Abstract
Mathematical models and numerical simulations have been prominently successful in providing insight for the exploration of evolution mechanism in scientific engineering. In this paper, a linearized fourth-order compact alternating direction implicit (ADI) method is developed to numerically solve a mathematical model, which includes phytoplankton–zooplankton interactions arising in marine ecosystem. The solvability, convergence and stability of the proposed method are discussed as well. It is proven that the proposed method is fourth-order accurate in space and second-order accurate in time. Finally, we present several numerical simulations to confirm the theoretical results.
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Anderson DM, Kaoru Y, White AW (2000) Estimated annual economic impacts from harmful algal blooms (HABs) in the United States sea grant woods hole. NCCOS, Silver Spring
Aziz I, Amin R (2016) Numerical solution of a class of delay differential and delay partial differential equations via Haar wavelet. Appl Math Model 40:10286–10299
Behroozifar M, Yousefi SA (2013) Numerical solution of delay differential equations via operational matrices of hybrid of block-pulse functions and Bernstein polynomials. Comput Methods Differ Equ 1(2):78–95
Bellen A, Zennaro M (2003) Numerical methods for delay differential equations. Oxford University Press, Oxford
Bellen A, Guglielmi N, Ruehli AE (1999) Methods for linear systems of circuit delay differential equations of neutral type. IEEE T Circ I 46(1):212–215
Brunner H (2004) Collocation methods for Volterra integral and related functional differential equations. Cambridge University Press, Cambridge
Chattopadhyay J, Chatterjee S, Venturino E (2008) Patchy agglomeration as a transition from monospecies to recurrent plankton blooms. J Theoret Biol 253(253):289–295
Chen H, Zhang C (2012) Convergence and stability of extended block boundary value methods for Volterra delay integro-differential equations. Appl Numer Math 62(2):141–154
Deng D (2015) The study of a fourth-order multistep adi method applied to nonlinear delay reaction-diffusion equations. Appl Numer Math 96:118–133
Ghasemi M, Kajani MT (2011) Numerical solution of time-varying delay systems by Chebyshev wavelets. Appl Math Model 35(11):5235–5244
Gong C, Li D, Li L, Zhao D (2023) Crank–Nicolson compact difference schemes and their efficient implementations for a class of nonlocal nonlinear parabolic problems. Comput Math Appl 132:1–17
Hadeler KP, Ruan S (2007) Interaction of diffusion and delay. Discr Contin Dyn Syst Ser B 8(1):95–105
Hallegraeff GM (1993) A review of harmful algal blooms and their apparent global increase. Phycologia 32:79–99
Hixon R, Turkel E (2000) Compact implicit Maccormack-type schemes with high accuracy. J Comput Phys 158(1):51–70
Jackiewicz Z, Zubik-Kowal B (2006) Spectral collocation and waveform relaxation methods for nonlinear delay partial differential equations. Appl Numer Math 56:433–443
Kuang Y (1993) Delay differential equations with applications in population dynamics. Academic Press, London
Li D, Zhang C (2010a) Nonlinear stability of discontinuous Galerkin methods for delay differential equations. Appl Math Lett 23(4):457–461
Li D, Zhang C (2010b) Split Newton iterative algorithm and its application. Appl Math Comput 217:2260–2265
Li D, Zhang C (2014) \(l^{\infty } \) error estimates of discontinuous Galerkin methods for delay differential equations. Appl Numer Math 82:1–10
Li D, Zhang C, Wang W (2012) Long time behavior of non-fickian delay reaction-diffusion equations. Nonlinear Anal Real World Appl 13(3):1401–1415
Liang H (2015) Convergence and asymptotic stability of Galerkin methods for linear parabolic equations with delay. Appl Math Comput 15:160–178
Liao H, Sun ZZ (2010) Maximum norm error bounds of adi and compact adi methods for solving parabolic equations. Numer Methods Partial Differ Equ 26(1):37–60
Liu Y, Wei J (2020) Dynamical analysis in a diffusive predator-prey system with a delay and strong allee effect. Math Methods Appl Sci 43:1590–1607
Li D, Zhang C (2011)Superconvergence of a discontinuous Galerkin method for first-order linear delay differential equations. J Comput Math 574–588
Navon IM, Riphagen HA (1979) An implicit compact fourth-order algorithm for solving the shallow-water equations in conservation-law form. Mon Weather Rev 107(9):1107–1127
Qin H, Wu F, Ding D (2022) A linearized compact adi numerical method for the two-dimensional nonlinear delayed schrödinger equation. Appl Math Comput 412:126580
Ran M, He Y (2018) Linearized Crank–Nicolson method for solving the nonlinear fractional diffusion equation with multi-delay. Int J Comput Math 95(12):2458–2470
Samarskii A, Andreev V (1976) Difference methods for elliptic equations. Nauka, Moscow
Shang J (1999) High-order compact-difference schemes for time-dependent Maxwell equations. J Comput Phys 153(2):312–333
Sun ZZ (2012) Numerical methods of partial differential equations, 2nd edn. Science Press, Beijing
Sun ZZ, Zhang Z (2013) A linearized compact difference scheme for a class of nonlinear delay partial differential equations. Appl Math Model 37(3):742–752
Tan Z, Ran M (2023) Linearized compact difference methods for solving nonlinear Sobolev equations with distributed delay. Numer Methods Partial Differ Equ 39:2141–216
Turner JT, Tester PA (1997) Toxic marine phytoplankton, zooplankton grazers, and pelagic food webs. Limnol Oceanogr 42(5):1203–1214
Wei X, Wei J (2018) The effect of delayed feedback on the dynamics of an autocatalysis reaction-diffusion system. Nonlinear Anal Model Control 23(5):749–770
Wu F, Cheng X, Li D, Duan J (2018) A two-level linearized compact adi scheme for two-dimensional nonlinear reaction-diffusion equations. Comput Math Appl 75(8):2835–2850
Xiao A, Zhang G, Zhou J (2016) Implicit-explicit time discretization coupled with finite element methods for delayed predator-prey competition reaction-diffusion system. Comput Math Appl 71(10):2106–2123
Yang R, Liu M, Zhang C (2017) A diffusive toxin producing phytoplankton model with maturation delay and three-dimensional patch. Comput Math Appl 73:824–837
Zhang C, Tan Z (2020) Linearized compact difference methods combined with Richardson extrapolation for nonlinear delay Sobolev equations. Commun Nonlinear Sci Numer Simul 91:105461
Zhang R, Liang H, Brunner H (2016) Analysis of collocation methods for generalized auto-convolution Volterra integral equations. SIAM J Numer Anal 54(2):899–920
Zhang Q, Mei M, Zhang C (2017) Higher-order linearized multistep finite difference methods for non-fickian delay reaction-diffusion equations. Int J Numer Anal Model 14:1–19
Zhao J, Wei J (2015) Dynamics in a diffusive plankton system with delay and toxic substances effect. Nonlinear Anal Real World Appl 22:66–83
Zhao Q, Liu S, Niu X (2019) Dynamic behavior analysis of a diffusive plankton model with defensive and offensive effects. Chaos Solitons Fractals 129:94–102
Acknowledgements
This research was supported by the National Natural Science Foundation of China (No. 12001067), the Macao Young Scholars Program (AM2020016), and the University of Macau (MYRG2019-00009-FST).
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Yuan, G., Ding, D., Lu, W. et al. A linearized fourth-order compact ADI method for phytoplankton–zooplankton model arising in marine ecosystem. Comp. Appl. Math. 43, 63 (2024). https://doi.org/10.1007/s40314-023-02570-w
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DOI: https://doi.org/10.1007/s40314-023-02570-w