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Signatures of Self-Interacting Dark Matter: from Modeling to Observations

Title: Signatures of Self-Interacting Dark Matter: from Modeling to Observations

Speaker: Dr. Daneng Yang (University of California, Riverside)

Time: 14:00pm, November 10, 2023

Location: 3-302, PMO Xianlin Campus

Abstract: In this talk, I'll introduce our recent efforts in modeling the effect of self-interacting dark matter (SIDM) and making contact with small-scale observations. I'll start by reviewing the background and introducing a parametric model for SIDM halos that enables obtaining theoretical predictions for given models based on a few simple equations. We proposed methods to account for the effects of realistic mass changes and demonstrated the model's accuracy using a population of simulated halos. I'll then delve into our dedicated studies addressing various challenges in observations, including the formation of dark matter deficient galaxies, ultra-diffuse galaxies, small-scale gravitational lenses, and discuss their implications for SIDM. Confronting the rich and intricate small-scale data, I'll also briefly touch upon our recent endeavors in applying network theory and artificial intelligence in cosmological simulations. I'll comment on the potential prospect of bridging theory and observations through parametrized and graph-inspired models.