Displacement Field Analysis via Optimal Transport: Multi-Tracer Approach to Cosmological Reconstruction
Abstract
We demonstrate the effectiveness of one of the many multi-tracer analyses enabled by Optimal Transport (OT) reconstruction. Leveraging a semi-discrete OT algorithm, we determine the displacements between initial and observed positions of biased tracers and the remaining matter field. With only redshift-space distorted final positions of biased tracers and a simple premise for the remaining mass distribution as input, OT solves the displacement field. This extracted field, assuming asymptotically uniform density and a gradient flow displacement, enables reconstruction of the initial overdensity fluctuation field. We show that the divergence of the OT displacement field is a good proxy of the linear density field, even though the method never assumes the linear theory growth. Additionally, this divergence field can be combined with the reconstructed protohalos to provide a higher signal-to-noise measurement of the BAO standard ruler than was possible with either measurement individually.
Keywords
Cite
@article{arxiv.2403.11951,
title = {Displacement Field Analysis via Optimal Transport: Multi-Tracer Approach to Cosmological Reconstruction},
author = {Farnik Nikakhtar and Ravi K. Sheth and Nikhil Padmanabhan and Bruno Lévy and Roya Mohayaee},
journal= {arXiv preprint arXiv:2403.11951},
year = {2024}
}
Comments
12 pages, 10 figures