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    Extended-range percolation for neighborhoods of rectangular shape on square lattice

    Zhipeng Xun* and Dapeng Hao†

    Robert M. Ziff‡

    • Center for the Study of Complex System and Department of Chemical Engineering, University of Michigan, Ann Arbor, Michigan 48109-2800, USA

    • *Contact author: zpxun@cumt.edu.cn
    • †Contact author: dphao@cumt.edu.cn
    • ‡Contact author: rziff@umich.edu

    Phys. Rev. E 114, 034139 – Published 23 September, 2026

    DOI: https://doi.org/10.1103/xsyr-d79f

    Abstract

    In this paper, extended-range percolation for neighborhoods of rectangular shape on a square lattice is investigated by means of Monte Carlo simulations. We choose a rectangle with an aspect ratio of 2 : 1, with the long side indicating its orientation. Three types of orientation are considered, namely horizontal (model I), horizontal or vertical randomly with equal probability (model II), and both horizontal and vertical simultaneously (thus in the shape of a cross) (model III). Simulations of both bond and site percolation are performed on the basis of an effective single-cluster growth algorithm, and precise percolation thresholds are found. The asymptotic and finite-size behaviors between the thresholds pc and the coordination number z for each type are also discussed. For bond percolation, the asymptotic value zpc of all three situations tends to Bethe-lattice behavior (zpc∼1), and the finite-z correction is found to be consistent with zpc∼1+a1z−1/2+a2z−1+a3z−3/2 given by Deng et al. [J. Phys.: Conf. Ser. 1163, 012001, (2019)]. Regarding site percolation, for model I, data fitting gives the value of zpc∼4.3951(1) for large z, compared to zpc=2dηc∼4.3954, where ηc=1.09884280(9) [Phys. Rev. E 86, 061109 (2012)] is the continuum percolation threshold of aligned squares. For model II with site percolation, the nonlinear behavior of zpc versus 1/z shows that the orientation of the rectangle has an effect on the asymptotic behavior of zpc. A variation of model II in which reciprocal neighborhoods are taken into account however shows linear behavior on such a plot. For model III, the fitting of the data leads to zpc∼4.414(2), which is in principle not related to the continuum threshold of overlapping crosses but close to the value zpc≈4.51235 of overlapping disks. Some power laws of the simulation results are also discussed. The results show that the orientation of the rectangle has an impact on the thresholds of both bond percolation and site percolation, and a deeper analysis indicates that this effect gradually weakens as the coordination number z increases, following a power law of z−w with w=1.49(1) for bond percolation and 0.91(1) for site percolation for the difference between models I and II.

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