator model with mate-finding Allee effect, Holling type-Ⅰ response and predator harvesting, Braz. J. Phys., 52 (2022), 190. https://doi.org/10.1007/s13538-022-01189-2 doi: 10.1007/s13538-022-01189-2
|
| [6] |
V. S. Sharma, A. Singh, P. Malik, Bifurcation patterns in a discrete predator–prey model with ratio-dependent response and prey harvesting, Qual. Theor. Dyn. Syst., 23 (2024), 74. https://doi.org/10.1007/s12346-023-00929-2 doi: 10.1007/s12346-023-00929-2
|
| [7] |
Y. A. Kuznetsov, H. G. Meijer, Numerical normal forms for codimension-2 bifurcations of fixed points with two critical eigenvalues, SIAM J. Sci. Comput., 29 (2005), 1932–1954. https://doi.org/10.1137/030601508 doi: 10.1137/030601508
|
| [8] | Y. A. Kuznetsov, H. G. Meijer, Numerical bifurcation analysis of maps, Cambridge University Press, Cambridge, 2019. |
| [9] |
C. S. Holling, The functional response of predators to prey density and its role in mimicry and regulation, Memoirs Entomol. Soc. Canada, 97 (1965), 5–60. https://doi.org/10.4039/entm9745fv doi: 10.4039/entm9745fv
|
| [10] |
J. F. Andrews, A mathematical model for continuous culture of microorganisms using inhibitory substrates, Biotechnol. Bioeng., 10 (1968), 707–723. https://doi.org/10.1002/bit.260100602 doi: 10.1002/bit.260100602
|
| [11] |
W. Sokol, J. A. Howell, Kinetics of phenol oxidation by washed cells, Biotechnol. Bioeng., 23 (1981), 2039–2049. https://doi.org/10.1002/bit.260230909 doi: 10.1002/bit.260230909
|
| [12] | V. S. Ivlev, Experimental ecology of the feeding of fishes, 1961. |
| [13] |
K. S. Cheng, S. B. Hsu, S. S. Lin, Global stability results for a predator–prey system, J. Math. Biol., 12 (1982), 115–126. https://doi.org/10.1007/BF00275207 doi: 10.1007/BF00275207
|
| [14] |
R. E. Kooij, A. Zegeling, A predator–prey model with Ivlev's functional response, J. Math. Anal. Appl., 198 (1996), 473–489. https://doi.org/10.1006/jmaa.1996.0093 doi: 10.1006/jmaa.1996.0093
|
| [15] | P. A. Naik, R. Ahmed, A. Faizan, Bifurcation results for a Ricker-type discrete predator–prey system with a weak Allee effect, Qual. Theor. Dynam. Syst., 23 (2024), 260. |
| [16] | I. G. Pearce, M. A. Chaplain, P. G. Schofield, A. R. Anderson, S. F. Hubbard, Spatiotemporal dynamics of multi-species host–parasitoid systems, J. Theor. Biol. 241 (2006), 876–886. https://doi.org/10.1016/j.jtbi.2006.01.026 |
| [17] |
K. F. Preedy, P. G. Schofield, M. A. Chaplain, S. F. Hubbard, Disease-induced dynamics in host–parasitoid systems: Chaos and coexistence, J. Roy. Soc. Interface, 4 (2007), 463–471. https://doi.org/10.1098/rsif.2006.0184 doi: 10.1098/rsif.2006.0184
|
| [18] |
Z. Jing, J. Yang, Bifurcation and chaos in a discrete predator–prey system, Chaos Soliton. Fract., 27 (2006), 259–277. https://doi.org/10.1016/j.chaos.2005.03.040 doi: 10.1016/j.chaos.2005.03.040
|
| [19] |
F. Courchamp, T. Clutton-Brock, B. Grenfell, Inverse density dependence and the Allee effect, Trends Ecol. Evol., 14 (1999), 405–410. https://doi.org/10.1016/S0169-5347(99)01683-3 doi: 10.1016/S0169-5347(99)01683-3
|
| [20] |
P. A. Stephens, W. J. Sutherland, Consequences of the Allee effect for behavioural ecology and conservation, Trends Ecol. Evol., 14 (1999), 401–405. https://doi.org/10.1016/S0169-5347(99)01684-5 doi: 10.1016/S0169-5347(99)01684-5
|
| [21] | A. Ditta, P. A. Naik, R. Ahmed, Z. Huang, Periodicity and dynamical analysis in a harvested discrete commensalism system, Int. J. Dynam. Control, 13 (2025), 63. |
| [22] | M. A. McCarthy, The Allee effect, mate finding, and theoretical models, Ecol. Model., 103 (1997), 99–102. https://doi.org/10.1016/S0304-3800(97)00104-X |
| [23] |
