Waveform Simulation for Scintillation Characteristics of NaI(Tl) Crystal
arXiv:2402.17125 · doi:10.1016/j.nima.2024.169489
Abstract
The lowering of the energy threshold in the NaI detector is crucial not only for comprehensive validation of DAMA/LIBRA but also for exploring new possibilities in the search for low-mass dark matter and observing coherent elastic scattering between neutrino and nucleus. Alongside hardware enhancements, extensive efforts have focused on refining event selection to discern noise, achieved through parameter development and the application of machine learning. Acquiring pure, unbiased datasets is crucial in this endeavor, for which a waveform simulation was developed. The simulation data were compared with the experimental data using several pulse shape discrimination parameters to test its performance in describing the experimental data. Additionally, we present the outcomes of multi-variable machine learning trained with simulation data as a scintillation signal sample. The distributions of outcomes for experimental and simulation data show a good agreement. As an application of the waveform simulation, we validate the trigger efficiency alongside estimations derived from the minimally biased measurement data.
References in corpus (12)
- New Limits on Interactions between Weakly Interacting Massive Particles and Nucleons Obtained with CsI(Tl) Crystal Detectors
- An experiment to search for dark matter interactions using sodium iodide detectors
- Annual modulation results from three-year exposure of ANAIS-112
- Tests on NaI(Tl) crystals for WIMP search at the Yangyang Underground Laboratory
- Search for Electronic Recoil Event Rate Modulation with 4 Years of XENON100 Data
- Strong constraints from COSINE-100 on the DAMA dark matter results using the same sodium iodide target
- Three-year annual modulation search with COSINE-100
- Exploring coherent elastic neutrino-nucleus scattering using reactor electron antineutrinos in the NEON experiment
- Characterization of SABRE crystal NaI-33 with direct underground counting
- Quenching factor measurements of sodium nuclear recoils in NaI:Tl determined by spectrum fitting
- Influence of NaI background and mass on testing the DAMA modulation
- Production and suppression of delayed light in NaI
Cited by in corpus (6)
- Nonproportionality of NaI(Tl) Scintillation Detector for Dark Matter Search Experiments
- Upgrading the COSINE-100 Experiment for Enhanced Sensitivity to Low-Mass Dark Matter Detection
- COSINE-100 Full Dataset Challenges the Annual Modulation Signal of DAMA/LIBRA
- Upgrade of NaI(Tl) crystal encapsulation for the NEON experiment
- Characterisation of Hamamatsu R11065-20 PMTs for use in the SABRE South NaI(Tl) Crystal Detectors
- Constraints on sub-GeV dark matter scattering on electrons with COSINE-100