- Open Access
Berezinskii-Kosterlitz-Thouless phase transitions of the antiferromagnetic Ising model with ferromagnetic next-nearest-neighbor interactions on the kagome lattice
Phys. Rev. B 113, 014441 – Published 29 January, 2026
DOI: https://doi.org/10.1103/599c-896h
Abstract
We investigate the six-state clock universality of the Ising model on the kagome lattice, considering antiferromagnetic nearest-neighbor (NN) and ferromagnetic next-nearest-neighbor (NNN) interactions. Our comprehensive study employs three approaches: the level-spectroscopy method, Monte Carlo simulations, and a machine-learning phase classification technique. In this system, we observe two Berezinskii-Kosterlitz-Thouless (BKT) transitions. We present a phase diagram consisting of three phases: the low-temperature ordered phase with sublattice magnetizations, the intermediate BKT phase, and the high-temperature disordered phase, as a function of the ratio of the NNN interaction to the NN interaction. We verify the six-state clock universality through the machine-learning study, which uses data from the six-state clock model on the kagome lattice for training.
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References (54)
- M. J. Harris, S. T. Bramwell, D. F. McMorrow, T. Zeiske, and K. W. Godfrey, Geometrical frustration in the ferromagnetic pyrochlore , Phys. Rev. Lett. 79, 2554 (1997).
- A. P. Ramirez, A. Hayashi, R. Cava, R. Siddharthan, and B. Shastry, Zero-point entropy in ‘spin ice’, Nature (London) 399, 333 (1999).
- R. G. Melko, B. C. den Hertog, and M. J. P. Gingras, Long-range order at low temperatures in dipolar spin ice, Phys. Rev. Lett. 87, 067203 (2001).
- S. V. Isakov, R. Moessner, and S. L. Sondhi, Why spin ice obeys the ice rules, Phys. Rev. Lett. 95, 217201 (2005).
- L. Pauling, The structure and entropy of ice and of other crystals with some randomness of atomic arrangement, J. Am. Chem. Soc. 57, 2680 (1935).
- K. Kano and S. Naya, Antiferromagnetism. The kagomé Ising net, Prog. Theor. Phys. 10, 158 (1953).
- G. H. Wannier, Antiferromagnetism. The triangular Ising net, Phys. Rev. 79, 357 (1950).
- J. Villain, Insulating spin glasses, Z. Phys. B 33, 31 (1979).
- A. Sötö, Models of superfrustration, Z. Phys. B 44, 121 (1981).
- W. Apel and H.-U. Everts, Correlations in the Ising antiferromagnet on the anisotropic kagome lattice, J. Stat. Mech. (2011) P09002.
- J. Stephenson, Ising-model spin correlations on the triangular lattice, J. Math. Phys. 5, 1009 (1964).
- G.-W. Chern and O. Tchernyshyov, Magnetic charge and ordering in kagome spin ice, Phil. Trans. R. Soc. A 370, 5718 (2012).
- J. Colbois, K. Hofhuis, Z. Luo, X. Wang, A. Hrabec, L. J. Heyderman, and F. Mila, Artificial out-of-plane Ising antiferromagnet on the kagome lattice with very small farther-neighbor couplings, Phys. Rev. B 104, 024418 (2021).
- W.-Y. Su, F. Hu, C. Cheng, and N. Ma, Berezinskii-Kosterlitz-Thouless phase transitions in a kagome spin ice by a quantifying Monte Carlo process: Distribution of Hamming distances, Phys. Rev. B 108, 134422 (2023).
- M. Wolf and K. D. Schotte, Ising model with competing next-nearest-neighbour interactions on the kagome lattice, J. Phys. A: Math. Gen. 21, 2195 (1988).
- T. Takagi and M. Mekata, Magnetic ordering of Ising spins on kagomé lattice with the 1st and the 2nd neighbor interactions, J. Phys. Soc. Jpn. 62, 3943 (1993).
- I. Syozi, Statistics of kagomé lattice, Prog. Theor. Phys. 6, 306 (1951).
- V. L. Berezinskii, Destruction of long range order in one-dimensional and two-dimensional systems having a continuous symmetry group. I. Classical systems, Sov. Phys. JETP 32, 493 (1971).
- V. L. Berezinskii, Destruction of long-range order in one-dimensional and two-dimensional systems possessing a continuous symmetry group. II. Quantum systems., Sov. Phys. JETP 34, 610 (1972).
- J. M. Kosterlitz and D. J. Thouless, Ordering, metastability and phase transitions in two-dimensional systems, J. Phys. C: Solid State Phys. 6, 1181 (1973).
- J. M. Kosterlitz, The critical properties of the two-dimensional XY model, J. Phys. C: Solid State Phys. 7, 1046 (1974).
- J. V. José, L. P. Kadanoff, S. Kirkpatrick, and D. R. Nelson, Renormalization, vortices, and symmetry-breaking perturbations in the two-dimensional planar model, Phys. Rev. B 16, 1217 (1977).
- B. Nienhuis, H. J. Hilhorst, and H. W. J. Blöte, Triangular SOS models and cubic-crystal shapes, J. Phys. A: Math. Gen. 17, 3559 (1984).
- H. Kitatani and T. Oguchi, Antiferromagnetic triangular Ising model with ferromagnetic next nearest neighbor interactions –transfer matrix method–, J. Phys. Soc. Jpn. 57, 1344 (1988).