B. Dennis, Allee effects: Population growth, critical density, and extinction risk, Nat. Resour. Model., 3 (1989), 481–538. https://doi.org/10.1111/j.1939-7445.1989.tb00119.x doi: 10.1111/j.1939-7445.1989.tb00119.x
|
| [24] |
A. Kent, C. P. Doncaster, T. Sluckin, Predators under rescue and Allee effects on prey, Ecol. Model., 162 (2003), 233–245. https://doi.org/10.1016/S0304-3800(02)00343-5 doi: 10.1016/S0304-3800(02)00343-5
|
| [25] |
Y. Chatibi, E. H. El Kinani, A. Ouhadan, Variational calculus involving a nonlocal fractional derivative with a Mittag–Leffler kernel, Chaos Soliton. Fract., 118 (2019), 117–121. https://doi.org/10.1016/j.chaos.2018.11.017 doi: 10.1016/j.chaos.2018.11.017
|
| [26] |
Y. Fan, X. Huang, Z. Wang, Y. Li, Nonlinear dynamics and chaotic behavior in a simplified memristor-based fractional-order neural network with discontinuous memductance, Nonlinear Dynam., 93 (2018), 611–627. https://doi.org/10.1007/s11071-018-4213-2 doi: 10.1007/s11071-018-4213-2
|
| [27] |
K. M. Mutakabbir, U. M. Jasim, D. Fahim, S. Islam, R. S. M. Sohel, K. A. Qadeer, et al., Complex dynamics of a discrete prey–predator model on a complex network with stochasticity and a ratio-dependent Ivlev response, Chaos, 35 (2025), 033106. https://doi.org/10.1142/S0218127425400012 doi: 10.1142/S0218127425400012
|
| [28] |
H. A. A. El-Saka, Backward bifurcations in fractional-order vaccination systems, J. Egypt. Math. Soc., 23 (2015), 49–55. https://doi.org/10.1016/j.joems.2014.02.012 doi: 10.1016/j.joems.2014.02.012
|
| [29] |
M. Javidi, N. Nyamoradi, Dynamic analysis of a fractional-order predator–prey interaction with harvesting, Appl. Math. Model., 37 (2013), 8946–8956. https://doi.org/10.1016/j.apm.2013.04.024 doi: 10.1016/j.apm.2013.04.024
|
| [30] |
Z. Cui, Z. Yang, Homotopy perturbation approach for fractional Lotka–Volterra models with variable coefficients, J. Mod. Meth. Numer. Math., 5 (2014), 1–9. https://doi.org/10.20454/jmmnm.2014.767 doi: 10.20454/jmmnm.2014.767
|
| [31] |
P. A. Naik, Z. Eskandari, M. Yavuz, Z. Huang, Bifurcation and chaotic regimes in a discrete predator–prey model with a Holling-type predation response, Discrete Cont. Dynam. Syst.-Ser. S, 18 (2025), 1212–1229. https://doi.org/10.3934/dcdss.2024045 doi: 10.3934/dcdss.2024045
|
| [32] | M. J. Uddin, C. N. Podder, Fractional-order predator–prey dynamics with prey immigration: Complexity and control, Int. J. Biomath., 17 (2024), 2350051. |
| [33] | B. G. Pachpatte, Inequalities for finite difference equations, CRC Press, 2001. |
| [34] | S. Elaydi, An introduction to difference equations, 3 Eds., Springer, 2005. |
| [35] | M. R. S. Kulenović, G. Ladas, Dynamics of second order rational difference equations, Springer, 2002. |
| [36] | P. E. Kloeden, E. Platen, Stochastic differential equations, Springer Verlag, Berlin–Heidelberg, 1992. |
| [37] | X. Mao, Stochastic differential equations and applications, 2 Eds., Horwood Publishing, 2007. |
| [38] |
D. J. Higham, Mean-square stability of numerical methods for stochastic differential equations, SIAM J. Numer. Anal., 38 (2001), 753–769. https://doi.org/10.1137/S003614299834736X doi: 10.1137/S003614299834736X
|
| [39] | Y. A. Kuznetsov, Elements of applied bifurcation theory, Springer Verlag, Berlin–Heidelberg, 2013. |
| [40] |
P. A. Naik, Y. Javaid, R. Ahmed, Z. Eskandari, A. H. Ganie, Stability and bifurcation in a population model with an Allee effect via piecewise constant argument, J. Appl. Math. Comput., 70 (2024), 4189–4218. https://doi.org/10.1007/s12190-024-02119-y doi: 10.1007/s12190-024-02119-y
|
| [41] | C. Goodrich, A. Peterson, Discrete fractional calculus, Springer, Cham, Switzerland, 2015. |