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arXiv 2304.02004nucl-th
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包含相关截断误差的$Δ$满壳手征有效场理论中低能常数的推断

Inference of the low-energy constants in $Δ$-full chiral effective field theory including a correlated truncation error

Isak Svensson, Andreas Ekström, Christian Forssén

AI总结:

本研究通过贝叶斯推断和哈密顿蒙特卡洛方法,结合双特征高斯过程建模相关截断误差,对$Δ$满壳手征有效场理论中直至第三阶的低能常数后验分布进行了采样,对分析从头算核理论的预测能力具有重要意义。

摘要:

我们采样了$Δ$满壳手征有效场理论($χ$EFT)中直至第三阶的低能常数(LECs)的后验概率分布。我们使用特征向量延续法来快速且准确地模拟似然函数,并使用哈密顿蒙特卡洛方法从后验中抽取有效独立的样本。我们的贝叶斯推断以中子-质子($np$)截面和极化的Granada数据库为条件。我们使用了基于$χ$EFT假设和$π$-核子散射数据的Roy-Steiner分析的先验。我们使用双特征高斯过程对相关的EFT截断误差进行建模,发现$np$散射能量和角度的相关长度分别在45-83 MeV和24-39度范围内。这些相关性产生了一个非对角协方差矩阵,并在第二和第三手征阶分别将独立散射数据的数量减少了8倍和4倍。$Δ$满壳$χ$EFT中第二和第三阶预测之间相对较小的差异抑制了截断误差的边缘方差及其相关结构的影响。我们的结果对于分析从头算(ab initio)核理论的预测能力尤为重要。

英文摘要:

We sample the posterior probability distributions of the low-energy constants (LECs) in $Δ$-full chiral effective field theory ($χ$EFT) up to third order. We use eigenvector continuation for fast and accurate emulation of the likelihood and Hamiltonian Monte Carlo to draw effectively independent samples from the posteriors. Our Bayesian inference is conditioned on the Granada database of neutron-proton ($np$) cross sections and polarizations. We use priors grounded in $χ$EFT assumptions and a Roy-Steiner analysis of pion-nucleon scattering data. We model correlated EFT truncation errors using a two-feature Gaussian process, and find correlation lengths for $np$ scattering energies and angles in the ranges 45--83 MeV and 24--39 degrees, respectively. These correlations yield a non-diagonal covariance matrix and reduce the number of independent scattering data with a factor of 8 and 4 at the second and third chiral orders, respectively. The relatively small difference between the second and third order predictions in $Δ$-full $χ$EFT suppresses the marginal variance of the truncation error and the effects of its correlation structure. Our results are particularly important for analyzing the predictive capabilities in \textit{ab initio} nuclear theory.

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