Abstract
In this paper, we propose an efficient Newton linearized numerical method for the nonlinear time-fractional parabolic equations with distributed delay based on the Galerkin finite element method in space and the nonuniform L1 scheme in time. The term of distributed delay is approximated by using the compound trapezoidal formula. For the constructed numerical scheme, we mainly focus on the unconditional convergence and superconvergence without any time–space ratio restrictions, the key of which is the use of fractional discrete Grönwall inequality and time–space error splitting technique. Numerical tests for several biological models, including the fractional single-species population model with distributed delay, the fractional diffusive Nicholson’s blowflies equation with distributed delay, and the fractional diffusive Mackey-Glass equation with distributed delay, are conducted to confirm the theoretical results. Finally, combined with the nonunifom Alikhanov scheme in time and the FEM in space, we extend a higher-order Newton linearized numerical scheme for the nonlinear time-fractional parabolic equations with distributed delay and give some numerical tests for some biological models.
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Smith, H., Zhao, X.: Global asymptotic stability of traveling waves in delayed reaction-diffusion equations. SIAM J. Math. Anal. 31(3), 514–534 (2006)
Alvarez-Vázquez, L., Fernández, F., Muñoz-Sola, R.: Analysis of a multistate control problem related to food technology. J. Differ. Eqns. 245(1), 130–153 (2008)
Rezounenko, A., Wu, J.: A non-local PDE model for population dynamics with state-selective delay: Local theory and global attractors. J. Comput. Appl. Math. 190, 99–113 (2006)
Aguerrea, M., Trofimchuk, S., Valenzuela, G.: Uniqueness of fast travelling fronts in reaction-diffusion equations with delay. Proc. R. Soc. A Math. Phys. 464, 2591–2608 (2008)
Li, D., Sun, W., Wu, C.: A novel numerical approach to time-fractional parabolic equations with nonsmooth solutions. Numer. Math. Theor. Methods Appl. 14, 355–376 (2021)
Li, L., Zhou, B., Chen, X., Wang, Z.: Convergence and stability of compact finite difference method for nonlinear time fractional reaction-diffusion equations with delay. Appl. Math. Comput. 337, 144–152 (2018)
Hao, Z., Fan, K., Cao, W., Sun, Z.: A finite difference scheme for semilinear space-fractional diffusion equations with time delay. Appl. Math. Comput. 275, 238–254 (2016)
Abbaszadeh, M., Dehghan, M., Zaky, M., Hendy, A.: Interpolating stabilized element free Galerkin method for neutral delay fractional damped diffusion-wave equation. J. Funct. Spaces, vol. 2021, Article ID 6665420, 11 pp , 2021 (2021)
Zayernouri, M., Cao, W., Zhang, Z., Karniadakis, G.: Spectral and discontinuous spectral element methods for fractional delay equations. SIAM J. Sci. Comput. 36(6), B904–B929 (2014)
Dehghan, M., Abbaszadeh, M.: A Legendre spectral element method (SEM) based on the modified bases for solving neutral delay distributed-order fractional damped diffusion-wave equation. Math. Methods Appl. Sci. 41, 3476–3494 (2018)
Khader, M.: The use of generalized Laguerre polynomials in spectral methods for fractional order delay differential equations. J. Comput. Nonlinear Dyn. 8(041018), 1–5 (2013)
Li, L., She, M., Niu, Y.: Fractional Crank-Nicolson Galerkin finite element methods for nonlinear time fractional parabolic problems with time delay. J. Funct. Spaces, vol. 2021, Article ID 9981211, 10 pp, 2021 (2021)
Zhang, C., Vandewalle, S.: Stability analysis of Runge-Kutta methods for nonlinear Volterra delay-integro-differential equations. IMA J. Numer. Anal. 24, 193–214 (2004)
Zhang, C., Vandewalle, S.: General linear methods for Volterra integro-differential equations with memory. SIAM J. Sci. Comput. 27(6), 2010–2031 (2006)
Huang, C., Vandewalle, S.: An analysis of delay-dependent stability for ordinary and partial differential equations with fixed and distributed delays. SIAM J. Sci. Comput. 25, 1608–1632 (2004)
