LUMOS : Linear programming Utility for Multi-messenger Optical Scheduling
Yogesh P. Wagh, Michael W. Coughlin, Leo P. Singer, Varun Bhalerao

TL;DR
LUMOS introduces a MILP-based scheduling method that significantly improves the efficiency of optical follow-up observations for gravitational-wave events, enhancing detection probability in multi-messenger astrophysics.
Contribution
The paper presents LUMOS, a novel MILP approach for optimizing optical follow-up scheduling, outperforming existing methods in probability coverage for GW event follow-up.
Findings
LUMOS achieves 84.7% higher mean cumulative probability than gwemopt.
LUMOS outperforms in nearly all tested cases.
Framework applicable to both ground and space-based follow-up.
Abstract
The detection of gravitational-wave events by LIGO-Virgo-KAGRA has opened new avenues for multi-messenger astrophysics; however, electromagnetic counterparts remain elusive due to large localization uncertainties. Wide-field optical surveys like the Zwicky Transient Facility (ZTF) play a crucial role in follow-up, but efficient scheduling is essential. In this work, we present LUMOS, a Mixed Integer Linear Programming (MILP) approach that selects fields via a maximum coverage problem and schedules observations to maximize cumulative probability while respecting observability constraints. Using 1199 GW events from O4, we compare the LUMOS scheduler with gwemopt, showing an 84.7 percent higher mean cumulative probability and better performance in nearly all cases. While designed for ZTF, LUMOS's framework parallels the M4OPT toolkit for space missions, highlighting the broader…
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
TopicsPulsars and Gravitational Waves Research · Gamma-ray bursts and supernovae · Astronomy and Astrophysical Research
