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Displacement Field Analysis via Optimal Transport: Multi-Tracer Approach to Cosmological Reconstruction

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arxiv 2403.11951 v1 pith:XPBENADP submitted 2024-03-18 astro-ph.CO

classification astro-ph.CO
keywords fielddisplacementreconstructionbiaseddensitydivergenceinitiallinear
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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.

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Cited by 2 Pith papers

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. De-baryonifying halos via optimal transport

    astro-ph.CO 2024-11 conditional novelty 7.0 of 10

    A proof-of-concept method de-baryonifies halos by sampling gravity-only maps at fixed optimal transport cost from the full-physics map, recovering the correct convergence power spectrum suppression in IllustrisTNG.

  2. Wasserstein Distance in Cosmological Structure Formation: An Optimal Transport Perspective

    astro-ph.CO 2026-03 reject novelty 4.0 of 10

    The squared Wasserstein distance between the initial density field and an observed galaxy catalog is approximately the integral of the matter power spectrum plus a correlation-function integral plus a Poisson shot-noise term.

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