- Open Access
Stationary noise in discrete models of the Kardar-Parisi-Zhang class
APS Open Sci. 1, 000168 – Published 9 October, 2026
DOI: https://doi.org/10.1103/mr6f-mj1m
Abstract
In discrete models describing growing rough interfaces in the Kardar-Parisi-Zhang universality class, we examine height fluctuations at a fixed site as a function of time, measured in monolayer units. For small systems, we show that it is possible to reach the stationary state. We compute the two-time autocorrelation and power spectra independently. The correlation function remains nonexponential and vanishes after a correlation time that diverges with system size. As a result, the power spectra display a lower cutoff with constant power. In the nontrivial frequency regime, we observe -type scaling with the spectral exponent 5/3. Finite-size scaling reveals that the temporal correlation function follows dynamic scaling. Our findings, supported by scaling-theoretical arguments, establish that the fluctuations are wide-sense stationary, implying the applicability of the Wiener-Khinchin theorem. The scaling arguments also reveal a scaling relation , where and denote the roughness and dynamical exponents.
Physics Subject Headings (PhySH)
Article Text
References (47)
- P. Dutta and P. M. Horn, Low-frequency fluctuations in solids: noise, Rev. Mod. Phys. 53, 497 (1981).
- J. B. Johnson, The Schottky effect in low frequency circuits, Phys. Rev. 26, 71 (1925).
- B. Pellegrini, R. Saletti, P. Terreni, and M. Prudenziati, noise in thick-film resistors as an effect of tunnel and thermally activated emissions, from measures versus frequency and temperature, Phys. Rev. B 27, 1233 (1983).
- W. Li and K. Kaneko, Long-range correlation and partial spectrum in a noncoding DNA sequence, Europhys. Lett. 17, 655 (1992).
- Z. Siwy and A. Fuliński, Origin of noise in membrane channel currents, Phys. Rev. Lett. 89, 158101 (2002).
- N. V. Sarlis, E. S. Skordas, and P. A. Varotsos, Heart rate variability in natural time and “noise”, Europhys. Lett. 87, 18003 (2009).
- D. Aguilar-Velázquez and L. Guzmán-Vargas, Critical synchronization and noise in inhibitory/excitatory rich-club neural networks, Sci. Rep. 9, 1258 (2019).
- A. Singh, R. Chhimpa, and A. C. Yadav, Fitness fluctuations in the Bak-Sneppen model, Phys. Rev. E 108, 044109 (2023).
- K. A. Takeuchi, power spectrum in the Kardar–Parisi–Zhang universality class, J. Phys. A: Math. Theor. 50, 264006 (2017).
- R. Kubo, M. Toda, and H. Hashitsume, Statistical Physics II: Nonequilibrium Statistical Mechanics (Springer-Verlag, Berlin, 1995).
- R. Chhimpa and A. C. Yadav, noise in the Ising model, Phys. Rev. E 111, 064130 (2025).
- R. Chhimpa and A. C. Yadav, Scaling behavior in the number theoretic division model of self-organized criticality, Phys. Rev. E 111, 024108 (2025).
- R. Chhimpa and A. C. Yadav, Avalanche activity noise in sandpile models, J. Stat. Mech. (2025) 103205.
- S. Sadegh, E. Barkai, and D. Krapf, noise for intermittent quantum dots exhibits non-stationarity and critical exponents, New J. Phys. 16, 113054 (2014).
- N. Leibovich and E. Barkai, Aging Wiener-Khinchin theorem, Phys. Rev. Lett. 115, 080602 (2015).
- A. Dechant and E. Lutz, Wiener-Khinchin theorem for nonstationary scale-invariant processes, Phys. Rev. Lett. 115, 080603 (2015).
- N. Leibovich, A. Dechant, E. Lutz, and E. Barkai, Aging Wiener-Khinchin theorem and critical exponents of noise, Phys. Rev. E 94, 052130 (2016).
- A.-L. Barabási and H. E. Stanley, Fractal Concepts in Surface Growth (Cambridge University Press, Cambridge, UK, 1995).
- T. Halpin-Healy and K. A. Takeuchi, A KPZ cocktail-shaken, not stirred..., J. Stat. Phys. 160, 794 (2015).
- K. A. Takeuchi, An appetizer to modern developments on the Kardar–Parisi–Zhang universality class, Physica A 504, 77 (2018).
- K. A. Takeuchi, K. Takasan, O. Busani, P. L. Ferrari, R. Vasseur, and J. De Nardis, Partial yet definite emergence of the Kardar-Parisi-Zhang class in isotropic spin chains, Phys. Rev. Lett. 134, 097104 (2025).
