3rd European Workshop on Automatic Differentiation
http://www.amorg.co.uk/AD/EuroADWorkshops/OxfordJune06
Thursday June 1st, 2006
Oxford
University Computing Laboratory
Wolfson Building
Parks Road
Oxford
UK
Nicolas R. Gauger (DLR), Andreas Griewank (Berlin Humboldt)
Automated
extension of fixed-point PDE solvers for optimal design with bounded
retardation
Abstract:
The talk concerns the development of mathematical methods, algorithmic
techniques and software tools for the transition from simulation to
optimization. We focus in particular on applications in aerodynamic shape
optimization. The methodology is applicable to all areas of scientific
computing, where large-scale governing equations involving discretized PDEs are
treated by custom-made fixed-point solvers. To exploit the domain specific
experience and expertise invested in these simulation tools we propose to
extend them in a semi-automated fashion. First they are augmented with adjoint
solvers to obtain (reduced) derivatives and then this sensitivity information
is immediately used to determine optimization corrections. In other words,
rather than applying an outer optimization loop we prefer the 'one-shot'
strategy of pursuing optimality simultaneously with the goals of primal and
adjoint feasibility.
We gratefully acknowledge the contributions from J. Riehme, HU Berlin, from A.
Walther and C. Moldenhauer, both from TU Dresden, as well as from R. Giering
and Th. Kaminski, both from FastOpt Hamburg.
Slides: GaugerJune06.pdf