This paper proposes a numerical method with uniform temporal accuracy for solving an optimal control problem (OCP) governed by time-fractional fourth-order partial differential equations. The approach combines a high-order finite difference scheme in time and a Legendre-Galerkin spectral method in space to provide an efficient and accurate framework for the discretization and solution of the given OCP. The first-order optimal condition theorem is derived by using calculus variations. A fully discrete scheme for OCP is established by combining the first-order optimality conditions, spatial spectral discretization, and L2 numerical scheme of time-fractional derivatives, which achieves a uniform temporal convergence order $ (3-\theta) $ for time-fractional derivatives order of $ 0 < \theta < 1 $ by using block-by-block techniques to achieve high-precision time convergence order only for the first two time layers. The error estimation for the OCP is rigorously completed by using first-order optimal condition and three proposed auxiliary equations with uniform accuracy $ (3-\theta) $-order in time and spatial spectral accuracy. The stability analysis for the full discrete is also provided rigorously. The numerical results confirm the error estimation theory of the presented fully discrete scheme.
Citation: Guiying Jiang, Ziqiang Wang, Junying Cao. Error estimation of the finite difference and Galerkin spectral for the optimal control problem of time-fractional fourth-order partial differential equations[J]. AIMS Mathematics, 2026, 11(9): 30714-30758. doi: 10.3934/math.20261217
This paper proposes a numerical method with uniform temporal accuracy for solving an optimal control problem (OCP) governed by time-fractional fourth-order partial differential equations. The approach combines a high-order finite difference scheme in time and a Legendre-Galerkin spectral method in space to provide an efficient and accurate framework for the discretization and solution of the given OCP. The first-order optimal condition theorem is derived by using calculus variations. A fully discrete scheme for OCP is established by combining the first-order optimality conditions, spatial spectral discretization, and L2 numerical scheme of time-fractional derivatives, which achieves a uniform temporal convergence order $ (3-\theta) $ for time-fractional derivatives order of $ 0 < \theta < 1 $ by using block-by-block techniques to achieve high-precision time convergence order only for the first two time layers. The error estimation for the OCP is rigorously completed by using first-order optimal condition and three proposed auxiliary equations with uniform accuracy $ (3-\theta) $-order in time and spatial spectral accuracy. The stability analysis for the full discrete is also provided rigorously. The numerical results confirm the error estimation theory of the presented fully discrete scheme.
| [1] |
C. Wang, J. Wang, S. Zhang, Weak Galerkin finite element methods for optimal control problems governed by second order elliptic equations, J. Comput. Appl. Math., 452 (2024), 115982. https://doi.org/10.1016/j.cam.2024.115982 doi: 10.1016/j.cam.2024.115982
|
| [2] |
A. Allendes, F. Fuica, E. Otarola, Error estimates for a pointwise tracking optimal control problem of a semilinear elliptic equation, SIAM J. Control Optim., 60 (2022), 1763–1790. https://doi.org/10.1137/20m1364151 doi: 10.1137/20m1364151
|
| [3] |
E. Casas, F. Tröltzsch, Second-order and stability analysis for state-constrained elliptic optimal control problems with sparse controls, SIAM J. Control Optim., 52 (2014), 1010–1033. https://doi.org/10.1137/130917314 doi: 10.1137/130917314
|
| [4] |
F. Dekhkonov, Time-optimal control of thin-film growth under a time-fractional fourth-order parabolic equation with Caputo derivative, Comput. Math. Model., 37 (2026), 286–302. https://doi.org/10.1007/s10598-026-09683-x doi: 10.1007/s10598-026-09683-x
|
| [5] |
