Entropic optimal transport with congestion aversion Application to relocation of drones

We present a mathematical framework for tempo-spatial entropic optimal transport, motivated by the problem of efficiently routing drones back to logistics centers. To address collision risk, we incorporate a convex penalty term into the transport model. We propose the Sinkhorn-Frank-Wolfe algorithm, a numerically efficient method with theoretical convergence guarantees, and demonstrate its effectiveness through experiments on synthetic datasets. Our approach provides a foundation for optimizing large-scale autonomous drone logistics while ensuring safe and efficient transportation.

Publication Details

Journal
arXiv (Cornell University)
Published
2025-03-14
Primary Topic
UAV Applications and Optimization
Type
article
Field-Weighted Citation Impact
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article

Entropic optimal transport with congestion aversion Application to relocation of drones

arXiv (Cornell University)
UAV Applications and Optimization
article

Entropic optimal transport with congestion aversion Application to relocation of drones

article en

Abstract

We present a mathematical framework for tempo-spatial entropic optimal transport, motivated by the problem of efficiently routing drones back to logistics centers. To address collision risk, we incorporate a convex penalty term into the transport model. We propose the Sinkhorn-Frank-Wolfe algorithm, a numerically efficient method with theoretical convergence guarantees, and demonstrate its effectiveness through experiments on synthetic datasets. Our approach provides a foundation for optimizing large-scale autonomous drone logistics while ensuring safe and efficient transportation.

arXiv (Cornell University)
Openalex Percentile: Top 37%
UAV Applications and Optimization
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Entropic optimal transport with congestion aversion Application to relocation of drones · arXiv (Cornell University) (2025) | TGRS Research Map | TGRS