TL;DR
This study applies transition path theory to satellite-tracked marine debris trajectories to identify pollution pathways and sources, providing insights for targeted ocean cleanup strategies and understanding debris transport dynamics.
Contribution
It introduces an adapted TPT framework for open physical systems and applies it to real satellite data to reveal pollution routes and source regions.
Findings
Identified a major pollution source for the Great Pacific Garbage Patch.
Characterized the Indian Ocean gyre as a weak trap for plastic waste.
Found that gyres tend to export debris to coastlines under strong winds.
Abstract
We used transition path theory (TPT) to infer "reactive" pathways of floating marine debris trajectories. The TPT analysis was applied on a pollution-aware time-homogeneous Markov chain model constructed from trajectories produced by satellite-tracked undrogued buoys from the NOAA Global Drifter Program. The latter involved coping with the openness of the system in physical space, which further required an adaptation of the standard TPT setting. Directly connecting pollution sources along coastlines with garbage patches of varied strengths, the unveiled reactive pollution routes represent alternative targets for ocean cleanup efforts. Among our specific findings we highlight: constraining a highly probable pollution source for the Great Pacific Garbage Patch; characterizing the weakness of the Indian Ocean gyre as a trap for plastic waste; and unveiling a tendency of the subtropical…
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.
Code & Models
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
