Sundance: High-Level Software for PDE-Constrained Optimization
Author(s) -
K.R. Long,
Paul T. Boggs,
Bart G. van Bloemen Waanders
Publication year - 2012
Publication title -
scientific programming
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.269
H-Index - 36
eISSN - 1875-919X
pISSN - 1058-9244
DOI - 10.1155/2012/380908
Subject(s) - computer science , suite , context (archaeology) , constrained optimization , mathematical optimization , software , programming language , mathematics , history , paleontology , archaeology , biology
Sundance is a package in the Trilinos suite designed to provide high-level components for the development of high-performance PDE simulators with built-in capabilities for PDE-constrained optimization. We review the implications of PDE-constrained optimization on simulator design requirements, then survey the architecture of the Sundance problem specification components. These components allow immediate extension of a forward simulator for use in an optimization context. We show examples of the use of these components to develop full-space and reduced-space codes for linear and nonlinear PDE-constrained inverse problems.
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