- Q. Fontaine, D. Squizzato, F. Baboux, I. Amelio, A. Lemaître, M. Morassi, I. Sagnes, L. Le Gratiet, A. Harouri, M. Wouters, I. Carusotto, A. Amo, M. Richard, A. Minguzzi, L. Canet, S. Ravets, and J. Bloch, Kardar-Parisi-Zhang universality in a one-dimensional polariton condensate, Nature (London) 608, 687 (2022).
- G. Palasantzas, D. Tsamouras, and J. T. M. De Hosson, Roughening aspects of room temperature vapor deposited oligomer thin films onto Si substrates, Surf. Sci. 507–510, 357 (2002).
- R. A. L. Almeida, S. O. Ferreira, T. J. Oliveira, and F. D. A. Aarão Reis, Universal fluctuations in the growth of semiconductor thin films, Phys. Rev. B 89, 045309 (2014).
- K. A. Takeuchi and M. Sano, Universal fluctuations of growing interfaces: Evidence in turbulent liquid crystals, Phys. Rev. Lett. 104, 230601 (2010).
- K. A. Takeuchi, M. Sano, T. Sasamoto, and H. Spohn, Growing interfaces uncover universal fluctuations behind scale invariance, Sci. Rep. 1, 34 (2011).
- J.-I. Wakita, H. Itoh, T. Matsuyama, and M. Matsushita, Self-affinity for the growing interface of bacterial colonies, J. Phys. Soc. Jpn. 66, 67 (1997).
- M. Matsushita, J. Wakita, H. Itoh, I. Ràfols, T. Matsuyama, H. Sakaguchi, and M. Mimura, Interface growth and pattern formation in bacterial colonies, Physica A 249, 517 (1998).
- M. A. C. Huergo, M. A. Pasquale, P. H. González, A. E. Bolzán, and A. J. Arvia, Growth dynamics of cancer cell colonies and their comparison with noncancerous cells, Phys. Rev. E 85, 011918 (2012).
- P. Meakin, P. Ramanlal, L. M. Sander, and R. C. Ball, Ballistic deposition on surfaces, Phys. Rev. A 34, 5091 (1986).
- B. Farnudi and D. D. Vvedensky, Large-scale simulations of ballistic deposition: The approach to asymptotic scaling, Phys. Rev. E 83, 020103(R) (2011).
- E. Daryaei, Universality and crossover behavior of single-step growth models in and dimensions, Phys. Rev. E 101, 062108 (2020).
- M. Kardar, G. Parisi, and Y.-C. Zhang, Dynamic scaling of growing interfaces, Phys. Rev. Lett. 56, 889 (1986).
- T. Kriecherbauer and J. Krug, A pedestrian's view on interacting particle systems, KPZ universality and random matrices, J. Phys. A: Math. Theor. 43, 403001 (2010).
- I. Corwin, The Kardar–Parisi–Zhang equation and universality class, Random Matrices: Theory Appl. 01, 1130001 (2012).
- C. Fontaine, F. Vercesi, M. Brachet, and L. Canet, Unpredicted scaling of the one-dimensional Kardar-Parisi-Zhang equation, Phys. Rev. Lett. 131, 247101 (2023).
- F. Family and T. Vicsek, Scaling of the active zone in the Eden process on percolation networks and the ballistic deposition model, J. Phys. A: Math. Gen. 18, L75 (1985).
- M. Henkel, J. D. Noh, and M. Pleimling, Phenomenology of aging in the Kardar-Parisi-Zhang equation, Phys. Rev. E 85, 030102(R) (2012).
- J.-D. Bao and X.-R. Wang, Generalized Einstein relation for aging processes, Commun. Phys. 7, 294 (2024).
- M. Henkel, Physical ageing from generalised time-translation-invariance, Nucl. Phys. B 1017, 116968 (2025).
- J. M. Kim and J. M. Kosterlitz, Growth in a restricted solid-on-solid model, Phys. Rev. Lett. 62, 2289 (1989).
- B. A. Mello, A. S. Chaves, and F. A. Oliveira, Discrete atomistic model to simulate etching of a crystalline solid, Phys. Rev. E 63, 041113 (2001).
- J. G. Amar and F. Family, Numerical solution of a continuum equation for interface growth in 2+1 dimensions, Phys. Rev. A 41, 3399(R) (1990).
- C.-H. Lam and F. G. Shin, Improved discretization of the Kardar-Parisi-Zhang equation, Phys. Rev. E 58, 5592 (1998).
- C. Dasgupta, S. Das Sarma, and J. M. Kim, Controlled instability and multiscaling in models of epitaxial growth, Phys. Rev. E 54, R4552(R) (1996).
- A. Alés and J. M. López, Faceted patterns and anomalous surface roughening driven by long-range temporally correlated noise, Phys. Rev. E 99, 062139 (2019).
- E. D. Leonel and D. F. M. Oliveira, Scaling invariance: A bridge between geometry, dynamics and criticality, Contemp. Phys. 67, 14 (2026).