Abstract
This review gives a survey of some results about systems of interacting particles and the laws characterizing their behavior on large scales, which are common for a number of phenomena unified under the notion of the Kardar–Parisi–Zhang universality class.
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Notes
By typical we mean the choice of parameters away from the points of phase transitions.
Our example of the model of vicious walkers, or rather its restriction on processes with a constant number of particles is strictly speaking not a Markov chain, since some of the processes drop out from consideration in course of time, violating the probability conservation. Within this section, however, the the probability conservation is not important.
Above, we used the summation over permutations of the ends of the paths that, however, play exactly the same role as the heads.
The prefix q-Hahn was first used when applied to a model with probabilities jumps (27) in the work [47].
Strictly speaking, the sign \( \subset \) denoting a subset, is not used quite correctly in this case, since the sites in \(({\mathbf{x}},{\mathbf{t}})\) may coincide. Nevertheless, we will use it to denote the fact that all points \(({\mathbf{x}},{\mathbf{t}})\) are on the boundary \(\mathcal{B}\).
That is a particle can jump forward with probability \(p\) if at the moment there are no particles with lower numbers in the same site or if all such particles also have decided to jump.
REFERENCES
A. Ya. Khinchin, “Statistical mechanics as a problem of probability theory,” Usp. Mat. Nauk 5 (3), 3–46 (1950).
R. L. Dobrushin an B. Tirozzi, “The central limit theorem and the problem of equivalence of ensembles,” Commun. Math. Phys. 54, 173–192 (1977).
M. Campanino, G. Del Grosso, and B. Tirozzi, “Local limit theorem for Gibbs random fields of particles and unbounded spins,” J. Math. Phys. 20, 1752–1758 (1979).
M. Kardar, G. Parisi, and Y. C. Zhang, “Dynamic scaling of growing interfaces,” Phys. Rev. Lett. 56, 889 (1986).
T. Halpin-Healy and Y. C. Zhang, “Kinetic roughening phenomena, stochastic growth, directed polymers and all that. Aspects of multidisciplinary statistical mechanics,” Phys. Rep. 254 (4–6), 215–414 (1995).
C. A. Tracy and H. Widom, “Level-spacing distributions and the Airy kernel,” Commun. Math. Phys. 159, 151–174 (1994).
M. Prähofer and H. Spohn, “Scale invariance of the PNG droplet and the Airy process,” J. Stat. Phys. 108 (5–6), 1071–1106 (2002).
M. L. Mehta, Random Matrices (Elsevier, Amsterdam, 2004).
J. Baik, P. Deift, and K. Johansson, “On the distribution of the length of the longest increasing subsequence of random permutations,” J. Am. Math. Soc. 12, 1119–1178 (1999).
A. M. Vershik and S. V. Kerov, “Asymptotics of the Plancherel measure of the symmetric group and the limiting form of Young tableaux,” Dokl. Akad. Nauk 233, 1024–1027 (1977).
W. Jockusch, J. Propp, and P. Shor, “Random domino tilings and the Arctic Circle theorem,” arXiv: math/9801068 (1998).
K. Johansson, “The Arctic Circle boundary and the Airy process,” Ann. Probab. 33 (1), 1–30 (2005).
P. L. Ferrari and H. Spohn, “Constrained Brownian motion: Fluctuations away from circular and parabolic barriers,” Ann. Probab. 33, 1302–1325 (2005).
K. Johansson, “Shape fluctuations and random matrices,” Commun. Math. Phys. 209, 437–476 (2000).
M. Kardar, “Directed paths in random media,” arXiv: cond-mat/9411022 (1994).
E. H. Lieb and W. Liniger, “Exact analysis of an interacting Bose gas. I. The general solution and the ground state,” Phys. Rev. 130, 1605 (1963).
G. Amir, I. Corwin, and J. Quastel, “Probability distribution of the free energy of the continuum directed random polymer in 1+1 dimensions,” Commun. Pure Appl. Math. 64, 466–537 (2011).
P. Calabrese, P. Le Doussal, and A. Rosso, “Free-energy distribution of the directed polymer at high temperature,” Europhys. Lett. 90, 20002 (2010).
