Abstract
Metastability is a very frequent phenomenon in nature. It also finds many applications in science and engineering. A noticeable basic feature is the presence of “quasi-equilibria states” and relatively sudden transitions between them. The goal of this short expository note is to discuss some aspects of the stochastic modeling of metastability, usually done through the consideration of special stochastic processes. This includes a “pathwise approach” developed since the 1980s. Thought as an invitation to the readership, three examples are quickly reviewed, starting with a class of reaction-diffusion equations subject to a small stochastic noise, for which the theory of large deviations has been a very useful tool, and further precision achieved through the help of potential theoretical techniques. We present then brief summaries of results on the Harris contact process on suitable finite graphs, and a quick discussion of stochastic dynamics for the well-known Ising model. The first can be thought as an oversimplified model for the propagation of an infection, and the second has been used in the context of magnetization. From a probabilistic analysis and technical viewpoint, the Ising model enjoys time-reversibility, which provides useful tools, while the contact process is non-reversible.
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Notes
- 1.
V is the set of vertices and \(\mathcal {E}\) denotes the set of unordered edges.
- 2.
Right continuous, with left limits.
- 3.
- 4.
This is not the situation described in the previous page where h → 0 and the volume must grow. It is much simpler and opened the door to a huge amount of work in the mathematical description.
References
S. M. Allen and J. W. Cahn: A microscopic theory for antiphase boundary motion and its application to antiphase domain coarsening. Acta Metallurgica 27, 1085–1095 (1979)
J. Barrera, O. Bertoncini, R. Fernández: Abrupt convergence and escape behavior for birth and death chains. J. Stat. Phys. 137 (4), 595–623 (2009)
F. Barret: Sharp asymptotics of metastable transition times for one dimensional spdes. Ann. Inst. H. Poincaré Probab. Statist. 51 (1), 129–166 (2015)
D. J. Barsky, G. Grimmett, C. M. Newman: Percolation in half-spaces: equality of critical probabilities and continuity of the percolation probability. Probab. Theory Relat. Fields 90 (1), 111–148 (1991)
N. Berger, C. Borgs, J. T. Chayes, A. Saberi: Asymptotic behavior and distributional limits of preferential attachment graphs. Ann. Probab. 42, 1–40 (2014)
C. Bezuidenhout, G. Grimmett: The critical contact process dies out. Ann. Probab.18 (4), 1462–1482 (1990)
A. Bianchi, A. Gaudillière: Metastable states, quasi-stationary distributions and soft measures. Stochastic Process. Appl. 126 (6), 1622–1680 (2016)
A. Bianchi, A. Gaudillière, P. Milanesi: On soft capacities, quasi-stationary distributions and the pathwise approach to metastability. arXiv:1807.11233
A. Bovier, M. Eckhoff, V. Gayrard, and M. Klein: Metastability in reversible diffusion processes I: Sharp asymptotics for capacities and exit times. J. Eur. Math. Soc. 6, 399–424 (2004)
A. Bovier, F. den Hollander: Metastability: A potential theoretic approach. Springer (2015)
S. Brassesco: Some results on small random perturbations of an infinite dimensional dynamical system. Stoch. Proc. Appl. 38, 33–53 (1991)
S. Brassesco, E. Presutti, V. Sidoravicius, M. E. Vares: Ergodicity of a Glauber+Kawasaki process with metastable states. Markov Proc. Relat. Fields 6 (2), 181–203 (2000)
V. H. Can. Metastability for the contact process on the preferential attachment graph. Internet Math. 45pp. (2017)
N. Chafee and E. F. Infante: Bifurcation and stability for a nonlinear parabolic partial differential equation. Bull. Am. Math. Soc.80, 49–52 (1974)
S. Chatterjee, R. Durrett: Contact process on random graphs with degree power law distribution have critical value zero. Ann. Probab. 37, 2332–2356 (2009)
J. W. Chen: The contact process on a finite system in higher dimensions, Chinese J. Contemp. Math. 15 13–20 (1994)
M. Cramston, T. Mountford, J.-C. Mourrat, D. Valesin: The contact process on finite homogeneous trees revisited. Alea 11 (1), 385–408 (2014)
M. Cassandro, A. Galves, E. Olivieri, M. E. Vares: Metastable behaviour of stochastic dynamics: a pathwise approach. J. Stat. Phys. 35, 603–634 (1984)
A. De Masi, P. A. Ferrari, and J. L. Lebowitz: Reaction-diffusion equations for interacting particle systems. J. Stat. Phys. 44, 589–644 (1986)
A. Debussche, M. Hoegele, and P. Imkeller: Asymptotic first exit times of the Chafee-Infante equation with small heavy-tailed Lévy noise. Electron. Commun. Probab. 16, 213–225 (2011)
A. Debussche, M. Högele, and P. Imkeller: The Dynamics of Nonlinear Reaction-Diffusion Equations with Small Lévy Noise, Lecture Notes in Mathematics 2085, Springer (2013)
R. Durrett: On the growth of one dimensional contact process. Ann. Probab. 8 (5), 890–907 (1980)
R. Durrett: Random Graph Dyamics. Cambridge Univ. Press, Cambridge (2007)
R. Durrett, X-F. Liu: The contact process on a finite set. Ann. Probab. 16 (3), 1158–1173 (1988)
