An ongoing IceCube NSI analysis (wiki).
Follows the precedent of the DRAGON NSI analysis.
Performed by Elisa Lohfink (see Elisa-thesis-2023).
Uses 8 years of DeepCore data from 5.6 to 100 GeV (Elisa-thesis-2023).
[[PISA]] on its own cannot handle the NSI parameter space for a few reasons. MCMC is used in place of minimization via emcee. This will allow simultaneous evaluation of all NSI parameters (Elisa-thesis-2023).
Uses $$ TS = \chi^2_\text{mod} = \sum_{i \in \text{bins}}\frac{(n_i^\text{exp} - n_i^\text{obs})^2}{n_i^\text{exp} + (\sigma_i^\text{exp})^2} + \sum_{j \in \text{prior}}\frac{(\Delta s_j)^2}{\sigma_{s_j}^2} $$ (Elisa-thesis-2023)
Frequentist:
- Blind fit p-values:
Parameter | p-value |
---|---|
4.4% | |
4.6% | |
5.4% | |
not fit | |
4.8% |
Bayesian:
- Performed MCMC with all magnitudes free, but not phases, on highstats
Frequentist:
- Switch to using dedicated systematic sets for each NSI parameters
- Test minimizer configuration
- Shiqi: talk to astronomer postdocs on the third floor
- Improve FC computation
- See work by Elisa and Alex
- Include
$\epsilon_{ee}^\oplus - \epsilon_{\mu\mu}^\oplus$ ? (see Elisa 7.6.2) (currently excluded for computational reasons)
Bayesian:
- Improve computational efficiency, if possible (currently at 800 CPU hours per sampling run)
- Improve sensitivity to complex phases, if possible
- Test ultrasurfaces
- Determine relevant checks on result
- Shiqi suggests inject/recover, pre-fit data/MC, sensitivity
- Perform with current nuisance parameters
General:
- Point to FLERCNN sample
- Extend energy range if feasible (up to 300 GeV?)
- Switch to SPice-BFRv2 (see Elisa 7.4.2)
- from SPice 3.2.1
- requires new MC sets (do these exist yet?)
- Would obsolete the
$N_\text{brf}$ parameter
- Reevaluate energy binning
- Check whether or not cutting at the horizon makes a difference for NSI
- Check flux binning (low priority)
- Shiqi: after doing this, try doubling true flux and oscillations binning and check sensitivity (need to figure out what this means)
- Check PID binning (low priority)
- Make sure ultrasurfaces are up to date