Insights into Neutron Star Equation of State by Machine Learning
Ling-Jun Guo,
Jia-Ying Xiong,
Yao Ma
et al.
Abstract:Due to its powerful capability and high efficiency in big data analysis, machine learning has been applied in various fields. We construct a neural network platform to constrain the behaviors of the equation of state of nuclear matter with respect to the properties of nuclear matter at saturation density and the properties of neutron stars. It is found that the neural network is able to give reasonable predictions of parameter space and provide new hints into the constraints of hadron interactions. As a specif… Show more
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