M. J. Huntul, M. Abbas, An inverse problem of fourth-order partial differential equation with nonlocal integral condition, Adv. Cont. Discr. Mod., 2022 (2022), 55. https://doi.org/10.1186/s13662-022-03727-3 doi: 10.1186/s13662-022-03727-3
|
| [6] |
H. Mohammadi-Firouzjaei, H. Adibi, M. Dehghan, Computational study based on the Laplace transform and local discontinuous Galerkin methods for solving fourth-order time-fractional partial integro-differential equations with weakly singular kernels, Comp. Appl. Math., 43 (2024), 324. https://doi.org/10.1007/s40314-024-02813-4 doi: 10.1007/s40314-024-02813-4
|
| [7] |
D. Kaur, R. K. Mohanty, High-order half-step compact numerical approximation for fourth-order parabolic PDEs, Numer. Algor., 95 (2024), 1127–1153. https://doi.org/10.1007/s11075-023-01602-0 doi: 10.1007/s11075-023-01602-0
|
| [8] |
Z. Tao, B. Sun, Galerkin spectral method for a fourth-order optimal control problem with H1-norm state constraint, Comput. Math. Appl., 97 (2021), 1–17. https://doi.org/10.1016/j.camwa.2021.05.023 doi: 10.1016/j.camwa.2021.05.023
|
| [9] |
M. Khasi, A computational approach based on the Legendre-Galerkin method for solving a distributed optimal control problem constrained by the biharmonic equation, Numer. Algor., 98 (2025), 1231–1259. https://doi.org/10.1007/s11075-024-01832-w doi: 10.1007/s11075-024-01832-w
|
| [10] |
R. Li, G. Zhang, Z. Liang, Fast solver of optimal control problems constrained by Ohta-Kawasaki equations, Numer. Algor., 85 (2020), 787–809. https://doi.org/10.1007/s11075-019-00837-0 doi: 10.1007/s11075-019-00837-0
|
| [11] |
S. Frei, R. Rannacher, W. Wollner, A priori error estimates for the finite element discretization of optimal distributed control problems governed by the biharmonic operator, Calcolo, 50 (2013), 165–193. https://doi.org/10.1007/s10092-012-0063-3 doi: 10.1007/s10092-012-0063-3
|
| [12] |
L. Boudjaj, A. Naji, F. Ghafrani, Solving biharmonic equation as an optimal control problem using localized radial basis functions collocation method, Eng. Anal. Bound. Elem., 107 (2019), 208–217. https://doi.org/10.1016/j.enganabound.2019.07.007 doi: 10.1016/j.enganabound.2019.07.007
|
| [13] |
T. Gudi, N. Nataraj, K. Porwal, An interior penalty method for distributed optimal control problems governed by the biharmonic operator, Comput. Math. Appl., 68 (2014), 2205–2221. https://doi.org/10.1016/j.camwa.2014.08.012 doi: 10.1016/j.camwa.2014.08.012
|
| [14] |
X. Lin, Y. Chen, Y. Huang, Spectral approximation for optimal control problems governed by first biharmonic equation, Numer. Meth. Part. D. E., 39 (2023), 2808–2822. https://doi.org/10.1002/num.22988 doi: 10.1002/num.22988
|
| [15] |
D. Luo, T. O'Leary-Roseberry, P. Chen, O. Ghattas, Efficient PDE-constrained optimization under high-dimensional uncertainty using derivative-informed neural operators, SIAM J. Sci. Comput., 47 (2025), C899–C931. https://doi.org/10.1137/23m157956x doi: 10.1137/23m157956x
|
| [16] |
X. Zhang, H. Li, C. Liu, Optimal control problem for the Cahn-Hilliard/Allen-Cahn equation with state constraint, Appl. Math. Optim., 82 (2020), 721–754. https://doi.org/10.1007/s00245-018-9546-1 doi: 10.1007/s00245-018-9546-1
|
| [17] |
D. Garg, K. Porwal, Discontinuous Galerkin method for Dirichlet boundary control problem governed by biharmonic operator, J. Sci. Comput., 103 (2025), 23. https://doi.org/10.1007/s10915-025-02841-0 doi: 10.1007/s10915-025-02841-0
|
| [18] |
M. Fei, C. Huang, Galerkin-Legendre spectral method for the distributed-order time fractional fourth-order partial differential equation, Int. J. Comput. Math., 97 (2020), 1183–1196. https://doi.org/10.1080/00207160.2019.1608968 doi: 10.1080/00207160.2019.1608968
|
| [19] |
C. Lv, C. Xu, Error analysis of a high order method for time-fractional diffusion equations, SIAM J. Sci. Comput., 38 (2016), A2699–A2724. https://doi.org/10.1137/15m102664x doi: 10.1137/15m102664x
|
| [20] |