V. Dotsenko, “Two-temperature statistics of free energies in (1+1) directed polymers,” Europhys. Lett. 116, 40004 (2017).
T. Sasamoto and H. Spohn, “One-dimensional Kardar–Parisi–Zhang equation: An exact solution and its universality,” Phys. Rev. Lett. 104, 230602 (2010).
V. E. Korepin, N. M. Bogoliubov, and A. G. Izergin, Quantum Inverse Scattering Method and Correlation Functions (Cambridge Univ. Press, 1997).
L. H. Gwa and H. Spohn, “Six-vertex model, roughened surfaces, and an asymmetric spin Hamiltonian,” Phys. Rev. Lett. 68, 725 (1992).
H. Bethe, “On the theory of metals, I. Eigenvalues and eigenfunctions of a linear chain of atoms,” in Selected Works of Hans A. Bethe: With Commentary (World Scientific, 1997), pp. 155–183.
A. A. Litvin and V. B. Priezzhev, “The Bethe ansatz for the six-vertex model with rotated boundary conditions,” J. Stat. Phys. 60, 307–321 (1990).
S. Karlin and J. McGregor, “Coincidence probabilities,” Pac. J. Math. 9, 1141–1164 (1959).
B. Lindström, “On the vector representations of induced matroids,” Bull. London Math. Soc. 5, 85–90 (1973).
I. M. Gessel and X. Viennot, “Determinants, paths, and plane partitions,” Preprint 1989, http://people.brandeis.edu/~gessel/homepage/papers/pp.pdf.
R. Brak, J. Essam, J. Osborn, A. L. Owczarek, and A. Rechnitzer, “Lattice paths and the constant term,” J. Phys.: Conf. Ser. 42, 47 (2006).
R. Brak and W. Galleas, “Constant term solution for an arbitrary number of osculating lattice paths,” Lett. Math. Phys. 103, 1261–1272 (2013).
B. Eynard and M. L. Mehta, “Matrices coupled in a chain: I. Eigenvalue correlations,” J. Phys. A: Math. Gen. 31, 4449 (1998).
A. Borodin and E. M. Rains, “Eynard–Mehta theorem, Schur process, and their Pfaffian analogs,” J. Stat. Phys. 121, 291–317 (2005).
J. Krug, “Origins of scale invariance in growth processes,” Adv. Phys. 46, 139–282 (1997).
P. L. Ferrari, “From interacting particle systems to random matrices,” J. Stat. Mech.: Theory Exp. No. 10, 10016 (2010).
A. Borodin and V. Gorin, “Lectures on integrable probability,” Probab. Stat. Phys. St. Petersburg 91, 155–214 (2016).
J. Quastel, “Introduction to KPZ,” Curr. Dev. Math., No. 1 (2011).
I. Corwin, “The Kardar–Parisi–Zhang equation and universality class,” Random Matrices: Theory Appl. 1 (01), 1130001 (2012).
J. G. Brankov, V. B. Priezzhev, and R. V. Shelest, “Generalized determinant solution of the discrete-time totally asymmetric exclusion process and zero-range process,” Phys. Rev. E 69, 066136 (2004).
V. B. Priezzhev, “Non-stationary probabilities for the asymmetric exclusion process on a ring,” Pramana 64, 915–925 (2005).
A. M. Povolotsky and V. B. Priezzhev, “Determinant solution for the totally asymmetric exclusion process with parallel update,” J. Stat. Mech.: Theory Exp., No. 07, P07002 (2006).
A. M. Povolotsky, V. B. Priezzhev, and G. M. Schütz, “Generalized Green functions and current correlations in the TASEP,” J. Stat. Phys. 142, 754–791 (2011).
S. S. Poghosyan, A. M. Povolotsky, and V. B. Priezzhev, “Universal exit probabilities in the TASEP,” J. Stat. Mech.: Theory Exp., No. 08, P08013 (2012).
A. M. Povolotsky, “On the integrability of zero-range chipping models with factorized steady states,” J. Phys. A: Math. Theor. 46, 465205 (2013).
