Example software for paper: "Efficient optimization of reliability-constrained structural design problems including interval uncertainty"
dc.contributor.author | Liu, Yan | |
dc.contributor.author | Collette, Matthew | |
dc.date.accessioned | 2016-09-06T10:17:51Z | |
dc.date.available | 2016-09-06T10:17:51Z | |
dc.date.issued | 2016-09-06 | |
dc.identifier.uri | https://hdl.handle.net/2027.42/133093 | |
dc.description.abstract | This item provides an example software implementation of a novel interval uncertainty formulation for exploring the impact of epistemic uncertainty on reliability-constrained design performance. An adaptive surrogate modeling framework is developed to locate the lowest reliability value within a multi-dimensional interval. This framework is combined with a multi-objective optimizer, where the interval width is considered as an objective. The resulting Pareto front examines how uncertainty reduces performance while maintaining a specified reliability threshold. Two case studies are presented: a cantilever tube under multiple loads and a composite stiffened panel. The proposed framework demonstrates its ability to resolve the Pareto front in an efficient manner. | en_US |
dc.description.sponsorship | Office of Naval Research, Kelly Cooper Code 331 under grant N00014-11-1-0845 | en_US |
dc.language.iso | en_US | en_US |
dc.subject | Optimization, Inteveral Uncertainty, Surrogate Model | en_US |
dc.title | Example software for paper: "Efficient optimization of reliability-constrained structural design problems including interval uncertainty" | en_US |
dc.type | Software | en_US |
dc.subject.hlbsecondlevel | Naval Architecture and Marine Engineering | |
dc.subject.hlbtoplevel | Engineering | |
dc.contributor.affiliationum | Naval Architecture and Marine Engineering, Department of | en_US |
dc.contributor.affiliationumcampus | Ann Arbor | en_US |
dc.description.bitstreamurl | http://deepblue.lib.umich.edu/bitstream/2027.42/133093/1/code.tar | |
dc.identifier.source | Computers and Structures | en_US |
dc.identifier.orcid | 0000-0002-8380-675X | en_US |
dc.description.filedescription | Description of code.tar : Tarball of Python code | |
dc.identifier.name-orcid | Collette, Matthew; 0000-0002-8380-675X | en_US |
dc.owningcollname | Naval Architecture & Marine Engineering (NA&ME) |
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