Zubik-Kowal, B.: Stability in the numerical solution of linear parabolic equations with a delay term. BIT 41, 191–206 (2001)
He, Z., Wu, F., Qin, H.: An effective numerical algorithm based on stable recovery for partial differential equations with distributed delay. IEEE Access 6(1), 72117–72124 (2018)
Zhang, G., Xiao, A.: Exact and numerical stability analysis of reaction-diffusion equations with distributed delays. Front. Math. 11(1), 189–205 (2016)
Li, D., Zhang, C.: Superconvergence of a discontinuous Galerkin method for first-order linear delay differential equations. J. Comput. Math. 29(5), 574–588 (2011)
Li, D., Zhang, C., Qin, H.: LDG method for reaction-diffusion dynamical systems with time delay. Appl. Math. Comput. 217, 9173–9181 (2011)
Zhang, G., Xiao, A., Zhou, J.: Implicit-explicit multistep finite element methods for nonlinear convection-diffusion-reaction equations with time delay. J. Comput. Math. 95(12), 2496–2510 (2017)
Qin, H., Wu, F., Zhang, J., Mu, C.: A linearized compact ADI scheme for semilinear parabolic problems with distributed delay. J. Sci. Comput. 87(25), 1–19 (2021)
Deng, K., Xiong, Z., Huang, Y.: The Galerkin continuous finite element method for delay-differential equation with a variable term. Appl. Math. Comput. 186(2), 1488–1496 (2007)
Qin, H., Zhang, Q., Wan, S.: The continuous Galerkin Finite element methods for linear neutral delay differential equations. Appl. Math. Comput. 346, 76–85 (2019)
Han, H., Zhang, C.: Galerkin finite element methods solving 2D initial-boundary value problems of neutral delay-reaction-diffusion equations. Comput. Math. Appl. 92, 159–171 (2021)
Zhao, K.: Multiple positive solutions of integral BVPs for high-order nonlinear fractional differential equations with impulses and distributed delays. Dyn. Syst. 30(2), 208–223 (2015)
Alofi, A., Cao, J., Elaiw, A., Al-Mozrooei, A.: Delay-dependent stability criterion of Caputo fractional neural networks with distributed delay. Discrete Dyn. Nat. Soc. 529358 (2014)
Sun, Z., Wu, X.: A fully discrete difference scheme for a diffusion-wave system. Appl. Numer. Math. 56, 193–209 (2006)
Alikhanov, A.: A new difference scheme for the time fractional diffusion equation. J. Comput. Phys. 280, 424–438 (2015)
Li, M., Zhao, J., Huang, C., Chen, S.: Nonconforming virtual element method for the time fractional reaction-subdiffusion equation with non-smooth data. J. Sci. Comput. 81(3), 1823–1859 (2019)
Li, M., Zhao, J., Huang, C., Chen, S.: Conforming and nonconforming VEMs for the fourth-order reaction-subdiffusion equation: a unified framework. IMA J. Numer. Anal. (2021). https://doi.org/10.1093/imanum/drab030
Gao, G., Sun, Z., Zhang, H.: A new fractional differentiation formula to approximate the Caputo fractional derivative and its applications. J. Comput. Phys. 259, 33–50 (2014)
Alikhanov, A., Huang, C.: A high-order \(L2\) type difference scheme for the time-fractional diffusion equation. Appl. Math. Comput. 411(15), 126545 (2021)
Jin, B., Li, B., Zhou, Z.: Numerical analysis of nonlinear subdiffusion equations. SIAM J. Numer. Anal. 56, 1–23 (2018)
Stynes, M., Oriordan, E., Gracia, J.: Error analysis of a finite difference method on graded meshes for a time-fractional diffusion equation. SIAM J. Numer. Anal. 55, 1057–1079 (2017)
Li, D., Wang, J., Zhang, J.: Unconditionally convergent \(L1\)-Galerkin FEMs for nonlinear time-fractional Schröodinger equations. SIAM J. Sci. Comput. 39(6), A3067–A3088 (2017)
Li, D., Wu, C., Zhang, Z.: Linearized Galerkin FEMs for nonlinear time fractional parabolic problems with non-smooth solutions in time direction. J. Sci. Comput. 80, 403–419 (2019)
Chen, H., Wang, Y., Fu, H.: \(\alpha \)-robust \(H^1\)-norm error estimate of nonuniform Alikhanov scheme for fractional sub-diffusion equation. J. Appl. Math. Lett. 125, 107771 (2022)
