Augmented Lagrange method for optimal control problems of parabolic equation with state constraints
Weilong You, Fu Zhang

TL;DR
This paper develops an augmented Lagrange method combined with the Method of Successive Approximations to solve optimal control problems with state constraints in parabolic equations, demonstrating convergence and validating through numerical experiments.
Contribution
It introduces a novel augmented Lagrange algorithm for constrained parabolic control problems with proven convergence properties and practical validation.
Findings
Strong convergence of primal variables established
Weak convergence of dual variables proven
Numerical experiments confirm algorithm effectiveness
Abstract
The augmented Lagrange method is employed to address the optimal control problem involving pointwise state constraints in parabolic equations. The strong convergence of the primal variables and the weak convergence of the dual variables are rigorously established. The sub-problems arising in the algorithm are solved using the Method of Successive Approximations (MSA), derived from Pontryagin's principle. Numerical experiments are provided to validate the convergence of the proposed algorithm.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsDifferential Equations and Numerical Methods · Differential Equations and Boundary Problems