- H. W. J. Blöte and M. P. Nightingale, Antiferromagnetic triangular Ising model: Critical behavior of the ground state, Phys. Rev. B 47, 15046 (1993).
- X. Qian and H. W. J. Blöte, Triangular Ising model with nearest- and next-nearest-neighbor couplings in a field, Phys. Rev. E 70, 036112 (2004).
- H. Otsuka, Y. Okabe, and K. Nomura, Global phase diagram and six-state clock universality behavior in the triangular antiferromagnetic Ising model with anisotropic next-nearest-neighbor coupling: Level-spectroscopy approach, Phys. Rev. E 74, 011104 (2006).
- G. S. Grest and J. R. Banavar, Monte Carlo study of the antiferromagnetic Potts model in two dimensions, Phys. Rev. Lett. 46, 1458 (1981).
- M. P. M. den Nijs, M. P. Nightingale, and M. Schick, Critical fan in the antiferromagnetic three-state Potts model, Phys. Rev. B 26, 2490 (1982).
- H. Otsuka and Y. Okabe, Phase diagram of the square-lattice three-state Potts antiferromagnet with a staggered polarization field, Phys. Rev. Lett. 93, 120601 (2004).
- H. Otsuka, K. Mori, Y. Okabe, and K. Nomura, Level spectroscopy of the square-lattice three-state Potts model with a ferromagnetic next-nearest-neighbor coupling, Phys. Rev. E 72, 046103 (2005).
- K. Nomura and K. Okamoto, Critical properties of S=1/2 antiferromagnetic XXZ chain with next-nearest-neighbour interactions, J. Phys. A: Math. Gen. 27, 5773 (1994).
- K. Nomura, Correlation functions of the 2D sine-Gordon model, J. Phys. A: Math. Gen. 28, 5451 (1995).
- S. Blundell, Magnetism in Condensed Matter (Oxford University Press, Oxford, 2001).
- K. Hukushima and K. Nemoto, Exchange Monte Carlo method and application to spin glass simulations, J. Phys. Soc. Jpn. 65, 1604 (1996).
- K. Binder, Critical properties from Monte Carlo coarse graining and renormalization, Phys. Rev. Lett. 47, 693 (1981).
- K. Shiina, H. Mori, Y. Okabe, and H. Lee, Machine-learning studies on spin models, Sci. Rep. 10, 2177 (2020).
- J. Carrasquilla and R. G. Melko, Machine learning phases of matter, Nat. Phys. 13, 431 (2017).
- D. P. Kingma and J. Ba, Adam: A method for stochastic optimization, arXiv:1412.6980.
- A. Belavin, A. Polyakov, and A. Zamolodchikov, Infinite conformal symmetry in two-dimensional quantum field theory, Nucl. Phys. B 241, 333 (1984).
- H. W. J. Blöte, J. L. Cardy, and M. P. Nightingale, Conformal invariance, the central charge, and universal finite-size amplitudes at criticality, Phys. Rev. Lett. 56, 742 (1986).
- I. Affleck, Universal term in the free energy at a critical point and the conformal anomaly, Phys. Rev. Lett. 56, 746 (1986).
- Y. Okabe and H. Otsuka, BKT transitions of the XY and six-state clock models on the various two-dimensional lattices, J. Phys. A: Math. Theor. 58, 065003 (2025).
- Y. Miyajima, Y. Murata, Y. Tanaka, and M. Mochizuki, Machine learning detection of Berezinskii-Kosterlitz-Thouless transitions in -state clock models, Phys. Rev. B 104, 075114 (2021).
- K.-K. Ng, C.-Y. Huang, and F.-L. Lin, Berezinskii-Kosterlitz-Thouless transition from neural network flows, Phys. Rev. E 108, 034104 (2023).
- S. Haldar, S. S. Rahaman, and M. Kumar, Study of the Berezinskii–Kosterlitz–Thouless transition: An unsupervised machine learning approach, J. Phys.: Condens. Matter 36, 415804 (2024).
- H. W. J. Blöte and M. P. Nightingale, Critical behaviour of the two-dimensional Potts model with a continuous number of states; a finite size scaling analysis, Physica A 112, 405 (1982).
- F. Wang and D. P. Landau, Efficient, multiple-range random walk algorithm to calculate the density of states, Phys. Rev. Lett. 86, 2050 (2001).
- S. T. Bramwell, M. J. Harris, B. C. den Hertog, M. J. P. Gingras, J. S. Gardner, D. F. McMorrow, A. R. Wildes, A. Cornelius, J. D. M. Champion, R. G. Melko, and T. Fennell, Spin correlations in : A dipolar spin ice system, Phys. Rev. Lett. 87, 047205 (2001).
- K. Matsuhira, Z. Hiroi, T. Tayama, S. Takagi, and T. Sakakibara, A new macroscopically degenerate ground state in the spin ice compound under a magnetic field, J. Phys.: Condens. Matter 14, L559 (2002).
- A. S. Wills, R. Ballou, and C. Lacroix, Model of localized highly frustrated ferromagnetism: The kagomé spin ice, Phys. Rev. B 66, 144407 (2002).
- M. Udagawa, M. Ogata, and Z. Hiroi, Exact result of ground-state entropy for Ising pyrochlore magnets under a magnetic field along [111] axis, J. Phys. Soc. Jpn. 71, 2365 (2002).
- R. Moessner and S. L. Sondhi, Theory of the [111] magnetization plateau in spin ice, Phys. Rev. B 68, 064411 (2003).
- https://github.com/yixuan/spectra/.