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An extension of the projected gradient method to a Banach space setting with application in structural topology optimization
Blank, Luise and Rupprecht, Christoph (2015) An extension of the projected gradient method to a Banach space setting with application in structural topology optimization. Preprintreihe der Fakultät Mathematik 04/2015, Working Paper.Date of publication of this fulltext: 12 Jan 2016 13:00
Monograph
DOI to cite this document: 10.5283/epub.33149
Abstract
For the minimization of a nonlinear cost functional j under convex constraints the relaxed projected gradient process φk+1=φk+αk(PH(φk−λk∇Hj(φk))−φk) is a well known method. The analysis is classically performed in a Hilbert space H. We generalize this method to functionals j which are differentiable in a Banach space. Thus it is possible to perform e.g. an L2 gradient method if j is only ...
For the minimization of a nonlinear cost functional j under convex constraints the relaxed projected gradient process φk+1=φk+αk(PH(φk−λk∇Hj(φk))−φk) is a well known method. The analysis is classically performed in a Hilbert space H. We generalize this method to functionals j which are differentiable in a Banach space. Thus it is possible to perform e.g. an L2 gradient method if j is only differentiable in L∞. We show global convergence using Armijo backtracking in αk and allow the inner product and the scaling λk to change in every iteration. As application we present a structural topology optimization problem based on a phase field model, where the reduced cost functional j is differentiable in H1∩L∞. The presented numerical results using the H1 inner product and a pointwise chosen metric including second order information show the expected mesh independency in the iteration numbers. The latter yields an additional, drastic decrease in iteration numbers as well as in computation time. Moreover we present numerical results using a BFGS update of the H1 inner product for further optimization problems based on phase field models.
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| Item type | Monograph (Working Paper) | ||||
| Series of the University of Regensburg: | Preprintreihe der Fakultät Mathematik | ||||
|---|---|---|---|---|---|
| Volume: | 04/2015 | ||||
| Date | 2015 | ||||
| Institutions | Mathematics > Prof. Dr. Harald Garcke | ||||
| Identification Number |
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| Keywords | projected gradient method, variable metric method, convex constraints, shape and topology optimization, phase field approach | ||||
| Dewey Decimal Classification | 500 Science > 510 Mathematics | ||||
| Status | Unknown | ||||
| Refereed | No, this version has not been refereed yet (as with preprints) | ||||
| Created at the University of Regensburg | Yes | ||||
| URN of the UB Regensburg | urn:nbn:de:bvb:355-epub-331499 | ||||
| Item ID | 33149 |
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