Skip to main content
Erschienen in: Journal of Scientific Computing 3/2018

25.11.2017

Ordered Line Integral Methods for Computing the Quasi-Potential

verfasst von: Daisy Dahiya, Maria Cameron

Erschienen in: Journal of Scientific Computing | Ausgabe 3/2018

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The quasi-potential is a key function in the Large Deviation Theory. It characterizes the difficulty of the escape from the neighborhood of an attractor of a stochastic non-gradient dynamical system due to the influence of small white noise. It also gives an estimate of the invariant probability distribution in the neighborhood of the attractor up to the exponential order. We present a new family of methods for computing the quasi-potential on a regular mesh named the ordered line integral methods (OLIMs). In comparison with the first proposed quasi-potential finder based on the ordered upwind method (OUM) (Cameron in Phys D Nonlinear Phenom 241:1532–1550, 2012), the new methods are 1.5–4 times faster, can produce error two to three orders of magnitude smaller, and may exhibit faster convergence. Similar to the OUM, OLIMs employ the dynamical programming principle. Contrary to it, they (1) have an optimized strategy for the use of computationally expensive triangle updates leading to a notable speed-up, and (2) directly solve local minimization problems using quadrature rules instead of solving the corresponding Hamilton–Jacobi-type equation by the first order finite difference upwind scheme. The OLIM with the right-hand quadrature rule is equivalent to OUM. The use of higher order quadrature rules in local minimization problems dramatically boosts up the accuracy of OLIMs. We offer a detailed discussion on the origin of numerical errors in OLIMs and propose rules-of-thumb for the choice of the important parameter, the update factor, in the OUM and OLIMs. Our results are supported by extensive numerical tests on two challenging 2D examples.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Anhänge
Nur mit Berechtigung zugänglich
Fußnoten
1
Actually, in our codes, the maximal update length for the one-point update is Kh, while it is \(Kh + \sqrt{h_1^2+h_2^2}\) for the triangle update.
 