M. E. Fisher, “Walks, walls, wetting, and melting,” J. Stat. Phys. 34, 667–729 (1984).
H. Rosengren, “A non-commutative binomial formula,” J. Geom. Phys. 32, 349–363 (2000).
M. R. Evans, S. N. Majumdar, and R. K. Zia, “Factorized steady states in mass transport models,” J. Phys. A: Math. Gen. 37, L275 (2004).
G. Barraquand and I. Corwin, “The \(q\)-Hahn asymmetric exclusion process,” Ann. Appl. Probab. 26, 2304–2356 (2016).
A. Borodin, I. Corwin, L. Petrov, and T. Sasamoto, “Spectral theory for interacting particle systems solvable by coordinate Bethe ansatz,” Commun. Math. Phys. 339, 1167–1245 (2015).
R. Frassek, “The non-compact XXZ spin chain as stochastic particle process,” J. Phys. A: Math. Theor. 52, 335202 (2019).
G. Barraquand and I. Corwin, “Random-walk in Beta-distributed random environment,” Probab. Theory Relat. Fields 167, 1057–1116 (2017).
T. Sasamoto and M. Wadati, “One-dimensional asymmetric diffusion model without exclusion,” Phys. Rev. E 58, 4181 (1998).
M. Alimohammadi, V. Karimipour, and M. Khorrami, “Exact solution of a one-parameter family of asymmetric exclusion processes,” Phys. Rev. E 57, 6370 (1998).
M. Alimohammadi, V. Karimipour, and M. Khorrami, “A two-parametric family of asymmetric exclusion processes and its exact solution,” J. Stat. Phys. 97, 373–394 (1999).
G. M. Schütz, R. Ramaswamy, and M. Barma, “Pairwise balance and invariant measures for generalized exclusion processes,” J. Phys. A: Math. Gen. 29, 837 (1996).
R. Frassek, C. Giardinà, and J. Kurchan, “Non-compact quantum spin chains as integrable stochastic particle processes,” J. Stat. Phys. 180, 135–171 (2020).
S. E. Derkachov, “Baxter’s Q-operator for the homogeneous XXX spin chain,” J. Phys. A: Math. Gen. 32, 5299 (1999).
N. M. Bogoliubov and R. K. Bullough, “A q-deformed completely integrable Bose gas model,” J. Phys. A: Math. Gen. 25, 4057 (1992).
T. Sasamoto and M. Wadati, “Exact results for one-dimensional totally asymmetric diffusion models,” J. Phys. A: Math. Gen. 31, 6057 (1998).
A. M. Povolotsky, “Bethe ansatz solution of zero-range process with nonuniform stationary state,” Phys. Rev. E 69, 061109 (2004).
A. M. Povolotsky and J. F. Mendes, “Bethe ansatz solution of discrete time stochastic processes with fully parallel update,” J. Stat. Phys. 123, 125–166 (2006).
A. Borodin and I. Corwin, “Macdonald processes,” Probab. Theory Relat. Fields 158, 225–400 (2014).
A. Borodin, I. Corwin, and P. Ferrari, “Free energy fluctuations for directed polymers in random media in 1 + 1 dimension,” Commun. Pure Appl. Math. 67, 1129–1214 (2014).
V. B. Priezzhev, E. V. Ivashkevich, A. M. Povolotsky, and C. K. Hu, “Exact phase diagram for an asymmetric avalanche process,” Phys. Rev. Lett. 87, 084301 (2001).
A. Borodin and I. Corwin, “Discrete time \(q\)-TASEPs,” Int. Math. Res. Not., No. 2, 499–537 (2015).
A. Borodin and P. Ferrari, “Large time asymptotics of growth models on space-like paths I: PushASEP,” Electron. J. Probab. 13, 1380–1418 (2008).
A. M. Povolotsky, V. B. Priezzhev, and C. K. Hu, “The asymmetric avalanche process,” J. Stat. Phys. 111, 1149–1182 (2003).
J. F. Van Diejen, “Diagonalization of an integrable discretization of the repulsive delta Bose gas on the circle,” Commun. Math. Phys. 267, 451–476 (2006).
