Nov 16 – 21, 2025
Tsung-Dao Lee Institute
Asia/Shanghai timezone

Probing massive neutrinos with persistent homology

Nov 20, 2025, 11:15 AM
15m
Tsung-Dao Lee Institute

Tsung-Dao Lee Institute

1 Lisuo Road, Pudong New Area, Shanghai, 201210
Talk Cosmology and Large-scale Structure Cosmology 5

Speaker

Jiaqi WANG (Shanghai Jiaotong University)

Description

Persistent homology is a powerful tool from the field of topological data analysis, which has shown promise as a novel statistic for cosmological parameter estimation. Compared with traditional two-point statistics, topological measurement presents information on a wide variety of scales and demonstrates a higher sensitivity to distinguish neutrino mass. We build a FLAMINGO-based topology emulator with 10 varying cosmological parameters and test the constraining power and degeneracy among them. Among these, the highest constraints come from $\beta_2$, which reveal the information in the void structure. Moreover, Betti curves can break the degeneracy between neutrino mass and other cosmological parameters through multi-environment detection. We plan to apply this method to observations, specifically weak lensing observations and galaxy clustering in redshift space using DESI data.

Primary author

Jiaqi WANG (Shanghai Jiaotong University)

Presentation materials

There are no materials yet.