We investigate the asymptotic properties as t→ ∞ of the following differential equation in the Hilbert space H: {equation*}(S) ẍ(t)+a(t)ẋ(t)+ ∇ G(x(t))=0, t≥ 0, {equation*} where the map a:R₊→ R₊ is nonincreasing and the potential G:H→ R is of class C¹. If the coefficient $a(t)$ is constant and positive, we recover the so-called âHeavy Ball with Frictionâ 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 ∫ ₀^∞ a(t) dt =∞ guarantees that the energy function converges toward its minimum. The more stringent condition ∫ ₀∞ e-∫ ₀ᵗ a(s) dsdt<∞ is necessary to obtain the convergence of the trajectories of (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.
No takes yet. Share an insight, caveat, or question.
Cabot et al. (2009) studied this question.
Synapse has enriched one closely related paper. Consider it for comparative context: