Bayesian Analysis of time dependence of DAMA annual modulation amplitude
arXiv:2106.06724 · doi:10.1088/1475-7516/2021/09/022
Abstract
We implement a test of the variability of the per-cycle annual modulation amplitude in the different phases of the DAMA/LIBRA experiment using Bayesian model comparison. Using frequentist methods, a previous study (Kelso et al 2018) had demonstrated that the DAMA amplitudes spanning over the DAMA/NaI and the first phase of the DAMA/LIBRA phases, show a mild preference for time-dependence in multiple energy bins. With that motivation, we first show using Bayesian techniques that the aforementioned data analyzed in Kelso et al, show a moderate preference for exponentially varying amplitudes in the 2-5 and 2-6 keV energy intervals. We then carry out a similar analysis on the latest modulation amplitudes released by the DAMA collaboration from the first two phases of the upgraded DAMA/LIBRA experiment. We also analyze the single-hit residual rates released by the DAMA collaboration to further look for any possible time-dependency. However, we do not find any evidence for variability of either of the two datasets by using Bayesian model selection. All our analysis codes and datasets have been made publicly available.
arXiv comment14 pages, 2 figures. Analysis codes and datasets available at https://github.com/srinixbhagvati/Time-dependence-of-DAMA-LIBRA-modulation-amplitude Accepted in JCAP
References in corpus (29)
- Particle Dark Matter: Evidence, Candidates and Constraints
- Supersymmetric Dark Matter
- Dark Matter Search Results from a One TonneYear Exposure of XENON1T
- Results from a search for dark matter in the complete LUX exposure
- Dark Matter Candidates from Particle Physics and Methods of Detection
- A History of Dark Matter
- First results from DAMA/LIBRA and the combined results with DAMA/NaI
- Dark Matter Results From 54-Ton-Day Exposure of PandaX-II Experiment
- New results from DAMA/LIBRA
- Precise Relic WIMP Abundance and its Impact on Searches for Dark Matter Annihilation
- Final model independent result of DAMA/LIBRA-phase1
- Search for Dark Matter WIMPs using Upward Through-going Muons in Super-Kamiokande
- Markov Chain Monte Carlo Methods for Bayesian Data Analysis in Astronomy
- First model independent results from DAMA/LIBRA-phase2
- Limits on Light Weakly Interacting Massive Particles from the First 102.8 kg day Data of the CDEX-10 Experiment
- Annual modulation results from three-year exposure of ANAIS-112
- Strong constraints from COSINE-100 on the DAMA dark matter results using the same sodium iodide target
- Migdal effect and photon Bremsstrahlung: improving the sensitivity to light dark matter of liquid argon experiments
- Particle Dark Matter - A Theorist's Perspective
- Dark Matter in the Coming Decade: Complementary Paths to Discovery and Beyond
- Model Comparison of CDM vs using Cosmic Chronometers
- Model Comparison tests of modified gravity from the Eöt-Wash experiment
- Search for Lorentz Invariance Violation from stacked Gamma-Ray Burst spectral lag data
- On Model Selection in Cosmology
- Robust model comparison tests of DAMA/LIBRA annual modulation
- An independent assessment of significance of annual modulation in COSINE-100 data
- Annual modulations from secular variations: not relaxing DAMA?
- Examining the time dependence of DAMA's modulation amplitude
- An independent search for annual modulation and its significance in ANAIS-112 data
Cited by in corpus (3)
- Search for Lorentz Invariance Violation using Bayesian model comparison applied to Xiao et al. GRB spectral lag catalog
- Search for Annual Modulation in Combined ANAIS 112 and COSINE 100 Data using Bayesian Model Comparison
- Search for variability in Newton's constant using local gravitational acceleration measurements