Global optimization numerical strategies for rate‐independent processes

Global optimization numerical strategies for rate‐independent processes

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Article ID: iaor20114909
Volume: 50
Issue: 2
Start Page Number: 197
End Page Number: 220
Publication Date: Jun 2011
Journal: Journal of Global Optimization
Authors:
Keywords: numerical analysis, programming: mathematical, heuristics
Abstract:

This paper presents an approach to numerical solution of problems posed in the framework of quasi‐static rate‐independent processes. As soon as a problem allows for an energetic formulation there are known methods of its time discretization by time incremental minimization problems, which demand for global optimization of a non‐convex functional. Moreover the two‐sided energy inequality, a necessary condition for optimization, can be formulated. Here we present an algorithm for finding solutions of rate‐independent processes that verifies this condition and uses the strategy of backtracking if it is violated. We present the selectivity of the mentioned necessary condition in general and give numerical examples of the efficiency of such an algorithm, but also of situations that are beyond its limits. For those we propose a second strategy relying on wisely chosen combinations of spatial discretizations.

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