一类用于一般线性椭圆最优控制问题的共轭梯度算法
A Conjugate Gradient Algorithm for General Linear Elliptic Optimal Control Problems
摘要: 本文针对一类一般线性椭圆最优控制问题,应用了一种带有强Wolfe-Powell准则的共轭梯度算法对其进行求解,并从理论上分析了带有强Wolfe-Powell准则的共轭梯度算法的可行性以及全局收敛性。最后,我们做了相应的数值实验去验证算法的有效性。
Abstract: In this paper, we investigate a class of general linear elliptic optimal control problems. The conjugate gradient method with strong Wolfe-Powell criterion is used to solve this research problem. The feasibility and global convergence of conjugate gradient method with strong Wolfe-Powell criterion is theoretically proved. Finally, we do the corresponding numerical experiments to verify the feasibility of algorithm.
文章引用:林炯浩. 一类用于一般线性椭圆最优控制问题的共轭梯度算法[J]. 应用数学进展, 2025, 14(4): 355-365. https://doi.org/10.12677/aam.2025.144168

参考文献

[1] Sowndarrajan, P.T., Manimaran, J., Debbouche, A. and Shangerganesh, L. (2019) Distributed Optimal Control of a Tumor Growth Treatment Model with Cross-Diffusion Effect. The European Physical Journal Plus, 134, Article No. 463. [Google Scholar] [CrossRef
[2] Li, S., Yang, L. and Gao, Z. (2020) Distributed Optimal Control for Multiple High-Speed Train Movement: An Alternating Direction Method of Multipliers. Automatica, 112, Article 108646. [Google Scholar] [CrossRef
[3] Liu, C. and Zhang, X. (2019) Optimal Distributed Control for a New Mechanochemical Model in Biological Patterns. Journal of Mathematical Analysis and Applications, 478, 825-863. [Google Scholar] [CrossRef
[4] Antipina, E.V., Mustafina, S.I., Antipin, A.F. and Mustafina, S.A. (2020) A Numerical Algorithm for Solving Optimal Control Problems with Terminal Constraints for Dynamical Systems. Optoelectronics, Instrumentation and Data Processing, 56, 671-678. [Google Scholar] [CrossRef
[5] Casas, E. (2006) Using Piecewise Linear Functions in the Numerical Approximation of Semilinear Elliptic Control Problems. Advances in Computational Mathematics, 26, 137-153. [Google Scholar] [CrossRef
[6] Zhang, Z. and Chen, X. (2021) A Conjugate Gradient Method for Distributed Optimal Control Problems with Nonhomogeneous Helmholtz Equation. Applied Mathematics and Computation, 402, Article 126019. [Google Scholar] [CrossRef
[7] Chen, X., Song, X., Chen, Z. and Yu, B. (2020) A Multi-Level ADMM Algorithm for Elliptic PDE-Constrained Optimization Problems. Computational and Applied Mathematics, 39, Article No. 331. [Google Scholar] [CrossRef
[8] 林继桐. 椭圆最优控制问题的修改交替方向乘子计算方法[J]. 应用数学进展, 2022, 11(11): 7936-7945. [Google Scholar] [CrossRef
[9] Song, X., Chen, B. and Yu, B. (2017) Error Estimates for Sparse Optimal Control Problems by Piecewise Linear Finite Element Approximation. arXiv: 1709.09539. [Google Scholar] [CrossRef
[10] Wang, Q. and Zhou, Z. (2022) A Priori and a Posteriori Error Analysis for Virtual Element Discretization of Elliptic Optimal Control Problem. Numerical Algorithms, 90, 989-1015. [Google Scholar] [CrossRef
[11] Li, B. and Liu, S. (2007) Conjugate Gradient-Boundary Element Solution for Distributed Elliptic Optimal Control Problems. Journal of Mathematical Analysis and Applications, 335, 1219-1237. [Google Scholar] [CrossRef
[12] Chen, X. (2005) Finite Difference Smoothing Solutions of Nonsmooth Constrained Optimal Control Problems. Numerical Functional Analysis and Optimization, 26, 49-68. [Google Scholar] [CrossRef