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| Content Provider | Society for Industrial and Applied Mathematics (SIAM) |
|---|---|
| Author | Lawrence, Craig T. Wchter, Andreas Bakhtiari, Sasan Urban, Thomas J. Tits, Andr L. |
| Copyright Year | 2003 |
| Abstract | An exact-penalty-function-based scheme---inspired from an old idea due to Mayne and Polak [Math. Program., 11 (1976), pp.67--80]---is proposed for extending to general smooth constrained optimization problems any given feasible interior-point method for inequality constrained problems. It is shown that the primal-dual interior-point framework allows for a simpler penalty parameter update rule than the one discussed and analyzed by the originators of the scheme in the context of first order methods of feasible direction. Strong global and local convergence results are proved under mild assumptions. In particular, (i) the proposed algorithm does not suffer a common pitfall recently pointed out by Wchter and Biegler [Math. Program., 88 (2000), pp. 565--574]; and (ii) the positive definiteness assumption on the Hessian estimate, made in the original version of the algorithm, is relaxed, allowing for the use of exact Hessian information, resulting in local quadratic convergence. Promising numerical results are reported. |
| Starting Page | 173 |
| Ending Page | 199 |
| Page Count | 27 |
| File Format | |
| ISSN | 10526234 |
| DOI | 10.1137/S1052623401392123 |
| e-ISSN | 10957189 |
| Journal | SIAM Journal on Optimization (SJOPE8) |
| Issue Number | 1 |
| Volume Number | 14 |
| Language | English |
| Publisher | Society for Industrial and Applied Mathematics |
| Publisher Date | 2006-07-28 |
| Access Restriction | Subscribed |
| Subject Keyword | feasibility Optimization and variational techniques Methods of quasi-Newton type nonlinear programming primal-dual interior-point methods Mathematical programming methods Nonlinear programming Methods of nonlinear programming type constrained optimization |
| Content Type | Text |
| Resource Type | Article |
| Subject | Applied Mathematics Theoretical Computer Science Software |
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