2
There is an error in Eq. (89) in [1]. It should be \(U=\tfrac{1}{2}(r^2-1)^2\).
 
Literatur
3.
Zurück zum Zitat Conte, S.D., de Boor, Carl: Elementary Numerical Analysis: An Algorithmic Approach, 3rd edn. McGraw-Hill Book Company, New York (1980)MATH Conte, S.D., de Boor, Carl: Elementary Numerical Analysis: An Algorithmic Approach, 3rd edn. McGraw-Hill Book Company, New York (1980)MATH
4.
Zurück zum Zitat Crandall, M.G., Lions, P.L.: Viscosity solutions of Hamilton–Jacobi–Bellman equations. Trans. Am. Math. Soc. 277, 1–43 (1983)CrossRefMATH Crandall, M.G., Lions, P.L.: Viscosity solutions of Hamilton–Jacobi–Bellman equations. Trans. Am. Math. Soc. 277, 1–43 (1983)CrossRefMATH
5.
Zurück zum Zitat Freidlin, M.I., Wentzell, A.D.: Random Perturbations of Dynamical Systems, 3rd edn. Springer, Berlin (2012)CrossRefMATH Freidlin, M.I., Wentzell, A.D.: Random Perturbations of Dynamical Systems, 3rd edn. Springer, Berlin (2012)CrossRefMATH
6.
Zurück zum Zitat Grafke, T., Grauer, R., Schaefer, T.: The instanton method and its numerical implementation in fluid mechanics. J. Phys. A Math. Theor. 48(33), 333001 (2015)MathSciNetCrossRefMATH Grafke, T., Grauer, R., Schaefer, T.: The instanton method and its numerical implementation in fluid mechanics. J. Phys. A Math. Theor. 48(33), 333001 (2015)MathSciNetCrossRefMATH
7.
Zurück zum Zitat Heymann, M., Vanden-Eijnden, E.: Pathways of maximum likelihood for rare events in non-equilibrium systems, application to nucleation in the presence of shear. Phys. Rev. Lett. 100(14), 140601 (2007)CrossRef Heymann, M., Vanden-Eijnden, E.: Pathways of maximum likelihood for rare events in non-equilibrium systems, application to nucleation in the presence of shear. Phys. Rev. Lett. 100(14), 140601 (2007)CrossRef
8.
Zurück zum Zitat Heymann, M., Vanden-Eijnden, E.: The geometric minimum action method: a least action principle on the space of curves. Commun. Pure Appl. Math. 61(8), 1052–1117 (2008)MathSciNetCrossRefMATH Heymann, M., Vanden-Eijnden, E.: The geometric minimum action method: a least action principle on the space of curves. Commun. Pure Appl. Math. 61(8), 1052–1117 (2008)MathSciNetCrossRefMATH
9.
Zurück zum Zitat Hurewicz, W.: Lectures on Ordinary Differential Equations. Dover Publications, New York (1990). (Originally, this book was published by the M.I.T. Press, Cambridge, Mass, in 1958) MATH Hurewicz, W.: Lectures on Ordinary Differential Equations. Dover Publications, New York (1990). (Originally, this book was published by the M.I.T. Press, Cambridge, Mass, in 1958) MATH
12.
Zurück zum Zitat Ishii, H.: A simple direct proof of uniqueness for solutions of the Hamilton–Jacobi equations of eikonal type. Proc. Am. Math. Soc. 100(2), 247–251 (1987)MathSciNetCrossRefMATH Ishii, H.: A simple direct proof of uniqueness for solutions of the Hamilton–Jacobi equations of eikonal type. Proc. Am. Math. Soc. 100(2), 247–251 (1987)MathSciNetCrossRefMATH
13.
Zurück zum Zitat Lv, Cheng, Li, Xiaoguang, Li, Fangting, Li, Tiejun: Constructing the energy landscape for genetic switching system driven by intrinsic noise. PLoS ONE 9(2), e88167 (2014)CrossRef Lv, Cheng, Li, Xiaoguang, Li, Fangting, Li, Tiejun: Constructing the energy landscape for genetic switching system driven by intrinsic noise. PLoS ONE 9(2), e88167 (2014)CrossRef
14.
Zurück zum Zitat Maier, R.S., Stein, D.L.: A scaling theory of bifurcations in the symmetric weak-noise escape problem. J. Stat. Phys. 83(3–4), 291357 (1996)MathSciNet Maier, R.S., Stein, D.L.: A scaling theory of bifurcations in the symmetric weak-noise escape problem. J. Stat. Phys. 83(3–4), 291357 (1996)MathSciNet
15.
Zurück zum Zitat Nolting, B.C., Abbot, K.C.: Balls, cups, and quasi-potentials: quantifying stability in stochastic systems. Ecology 97(4), 850–864 (2016) Nolting, B.C., Abbot, K.C.: Balls, cups, and quasi-potentials: quantifying stability in stochastic systems. Ecology 97(4), 850–864 (2016)
16.
Zurück zum Zitat Nolting, B., Moore, C., Stieha, C., Cameron, M., Abbott, K.: QPot: an R package for stochastic differential equation quasi-potential analysis. R J. 8(2), 19–38 (2016) Nolting, B., Moore, C., Stieha, C., Cameron, M., Abbott, K.: QPot: an R package for stochastic differential equation quasi-potential analysis. R J. 8(2), 19–38 (2016)
17.
Zurück zum Zitat Sethian, J.A., Vladimirsky, A.: Ordered upwind methods for static Hamilton–Jacobi equations. Proc. Natl. Acad. Sci. USA 98(20), 11069–11074 (2001)MathSciNetCrossRefMATH Sethian, J.A., Vladimirsky, A.: Ordered upwind methods for static Hamilton–Jacobi equations. Proc. Natl. Acad. Sci. USA 98(20), 11069–11074 (2001)MathSciNetCrossRefMATH
18.
Zurück zum Zitat Sethian, J.A., Vladimirsky, A.: Ordered upwind methods for static Hamilton–Jacobi equations: theory and algorithms. SIAM J. Numer. Anal. 41(1), 325–363 (2003)MathSciNetCrossRefMATH Sethian, J.A., Vladimirsky, A.: Ordered upwind methods for static Hamilton–Jacobi equations: theory and algorithms. SIAM J. Numer. Anal. 41(1), 325–363 (2003)MathSciNetCrossRefMATH
19.
20.
Zurück zum Zitat Wilkinson, J.: Two algorithms based on successive linear interpolation. Computer Science, Stanford University, Technical Report CS-60 (1967) Wilkinson, J.: Two algorithms based on successive linear interpolation. Computer Science, Stanford University, Technical Report CS-60 (1967)
21.
Zurück zum Zitat Zhou, Xiang, Ren, Weiqing, Weinan, E.: Adaptive minimum action method for the study of rare events. J. Chem. Phys. 128, 104111 (2008)CrossRef Zhou, Xiang, Ren, Weiqing, Weinan, E.: Adaptive minimum action method for the study of rare events. J. Chem. Phys. 128, 104111 (2008)CrossRef
22.
Zurück zum Zitat Zhou, Xiang, Weinan, E.: Study of noise-induced transitions in the Lorenz system using the minimum action method. Commun. Math. Sci. 8(2), 341–355 (2010)MathSciNetCrossRefMATH Zhou, Xiang, Weinan, E.: Study of noise-induced transitions in the Lorenz system using the minimum action method. Commun. Math. Sci. 8(2), 341–355 (2010)MathSciNetCrossRefMATH
Metadaten
Titel
Ordered Line Integral Methods for Computing the Quasi-Potential
verfasst von
Daisy Dahiya
Maria Cameron
Publikationsdatum
25.11.2017
Verlag
Springer US
Erschienen in
Journal of Scientific Computing / Ausgabe 3/2018
Print ISSN: 0885-7474
Elektronische ISSN: 1573-7691
DOI
https://doi.org/10.1007/s10915-017-0590-9

Weitere Artikel der Ausgabe 3/2018

Journal of Scientific Computing 3/2018 Zur Ausgabe