
TL;DR
This paper rigorously proves the octopus-like basin of attraction structure in high-dimensional Kuramoto models, confirming previous conjectures based on simulations.
Contribution
It provides a rigorous mathematical proof of the octopus-shaped basins of attraction in a class of high-dimensional oscillator models.
Findings
Confirmed the octopus-like basin structure in the Kuramoto ring model.
Showed that basin volume scales as e^{-kq^2} in the winding number q.
Validated the conjecture that such geometry is common in high dimensions.
Abstract
Zhang and Strogatz [Phys. Rev. Lett. 127, 194101 (2021)] used high-dimensional simulations to argue that basins of attraction in the Kuramoto ring are octopus-like: their volume scales as in the winding number , nearly all of it concentrated in filamentary tentacles rather than near the attractor. They conjecture this geometry to be common in high dimensions but note that high-dimensional simulations are unreliable. We prove every feature of the octopus picture rigorously for identical oscillators on a ring coupled by any smooth odd function strictly increasing on .
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.