I. Corwin and L. Petrov, “Stochastic higher spin vertex models on the line,” Commun. Math. Phys. 343, 651–700 (2016).
I. Corwin, K. Matveev, and L. Petrov, “The \(q\)-Hahn PushTASEP,” Int. Math. Res. Not. (2018), https://doi.org/10.1093/imrn/rnz106
G. M. Schütz, “Exact solution of the master equation for the asymmetric exclusion process,” J. Stat. Phys. 88, 427–445 (1997).
A. Rákos and G. M. Schütz, “Current distribution and random matrix ensembles for an integrable asymmetric fragmentation process,” J. Stat. Phys. 118, 511–530 (2005).
A. E. Derbyshev, S. S. Poghosyan, A. M. Povolotsky, and V. B. Priezzhev, “The totally asymmetric exclusion process with generalized update,” J. Stat. Mech: Theory Exp., No. 05, P05014 (2012).
C. A. Tracy and H. Widom, “Integral formulas for the asymmetric simple exclusion process,” Commun. Math. Phys. 279, 815–844 (2008).
A. Borodin, I. Corwin, L. Petrov, and T. Sasamoto, “Spectral theory for the \(q\)-Boson particle system,” Compos. Math. 151, 1–67 (2015).
R. P. Stanley, Enumerative Combinatorics, 2nd ed. (Cambridge Univ. Press, 2011), Vol. 1.
T. Sasamoto, “Spatial correlations of the 1D KPZ surface on a flat substrate,” J. Phys. A: Math. Gen. 38, L549 (2005).
A. Borodin, P. L. Ferrari, M. Prähofer, and T. Sasamoto, “Fluctuation properties of the TASEP with periodic initial configuration,” J. Stat. Phys. 129, 1055–1080 (2007).
A. Borodin, P. L. Ferrari, and M. Prähofer, “Fluctuations in the discrete TASEP with periodic initial configurations and the Airy1 process,” Int. Math. Res. Pap. (2007), https://doi.org/10.1093/imrp/rpm002
A. Borodin, P. L. Ferrari, and T. Sasamoto, “Transition between Airy1 and Airy2 processes and TASEP fluctuations,” Commun. Pure Appl. Math. 61, 1603–1629 (2008).
T. Nagao and T. Sasamoto, “Asymmetric simple exclusion process and modified random matrix ensembles,” Nucl. Phys. B 699, 487–502 (2004).
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).
J. G. Amar and F. Family, “Critical cluster size: Island morphology and size distribution in submonolayer epitaxial growth,” Phys. Rev. Lett. 74, 2066 (1995).
J. Krug, P. Meakin, and T. Halpin-Healy, “Amplitude universality for driven interfaces and directed polymers in random media,” Phys. Rev. A 45, 638 (1992).
P. L. Ferrari, “Slow decorrelations in Kardar–Parisi–Zhang growth,” J. Stat. Mech.: Theory Exp., No. 07, P07022 (2008).
I. Corwin, P. L. Ferrari, and S. Péché, “Universality of slow decorrelation in KPZ growth,” Ann. l’IHP Probab. Stat. 48, 134–150 (2012).
F. J. Dyson, “A Brownian motion model for the eigenvalues of a random matrix,” J. Math. Phys. 3, 1191–1198 (1962).
A. Borodin and P. Ferrari, “Large time asymptotics of growth models on space-like paths I: PushASEP,” Electron. J. Probab. 13, 1380–1418 (2008).
A. Borodin, P. L. Ferrari, and T. Sasamoto, “Large time asymptotics of growth models on space-like paths II: PNG and parallel TASEP,” Commun. Math. Phys. 283, 417–449 (2008).
T. Imamura and T. Sasamoto, “Dynamics of a tagged particle in the asymmetric exclusion process with the step initial condition,” J. Stat. Phys. 128, 799–846 (2007).
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In memory of my Teacher and senior friend Vyacheslav Borisovich Priezzhev
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Povolotsky, A.M. Untangling of Trajectories and Integrable Systems of Interacting Particles: Exact Results and Universal Laws. Phys. Part. Nuclei 52, 239–273 (2021). https://doi.org/10.1134/S1063779621020040
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DOI: https://doi.org/10.1134/S1063779621020040