On the long time behavior of second order differential equations with asymptotically small dissipation

We investigate the asymptotic properties as $ t\to \infty$ of the following differential equation in the Hilbert space $ H$: $$(\mathcal{S})\qquad\qquad\qquad\ddot{x}(t)+a(t)\dot{x}(t)+ \nabla G(x(t))=0, \quad t\geq 0$$ where the map $ a:\mathbb{R}_+\to \mathbb{R}_+$ is nonincreasing and the potential $ G:H\to \mathbb{R}$ is of class $ \mathcal{C}^1$. If the coefficient $ a(t)$ is constant and positive, we recover the so-called ``Heavy Ball with Friction'' system. On the other hand, when $ a(t)=1/(t+1)$ we obtain the trajectories associated to some averaged gradient system. Our analysis is mainly based on the existence of some suitable energy function. When the function $ G$ is convex, the condition $ \int_0^\infty a(t) dt =\infty$ guarantees that the energy function converges toward its minimum. The more stringent condition $ \int_0^{\infty} e^{-\int_0^t a(s) ds}dt<\infty$ is necessary to obtain the convergence of the trajectories of $ (\mathcal{S})$ toward some minimum point of $ G$. In the one-dimensional setting, a precise description of the convergence of solutions is given for a general nonconvex function $ G$. We show that in this case the set of initial conditions for which solutions converge to a local minimum is open and dense.

[1]  Laurent Younes,et al.  A Stochastic Algorithm for Feature Selection in Pattern Recognition , 2007, J. Mach. Learn. Res..

[2]  H. Robbins A Stochastic Approximation Method , 1951 .

[3]  A. Cabot Inertial Gradient-Like Dynamical System Controlled by a Stabilizing Term , 2004 .

[4]  W. Ni CHAPTER 3 - Qualitative Properties of Solutions to Elliptic Problems , 2004 .

[5]  H. Attouch,et al.  Asymptotic Control and Stabilization of Nonlinear Oscillators with Non-isolated Equilibria , 2002 .

[6]  Felipe Alvarez,et al.  On the Minimizing Property of a Second Order Dissipative System in Hilbert Spaces , 2000, SIAM J. Control. Optim..

[7]  H. Attouch,et al.  THE HEAVY BALL WITH FRICTION METHOD, I. THE CONTINUOUS DYNAMICAL SYSTEM: GLOBAL EXPLORATION OF THE LOCAL MINIMA OF A REAL-VALUED FUNCTION BY ASYMPTOTIC ANALYSIS OF A DISSIPATIVE DYNAMICAL SYSTEM , 2000 .

[8]  S. Maier-Paape Convergence for radially symmetric solutions of quasilinear elliptic equations is generic , 1998 .

[9]  A. Haraux,et al.  Convergence of Solutions of Second-Order Gradient-Like Systems with Analytic Nonlinearities , 1998 .

[10]  Lionel Thibault,et al.  Sequential Convex Subdifferential Calculus and Sequential Lagrange Multipliers , 1997 .

[11]  H. Attouch,et al.  A Dynamical Approach to Convex Minimization Coupling Approximation with the Steepest Descent Method , 1996 .

[12]  A. Haraux,et al.  Systèmes dynamiques dissipatifs et applications , 1991 .

[13]  J. Hale Asymptotic Behavior of Dissipative Systems , 1988 .

[14]  H. Brezis Asymptotic Behavior of Some Evolution Systems , 1978 .

[15]  M. Hirsch,et al.  Differential Equations, Dynamical Systems, and Linear Algebra , 1974 .

[16]  Y. Kametaka On a Nonlinear Bessel Equation , 1972 .

[17]  David M. Miller,et al.  Handbook of Mathematical Functions With Formulas, Graphs and Mathematical Tables (National Bureau of Standards Applied Mathematics Series No. 55) , 1965 .

[18]  José Carlos Goulart de Siqueira,et al.  Differential Equations , 1919, Nature.