Lagrange multipliers and adiabatic limits I
Urs Frauenfelder, Joa Weber

TL;DR
This paper investigates the relationship between critical points and gradient flow lines of constrained functions using adiabatic limits, introducing linear methods and discussing potential infinite-dimensional generalizations.
Contribution
It establishes a one-to-one correspondence between gradient flow lines near singularities via adiabatic limits, using linear techniques and exploring extensions to Rabinowitz-Floer homology.
Findings
Established correspondence between gradient flow lines near singularities
Developed a singular implicit function theorem for linear methods
Discussed potential infinite-dimensional generalizations
Abstract
Critical points of a function subject to a constraint can be either detected by restricting the function to the constraint or by looking for critical points of the Lagrange multiplier functional. Although the critical points of the two functionals, namely the restriction and the Lagrange multiplier functional are in natural one-to-one correspondence this does not need to be true for their gradient flow lines. We consider a singular deformation of the metric and show by an adiabatic limit argument that close to the singularity we have a one-to-one correspondence between gradient flow lines connecting critical points of Morse index difference one. We present a general overview of the adiabatic limit technique in the article [FW22b]. The proof of the correspondence is carried out in two parts. The current part I deals with linear methods leading to a singular version of the implicit…
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
TopicsAdvanced Numerical Analysis Techniques · Topological and Geometric Data Analysis · Pain Mechanisms and Treatments