Y. Wang, S. Yi, A compact difference-Galerkin spectral method of the fourth-order equation with a time-fractional derivative, Fractal Fract., 9 (2025), 155. https://doi.org/10.3390/fractalfract9030155 doi: 10.3390/fractalfract9030155
|
| [21] |
F. Fakhar-Izadi, Fully petrov-Galerkin spectral method for the distributed-order time-fractional fourth-order partial differential equation, Eng. Comput., 37 (2021), 2707–2716. https://doi.org/10.1007/s00366-020-00968-2 doi: 10.1007/s00366-020-00968-2
|
| [22] |
Y. Chen, X. Lin, Y. Huang, Error analysis of spectral approximation for space-time fractional optimal control problems with control and state constraints, J. Comput. Appl. Math., 413 (2022), 114293. https://doi.org/10.1016/j.cam.2022.114293 doi: 10.1016/j.cam.2022.114293
|
| [23] |
X. Lin, Y. Chen, Y. Huang, Galerkin spectral approximation of optimal control problems with L2-norm control constraint, Appl. Numer. Math., 150 (2020), 418–432. https://doi.org/10.1016/j.apnum.2019.10.014 doi: 10.1016/j.apnum.2019.10.014
|
| [24] |
S. Liu, V. Simoncini, Multigrid preconditioning for discontinuous Galerkin discretizations of an elliptic optimal control problem with a convection-dominated state equation, J. Sci. Comput., 101 (2024), 79. https://doi.org/10.1007/s10915-024-02717-9 doi: 10.1007/s10915-024-02717-9
|
| [25] |
Y. Chen, F. Huang, Galerkin spectral approximation of elliptic optimal control problems with $H^1$-norm state constraint, J. Sci. Comput., 67 (2016), 65–83. https://doi.org/10.1007/s10915-015-0071-y doi: 10.1007/s10915-015-0071-y
|
| [26] |
Y. Chen, N. Yi, W. Liu, A Legendre-Galerkin spectral method for optimal control problems governed by elliptic equations, SIAM J. Numer. Anal., 46 (2008), 2254–2275. https://doi.org/10.1137/070679703 doi: 10.1137/070679703
|
| [27] |
S. Li, W. Cao, Spectral Galerkin method for optimal control of stochastic fractional Laplacian equations with white noise on a disk, SIAM J. Control Optim., 63 (2025), 1852–1877. https://doi.org/10.1137/24m1688771 doi: 10.1137/24m1688771
|
| [28] |
Z. Tao, B. Sun, H. Niu, Galerkin spectral approximation for optimal control problem of a fourth-order equation with $L^2$-norm control constraint, Int. J. Comput. Math., 99 (2022), 1344–1366. https://doi.org/10.1080/00207160.2021.1971204 doi: 10.1080/00207160.2021.1971204
|
| [29] |
T. Wang, Z. Zhou, Adaptive finite element approximation of semilinear fractional optimal control problem, J. Sci. Comput., 107 (2026), 48. https://doi.org/10.1007/s10915-026-03263-2 doi: 10.1007/s10915-026-03263-2
|
| [30] |
J. Zhou, J. Zhang, X. Xing, Galerkin spectral approximations for optimal control problems governed by the fourth order equation with an integral constraint on state, Comput. Math. Appl., 72 (2016), 2549–2561. https://doi.org/10.1016/j.camwa.2016.08.009 doi: 10.1016/j.camwa.2016.08.009
|
| [31] |
X. Li, C. Xu, A space-time spectral method for the time fractional diffusion equation, SIAM J. Numer. Anal., 47 (2009), 2108–2131. https://doi.org/10.1137/080718942 doi: 10.1137/080718942
|
| [32] |
H. Jian, J. Cao, Z. Wang, An improved finite difference and Galerkin spectral method for the fourth-order time fractional partial differential equations, AIMS Mathematics, 10 (2025), 27338–27363. https://doi.org/10.3934/math.20251202 doi: 10.3934/math.20251202
|
| [33] |
L. Tian, Z. Wang, J. Cao, A high-order numerical scheme for right Caputo fractional differential equations with uniform accuracy, Electron. Res. Arch., 30 (2022), 3825–3854. https://doi.org/10.3934/era.2022195 doi: 10.3934/era.2022195
|
| [34] |
J. Shen, Efficient spectral-Galerkin method Ⅰ. Direct solvers of second-and fourth-order equations using Legendre polynomials, SIAM J. Sci. Comput., 15 (1994), 1489–1505. https://doi.org/10.1137/0915089 doi: 10.1137/0915089
|
| [35] |
M. Sababheh, A. Yousef, The interpolation of Young's inequality using dyadics, J. Inequal. Appl., 2019 (2019), 140. https://doi.org/10.1186/s13660-019-2093-8 doi: 10.1186/s13660-019-2093-8
|