R. Durrett, R. H. Schonmann: The contact process on a finite set II. Ann.Probab. 16 (4), 1570–1583 (1988)
J. Farfan, C. Landim, K. Tsunoda: Static large deviations for a reaction-diffusion model. arXiv:1606.07227 (2016)
W. G. Faris and G. Jona-Lasinio: Large fluctuations for a nonlinear heat equation with noise. J. Phys. A 15, 3025–3055 (1982)
M. I. Freidlin and A. D. Wentzell: Random Perturbations of Dynamical Systems. Grundlehren der mathematischen Wissenschaften. Springer, Berlin- Heidelberg (1998)
A. Galves, E. Olivieri, and M. E. Vares: Metastability for a class of dynamical systems subject to small random perturbations. Ann. Probab. 15, 1288–1305 (1987)
A. Gaudillière, P. Milanesi, M. E. Vares. Asymptotic exponential law for the transition time to equilibrium of the metastable kinetic Ising model with vanishing magnetic field. arXiv:1809.07044
T. Harris: Contact interactions on a lattice. Ann. Probab. 2, 969–988 (1974)
D. Henry: Geometric theory of semilinear parabolic equations. Lecture Notes in Mathematics 840, Berlin-Heidelberg-New York: Springer-Verlag., (1981)
A. Hinojosa: Exit time for a reaction diffusion model. Markov Processes and Related Filelds 10 (4), 705–744 (2005)
M. Högele and I. Pavlyukevich: Metastability in a class of hyperbolic dynamical systems perturbed by heavy-tailed Lévy type noise. Stochastics and Dynamics 15(3) (2015)
H. A. Kramers: Brownian motion in a field of force and the diffusion model of chemical reactions. Physica 7 (4), 284–304 (1940)
D. A. Levin, M. Luczak, and Y. Peres: Glauber dynamics for the Mean-field Ising Model: cut-off, critical power law, and metastability. Probab. Theory Rel. Fields 146, 233–265 (2010)
T. M. Liggett: Interacting Particle Systems. Springer, New York (1985)
T. M. Liggett: Stochastic Interacting Systems: Contact, Voter and Exclusion Processes. Springer, Berlin (1999)
F. Martinelli, E. Olivieri, and E. Scoppola: Small random perturbations of finite and infinite-dimensional dynamical systems: Unpredictability of exit times. Journal of Statistical Physics 55, 477–504 (1989)
T. S. Mountford: A metastable result for the finite multidimensional contact process. Can. Math. Bull. 36 (2), 216–226 (1993)
T. S. Mountford: Existence of a constant for finite system extinction. J. Stat. Phys. 96 (5/6), 1331–1341 (1999)
T. Mountford, J.-C. Mourrat, D. Valesin, Q. Yao: Exponential extinction time of the contact process on finite graphs. Stoch. Proc. Appl. 216, 1974–2013 (2016)
T. Mountford, D. Valesin, Q. Yao: Metastable densities for the contact process on power law random graphs. Electron. J. Probab. 18, 1–36 (2013)
J.-C. Mourrat, D. Valesin: Phase transition of the contact process on random regular graphs. Electron. J. Probab.21, 1–17 (2016)
E. J. Neves, R. H. Schonmann: Critical droplets and metastability for a Glauber dynamics at very low temperatures. Commun. Math. Phys. 137, 209–230 (1991)
E. J. Neves, R. H. Schonmann: Behaviour of droplets for a class of Glauber dynamics at very low temperatures. Probab. Theory Relat. Fields 91, 331–354 (1992)
E. Olivieri, M. E. Vares: Large deviations and metastability. Cambridge University Press (2005)
R. Pemantle: The contact process on trees. Ann. Probab. 20, 2089–2116 (1992)
O. Penrose, J. L. Lebowitz: Rigorous treatment of metastable states in the van der Waals-Maxwell Theory. J. Stat. Phys. 3, 211–241 (1971)
M. Salzano: The contact process on graphs. PhD thesis, UCLA, (2000). (Reprinted Publicações Matemáticas. IMPA, 2003.)
M. Salzano, R. Schonmann: A new proof that for the contact process on homogeneous trees local survival implies complete convergence. Ann. Probab. 26, 1251–1258 (1998)
R. H. Schonmann: Metastability for the contact process. J. Stat. Phys. 41 (3/4), 445–484 (1985)
R. H. Schonmann: The pattern of escape from metastability of a stochastic Ising model. Commun. Math. Phys. 147, 231–240 (1992)
R. H. Schonmann: Theorems and conjectures on the droplet driven relaxation of stochastic Ising model. In Probability and Phase Transition, ed. G. Grimmett. NATO ASI Series. Dordrecht, Kluwer, 265–301 (1994)
R. H. Schonmann, S. Shlosman: Wulff droplets and the metastable relaxation of kinetic Ising models. Commun. Math. Phys.194 (2), 389–462 (1998)
A. Simonis: Metastability of the d-dimensional contact process. J. Stat. Phys. 83 (5/6), 1225–1239 (1996)
M. Stacey: The existence of an intermediate phase for the contact process on tress. Ann. Probab. 24, 1711–1726 (1996)
Y. Zhang: The complete convergence theorem of the contact process on trees. Ann. Probab. 24, 1408–1443 (1996)
Acknowledgements
M. E. Vares acknowledges support of CNPq (grant 305075/2016-0) and FAPERJ (grant E-26/203.048/2016).
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Brassesco, S., Vares, M.E. (2019). Metastability: A Brief Introduction Through Three Examples. In: Araujo, C., Benkart, G., Praeger, C., Tanbay, B. (eds) World Women in Mathematics 2018. Association for Women in Mathematics Series, vol 20. Springer, Cham. https://doi.org/10.1007/978-3-030-21170-7_3
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