The Redshift-Space Galaxy Power Spectrum is a B.Tech project topic for Electrical & Electronics Engineering. It gives students a clear starting point for research, implementation planning, and documentation.
The Redshift-Space Galaxy Power Spectrum Project Details
| Abstract |
This project builds and speeds up a computer model of the redshiftβspace galaxy power spectrum, using the Effective Field Theory of Large Scale Structure (EFTofLSS) up to twoβloop order. The model includes several tricky physical effects: fifthβorder galaxy bias, redshiftβspace distortions, spatial nonβlocalities, and stochastic noise. All together, it has 49 free parameters. The biggest slowdown comes from the highβdimensional loop integrals. To fix that, we implement the VEGAS adaptive Monte Carlo integration algorithm. VEGAS lets us compute the full likelihood function in just a few milliseconds, which is fast enough for big data analyses. We check the modelβs accuracy by comparing it to simulated darkβmatter data and realistic galaxyβclustering
measurements. Looking at the jump from oneβloop to twoβloop calculations shows that the extra perturbation theory terms greatly extend the range of spatial scales where we can reliably extract cosmological parameters. Undergraduates who work on this get handsβon experience with highβperformance numerical integration, statistical parameter estimation, and advanced signalβprocessing methods applied to a complex physical system.
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| Reference Paper |
The Redshift-Space Galaxy Power Spectrum at Two-Loop Order |
| Domain |
Computational Electromagnetics & Signal Processing |
| Sub-Domain |
Power Electronics |
| PDF Download |
Download / View PDF |
| Get Help |
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