Wei, Y., Lü, S., Chen, H., Zhao, Y., Wang, F.: Convergence analysis of the anisotropic FEM for 2D time fractional variable coefficient diffusion equations on graded meshes. Appl. Math. Lett. 111, 106604 (2021)
Li, M., Shi, D., Pei, L.: Convergence and superconvergence analysis of finite element methods for the time fractional diffusion equation. Appl. Numer. Math. 151, 141–160 (2020)
Huang, C., Stynes, M.: A sharp \(\alpha \)-robust \(L^{\infty }(H^1)\) error bound for a time-fractional Allen-Cahn problem discretised by the Alikhanov \(L2\)-\(1_{\sigma }\) scheme and a standard FEM. (2021)
Liao, H., Mclean, W., Zhang, J.: A discrete Grönwall inequality with application to numerical schemes for subdiffusion problems. SIAM J. Numer. Anal. 57(1), 218–237 (2019)
Liao, H., Li, D., Zhang, J.: Sharp error estimate of the nonuniform \(L1\) formula for linear reaction-subdiffusion equations. SIAM J. Numer. Anal. 56, 1112–1133 (2018)
H. Liao, W. Mclean, J. Zhang, A second-order scheme with nonuniform time steps for a linear reaction-sudiffusion problem. (2019). Preprint. arXiv:1803.09873v2
Bramble, H., James, E., Joseph, P., Steinbach, O.: On the stability of the \(L^2\) projection in \(H^1(\Omega )\). Math. Comput. 71(237), 147–156 (2002)
Thomée, Vidar: Galerkin finite element methods for parabolic problem. Springer, Berlin (2006)
Shi, D., Zhu, H.: The superconvergence analysis of an anisotropic finite element. J. Syst. Sci. Complex. 18(4), 478–487 (2005)
Ren, J., Liao, H., Zhang, J., Zhang, Z.: Sharp \(H^1\)-norm error estimates of two time-stepping schemes for reaction-subdiffusion problems. arXiv preprint, arXiv:1811.08059
Lin, Q., Lin, J.: Finite element methods: accuracy and improvement. Science Press, Beijing (2006)
Zhang, C., Vandewalle, S.: Stability analysis of Volterra delay-integro-differential equations and their backward differentiation time discretization. J. Comput. Appl. Math. 164, 797–814 (2004)
Shi, D., Mao, S., Chen, S.: An anisotropic nonconforming finite element with some superconvergence results. J. Comput. Math. 23, 261–274 (2005)
Zhang, H., Yang, X.: Superconvergence analysis of nonconforming finite element method for time-fractional nonlinear parabolic equations on anisotropic meshes. Comput. Math. Appl. 77, 2707–2724 (2019)
Zhang, Y., Sun, Z., Liao, H.: Finite difference methods for the time fractional diffusion equation on non-uniform meshes. J. Comput. Phys. 265, 195–210 (2014)
Li, M., Huang, C., Jiang, F.: Galerkin finite element method for higher dimensional multi-term fractional diffusion equation on non-uniform meshes. Appl. Anal. 96(8), 1269–1284 (2017)
Tan, T., Bu, W.P., Xiao, A.G.: L1 method on nonuniform meshes for linear time-fractional diffusion equations with constant time delay. J. Sci. Comput. 92(3), 1–26 (2022)
Funding
The work is supported by the China Postdoctoral Science Foundation (2023T160589), National Natural Science Foundation of China (Nos. 11801527, 11971416), Natural Science Foundation of Henan Province (222300420256), Training Plan of Young Backbone Teachers in Colleges of Henan Province (No. 2020GGJS230), Henan University Science and Technology Innovation Talent support program (19HASTIT025).
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All authors contributed to the study conception and design. Material preparation, data collection, and analysis were performed by Shanshan Peng, Meng Li, Yanmin Zhao, Fawang Liu, and Fangfang Cao. The first draft of the manuscript was written by Shanshan Peng, Meng Li, and Yanmin Zhao, and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.
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Peng, S., Li, M., Zhao, Y. et al. Unconditionally convergent and superconvergent finite element method for nonlinear time-fractional parabolic equations with distributed delay. Numer Algor 95, 1643–1714 (2024). https://doi.org/10.1007/s11075-023-01624-8
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DOI: https://doi.org/10.1007/s11075-023-01624-8