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arXiv · 2204.13621

FlameNEST: Explicit Profile Likelihoods with the Noble Element Simulation Technique

R. S. James·J. Palmer·A. Kaboth·C. Ghag·J. Aalbers
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Abstract

We present FlameNEST, a framework providing explicit likelihood evaluations in noble element particle detectors using data-driven models from the Noble Element Simulation Technique. FlameNEST provides a way to perform statistical analyses on real data with no dependence on large, computationally expensive Monte Carlo simulations by evaluating the likelihood on an event-by-event basis using analytic probability elements convolved together in a single TensorFlow multiplication. Furthermore, this robust framework creates opportunities for simple inter-collaborative analyses which will be fundamental for the future of experimental dark matter physics.

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R. S. James, J. Palmer, A. Kaboth, C. Ghag, J. Aalbers. 2022-04-28. FlameNEST: Explicit Profile Likelihoods with the Noble Element Simulation Technique. https://doi.org/10.1088/1748-0221%2F17%2F08%2Fp08012

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