论文标题

贝叶斯对未来β衰减实验对中微子质量尺度和订购的敏感性的分析

Bayesian Analysis of a Future Beta Decay Experiment's Sensitivity to Neutrino Mass Scale and Ordering

论文作者

Esfahani, A. Ashtari, Betancourt, M., Bogorad, Z., Böser, S., Buzinsky, N., Cervantes, R., Claessens, C., de Viveiros, L., Fertl, M., Formaggio, J. A., Gladstone, L., Grando, M., Guigue, M., Hartse, J., Heeger, K. M., Huyan, X., Johnston, J., Jones, A. M., Kazkaz, K., LaRoque, B. H., Lindman, A., Mohiuddin, R., Monreal, B., Nikkel, J. A., Novitski, E., Oblath, N. S., Ottiger, M., Pettus, W., Robertson, R. G. H., Rybka, G., Saldaña, L., Schram, M., Sibille, V., Slocum, P. L., Sun, Y. -H., Surukuchi, P. T., Tedeschi, J. R., Telles, A. B., Thomas, M., Thümmler, T., Tvrznikova, L., VanDevender, B. A., Weiss, T. E., Wendler, T., Zayas, E., Ziegler, A.

论文摘要

贝叶斯建模技术可实现灵敏度分析,并纳入有关未来实验的详细期望。一种基于模型的方法还允许人们通过校准(或测量)报告某些结果时会产生的后果来评估推论和预测结果。我们提出了校准对实验对连续参数和离散参数敏感性的预测的程序。使用这些程序和新的$β$ -DECAY光谱的贝叶斯模型,我们评估了一个假定的设计场景,我们评估了高精度$β$ -Decay实验对中微子质量尺度和订购的敏感性。我们发现,这样的实验可以在$ \ sim40 \,$ MEV之内(90美元$ \%$ $可信度)内测量电子加权中微子质量。中微子质量$> 500 \,$ MEV可以在$ \ of of yout5 \,$ meV中进行测量。仅使用$β$ -DECAY和外部反应堆中微子数据,我们发现下一代$β$ -DECAY实验可能可能使用两种中性频谱模型分析来限制质量排序。通过校准批量排序结果,我们确定可以调整以抑制虚假订购索赔的报告标准。在某些情况下,两次中性分析可以表明质量排序是倒置的,这是传统的单中性分析方法无法获得的结果。

Bayesian modeling techniques enable sensitivity analyses that incorporate detailed expectations regarding future experiments. A model-based approach also allows one to evaluate inferences and predicted outcomes, by calibrating (or measuring) the consequences incurred when certain results are reported. We present procedures for calibrating predictions of an experiment's sensitivity to both continuous and discrete parameters. Using these procedures and a new Bayesian model of the $β$-decay spectrum, we assess a high-precision $β$-decay experiment's sensitivity to the neutrino mass scale and ordering, for one assumed design scenario. We find that such an experiment could measure the electron-weighted neutrino mass within $\sim40\,$meV after 1 year (90$\%$ credibility). Neutrino masses $>500\,$meV could be measured within $\approx5\,$meV. Using only $β$-decay and external reactor neutrino data, we find that next-generation $β$-decay experiments could potentially constrain the mass ordering using a two-neutrino spectral model analysis. By calibrating mass ordering results, we identify reporting criteria that can be tuned to suppress false ordering claims. In some cases, a two-neutrino analysis can reveal that the mass ordering is inverted, an unobtainable result for the traditional one-neutrino analysis approach.

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