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Counting equilibria in a random non-gradient dynamics with heterogeneous relaxation rates

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Counting equilibria in a random non-gradient dynamics with heterogeneous relaxation rates. / Lacroix-A-Chez-Toine, Bertrand; Fyodorov, Yan V.

In: Journal of Physics A: Mathematical and Theoretical, Vol. 55, No. 14, 144001, 08.04.2022.

Research output: Contribution to journalArticlepeer-review

Harvard

Lacroix-A-Chez-Toine, B & Fyodorov, YV 2022, 'Counting equilibria in a random non-gradient dynamics with heterogeneous relaxation rates', Journal of Physics A: Mathematical and Theoretical, vol. 55, no. 14, 144001. https://doi.org/10.1088/1751-8121/ac564a

APA

Lacroix-A-Chez-Toine, B., & Fyodorov, Y. V. (2022). Counting equilibria in a random non-gradient dynamics with heterogeneous relaxation rates. Journal of Physics A: Mathematical and Theoretical, 55(14), [144001]. https://doi.org/10.1088/1751-8121/ac564a

Vancouver

Lacroix-A-Chez-Toine B, Fyodorov YV. Counting equilibria in a random non-gradient dynamics with heterogeneous relaxation rates. Journal of Physics A: Mathematical and Theoretical. 2022 Apr 8;55(14). 144001. https://doi.org/10.1088/1751-8121/ac564a

Author

Lacroix-A-Chez-Toine, Bertrand ; Fyodorov, Yan V. / Counting equilibria in a random non-gradient dynamics with heterogeneous relaxation rates. In: Journal of Physics A: Mathematical and Theoretical. 2022 ; Vol. 55, No. 14.

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@article{70d76cb53fff4e7595b574f88fbfa4cc,
title = "Counting equilibria in a random non-gradient dynamics with heterogeneous relaxation rates",
abstract = "We consider a nonlinear autonomous random dynamical system of N degrees of freedom coupled by Gaussian random interactions and characterized by a continuous spectrum n μ (λ) of real positive relaxation rates. Using Kac-Rice formalism, the computation of annealed complexities (both of stable equilibria and of all types of equilibria) is reduced to evaluating the averages involving the modulus of the determinant of the random Jacobian matrix. In the limit of large system N ≫ 1 we derive exact analytical results for the complexities for short-range correlated coupling fields, extending results previously obtained for the 'homogeneous' relaxation spectrum characterised by a single relaxation rate. We show the emergence of a 'topology trivialisation' transition from a complex phase with exponentially many equilibria to a simple phase with a single equilibrium as the magnitude of the random field is decreased. Within the complex phase the complexity of stable equilibria undergoes an additional transition from a phase with exponentially small probability to find a single stable equilibrium to a phase with exponentially many stable equilibria as the fraction of gradient component of the field is increased. The behaviour of the complexity at the transition is found only to depend on the small λ behaviour of the spectrum of relaxation rates n μ (λ) and thus conjectured to be universal. We also provide some insights into a counting problem motivated by a paper of Spivak and Zyuzin of 2004 about wave scattering in a disordered nonlinear medium.",
keywords = "complex landscapes, complexity, counting equilibria, random matrix, topology trivialisation",
author = "Bertrand Lacroix-A-Chez-Toine and Fyodorov, {Yan V.}",
note = "Funding Information: We would like to thank B A Khoruzhenko for explaining to us the details of the paper [] and to P Le Doussal for useful discussions. This research was supported by the EPSRC Grant EP/V002473/1 Random Hessians and Jacobians: theory and applications. Publisher Copyright: {\textcopyright} 2022 The Author(s). Published by IOP Publishing Ltd.",
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day = "8",
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RIS (suitable for import to EndNote) Download

TY - JOUR

T1 - Counting equilibria in a random non-gradient dynamics with heterogeneous relaxation rates

AU - Lacroix-A-Chez-Toine, Bertrand

AU - Fyodorov, Yan V.

N1 - Funding Information: We would like to thank B A Khoruzhenko for explaining to us the details of the paper [] and to P Le Doussal for useful discussions. This research was supported by the EPSRC Grant EP/V002473/1 Random Hessians and Jacobians: theory and applications. Publisher Copyright: © 2022 The Author(s). Published by IOP Publishing Ltd.

PY - 2022/4/8

Y1 - 2022/4/8

N2 - We consider a nonlinear autonomous random dynamical system of N degrees of freedom coupled by Gaussian random interactions and characterized by a continuous spectrum n μ (λ) of real positive relaxation rates. Using Kac-Rice formalism, the computation of annealed complexities (both of stable equilibria and of all types of equilibria) is reduced to evaluating the averages involving the modulus of the determinant of the random Jacobian matrix. In the limit of large system N ≫ 1 we derive exact analytical results for the complexities for short-range correlated coupling fields, extending results previously obtained for the 'homogeneous' relaxation spectrum characterised by a single relaxation rate. We show the emergence of a 'topology trivialisation' transition from a complex phase with exponentially many equilibria to a simple phase with a single equilibrium as the magnitude of the random field is decreased. Within the complex phase the complexity of stable equilibria undergoes an additional transition from a phase with exponentially small probability to find a single stable equilibrium to a phase with exponentially many stable equilibria as the fraction of gradient component of the field is increased. The behaviour of the complexity at the transition is found only to depend on the small λ behaviour of the spectrum of relaxation rates n μ (λ) and thus conjectured to be universal. We also provide some insights into a counting problem motivated by a paper of Spivak and Zyuzin of 2004 about wave scattering in a disordered nonlinear medium.

AB - We consider a nonlinear autonomous random dynamical system of N degrees of freedom coupled by Gaussian random interactions and characterized by a continuous spectrum n μ (λ) of real positive relaxation rates. Using Kac-Rice formalism, the computation of annealed complexities (both of stable equilibria and of all types of equilibria) is reduced to evaluating the averages involving the modulus of the determinant of the random Jacobian matrix. In the limit of large system N ≫ 1 we derive exact analytical results for the complexities for short-range correlated coupling fields, extending results previously obtained for the 'homogeneous' relaxation spectrum characterised by a single relaxation rate. We show the emergence of a 'topology trivialisation' transition from a complex phase with exponentially many equilibria to a simple phase with a single equilibrium as the magnitude of the random field is decreased. Within the complex phase the complexity of stable equilibria undergoes an additional transition from a phase with exponentially small probability to find a single stable equilibrium to a phase with exponentially many stable equilibria as the fraction of gradient component of the field is increased. The behaviour of the complexity at the transition is found only to depend on the small λ behaviour of the spectrum of relaxation rates n μ (λ) and thus conjectured to be universal. We also provide some insights into a counting problem motivated by a paper of Spivak and Zyuzin of 2004 about wave scattering in a disordered nonlinear medium.

KW - complex landscapes

KW - complexity

KW - counting equilibria

KW - random matrix

KW - topology trivialisation

UR - http://www.scopus.com/inward/record.url?scp=85126462297&partnerID=8YFLogxK

U2 - 10.1088/1751-8121/ac564a

DO - 10.1088/1751-8121/ac564a

M3 - Article

AN - SCOPUS:85126462297

VL - 55

JO - Journal of Physics A

JF - Journal of Physics A

SN - 1751-8113

IS - 14

M1 - 144001

ER -

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