Abstract
This paper deals with a nonlinear nonconvex optimization problem that models prediction of degradation in discrete or discretized mechanical structures. The mathematical difficulty lies in equality constraints of the form Σ(i=1)(m) 1/yi A(i) x=b, where A(i) are symmetric and positive semidefinite matrices, b is a vector, and x, y are the vectors of unknowns. The linear objective function to be maximized is (x, y) bar right arrow b(T)x.
In a first step we investigate the problem properties such as existence of solutions and the differentiability of related marginal functions. As a by-product, this gives insight in terms of a mechanical interpretation of the optimization problem. We derive an equivalent convex problem formulation and a convex dual problem, and for dyadic matrices A(i) a quadratic programming problem formulation is developed. A nontrivial numerical example is included, based on the latter formulation.
In a first step we investigate the problem properties such as existence of solutions and the differentiability of related marginal functions. As a by-product, this gives insight in terms of a mechanical interpretation of the optimization problem. We derive an equivalent convex problem formulation and a convex dual problem, and for dyadic matrices A(i) a quadratic programming problem formulation is developed. A nontrivial numerical example is included, based on the latter formulation.
| Original language | English |
|---|---|
| Journal | S I A M Journal on Optimization |
| Volume | 10 |
| Issue number | 4 |
| Pages (from-to) | 982-998 |
| ISSN | 1052-6234 |
| DOIs | |
| Publication status | Published - 18 Jun 2000 |
Keywords
- nonlinear optimization
- structural optimization
- variational methods