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  • Exploring percolation phase transition in the three-dimensional Ising model with machine learning
    2025, 49(5): 054103-054103-9. doi: 10.1088/1674-1137/adaa59
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    Studying percolation phase transitions offers valuable insights into the characteristics of phase transitions, shedding light on the underlying mechanisms that govern the formation of global connectivity within a system. We explore the percolation phase transition in the 3D cubic Ising model by employing two machine learning techniques. Our results demonstrate that machine learning methods can distinguish different phases during the percolation transition. Through the finite-size scaling analysis on the output of the neural networks, the percolation temperature and a correlation length exponent in the geometrical percolation transition are extracted and compared to those in the thermal magnetization phase transition within the 3D Ising model. These findings provide a valuable method for enhancing our understanding of the properties of the QCD critical point, which belongs to the same universality class as the 3D Ising model.
  • Astrophysical properties of static black holes embedded in a Dehnen type dark matter halo with the presence of quintessential field
    2025, 49(5): 055101-055101-13. doi: 10.1088/1674-1137/adb2fd
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    From an astrophysical perspective, the composition of black holes (BHs), dark matter (DM), and dark energy can be an intriguing physical system. In this study, we consider Schwarzschild BHs embedded in a Dehnen-type DM halo with a quintessential field. This study examines the horizons, shadows, deflection angle, and quasinormal modes (QNMs) of the effective BH spacetime and how they are affected by the dark sector. The Schwarzschild BH embodied in a Dehnen-type DM halo with a quintessential field possesses two horizons: the event and cosmological horizons. We demonstrate that all dark sector parameters increase the event horizon while decreasing the cosmological horizon. We analyze the BH shadow and emphasize the impact of DM and quintessence parameters on the shadow. We show that the dark sector casts larger shadows than a Schwarzschild BH in a vacuum. Further, we delve into the weak gravitational lensing deflection angle using the Gauss-Bonnet theorem (GBT). We then investigate the system's QNMs using the 6th order WKB approach. To visually demonstrate the dark sector parameters, we present figures that illustrate the impact of varying the parameters of the Dehnen-type DM halo as well as the quintessence background. Our findings show that the gravitational waves emitted by BHs with a dark sector have a lower frequency and decay rate compared to those emitted by BHs in a vacuum.
  • Symmetry energy effect on hot nuclear matter and proto-neutron stars
    2025, 49(5): 054102-054102-9. doi: 10.1088/1674-1137/adaa58
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    We examine the effects of symmetry energy on proto-neutron stars (PNSs) using an equation of state (EOS) described by the relativistic mean-field (RMF) model. The thermal properties of dense matter and the bulk properties of PNSs are investigated under the assumptions of isothermy, isentropy, and fixed lepton fractions. The polytropic index is calculated at finite temperature, revealing a negative correlation with the maximum mass of a PNS that the EOS can support. The properties of PNSs during the heating and cooling stages along their evolutionary path are explored under different combinations of lepton fraction and entropy. We investigate the correlation between symmetry energy slope L and the properties of PNSs. As L increases, the radius of a PNS also increases; however, this effect diminishes with a growing lepton fraction in the isentropic case. These results indicate that nuclear symmetry energy and its density dependence play crucial roles in determining the properties of PNSs and their evolutionary stages.
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ISSN 1674-1137 CN 11-5641/O4

Original research articles, Ietters and reviews Covering theory and experiments in the fieids of

  • Particle physics
  • Nuclear physics
  • Particle and nuclear astrophysics
  • Cosmology
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