Bayesian method for fitting the low-energy constants in chiral perturbation theory

IF 6.5 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Frontiers of Physics Pub Date : 2024-08-19 DOI:10.1007/s11467-024-1430-7
Hao-Xiang Pan, De-Kai Kong, Qiao-Yi Wen, Shao-Zhou Jiang
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Abstract

The values of the low-energy constants (LECs) are very important in the chiral perturbation theory. This paper adopts a Bayesian method with the truncation errors to globally fit eight next-to-leading order (NLO) LECs L ri and next-to-next-leading order (NNLO) LECs C ri . With the estimation of the truncation errors, the fitting results of L ri in the NLO and NNLO are very close. The posterior distributions of C ri indicate the boundary-dependent relations of these C ri . Ten C ri are weakly dependent on the boundaries and their values are reliable. The other C ri are required more experimental data to constrain their boundaries. Some linear combinations of C ri are also fitted with more reliable posterior distributions. If one knows some more precise values of C ri , some other C ri can be obtained by these values. With these fitting LECs, most observables provide a good convergence, except for the πK scattering lengths a 3/20 and a 1/20 . An example is also introduced to test the improvement of the method. All the computations indicate that considering the truncation errors can improve the global fit greatly, and more prior information can obtain better fitting results. This fitting method can be extended to the other effective field theories and the perturbation theory.

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拟合手性扰动理论低能常数的贝叶斯方法
低能常数(LECs)的值在手性扰动理论中非常重要。本文采用贝叶斯方法,利用截断误差全局拟合了8个次前沿阶(NLO)低能常数Lri和次前沿阶(NNLO)低能常数Cri。通过截断误差的估计,Lri 在 NLO 和 NNLO 的拟合结果非常接近。Cri 的后验分布表明了这些 Cri 的边界依赖关系。有 10 个 Cri 对边界的依赖性很弱,它们的值是可靠的。其他 Cri 则需要更多的实验数据来约束其边界。一些 Cri 的线性组合也能拟合出更可靠的后验分布。如果知道一些更精确的 Cri 值,就可以通过这些值得到其他一些 Cri。利用这些拟合 LEC,除了 πK 散射长度 a3/20 和 a1/20 外,大多数观测值都有很好的收敛性。我们还引入了一个例子来检验该方法的改进。所有计算结果都表明,考虑截断误差可以大大提高全局拟合效果,更多的先验信息可以获得更好的拟合结果。这种拟合方法可以推广到其他有效场理论和扰动理论。
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来源期刊
Frontiers of Physics
Frontiers of Physics PHYSICS, MULTIDISCIPLINARY-
CiteScore
9.20
自引率
9.30%
发文量
898
审稿时长
6-12 weeks
期刊介绍: Frontiers of Physics is an international peer-reviewed journal dedicated to showcasing the latest advancements and significant progress in various research areas within the field of physics. The journal's scope is broad, covering a range of topics that include: Quantum computation and quantum information Atomic, molecular, and optical physics Condensed matter physics, material sciences, and interdisciplinary research Particle, nuclear physics, astrophysics, and cosmology The journal's mission is to highlight frontier achievements, hot topics, and cross-disciplinary points in physics, facilitating communication and idea exchange among physicists both in China and internationally. It serves as a platform for researchers to share their findings and insights, fostering collaboration and innovation across different areas of physics.
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