an:01077208
Zbl 0935.35002
Neuberger, John W.
Sobolev gradients and differential equations
EN
Lecture Notes in Mathematics. 1670. Berlin: Springer. viii, 149 p. (1997).
00379114
1997
b
35-02 65N99 35A15 35A35 65J15
gradient method; steepest descent; Newton method; projected gradients; Ginzburg-Landau equation; minimal surfaces; accelerating the convergence by preconditioning
The author studies gradient methods to find zeros or critical points of a real-valued function \(\Phi\) defined in general on an infinite dimensional space, mainly a Hilbert space \(H\). Special emphasis is given to the case that \(\Phi\) is related to solving a boundary value problem for an ordinary or partial differential equation (or a finite dimensional analogue of it), where then \(H\) is taken to be a suitable chosen Sobolev space.
The book is not organized to present a step by step developed theory of the method. Instead in its \(18\) chapters relevant aspects of gradient methods are presented and interesting applications are given. For example, the need of accelerating the convergence by preconditioning is pointed out (although this terminology is not explicitely used in the book). Other topics are how to integrate boundary conditions into the definition of \(\Phi\) and \(H\) by using projected gradients and Newton's method, all in the general context of Sobolev gradients. Applications include the Ginzburg-Landau equations of superconductivity, minimal surfaces, flow problem and conservation type equations. Numerical calculations and graphical representations of the results illustrate the preformance of the methods.
R.D.Grigorieff (Berlin)