Matches in SemOpenAlex for { <https://semopenalex.org/work/W206991904> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W206991904 abstract "Dimension reduction in design optimization is an extensively researched area. The need arises in design problems dealing with very high dimensions, which increase the computational burden of the design process because the sample space required for the design search varies exponentially with the dimensions. This work describes the application of a latent variable method called Generative Topographic Mapping (GTM) in dimension reduction of a data set by transformation into a low-dimensional latent space. The attraction it presents is that the variables are not removed, but only transformed and hence there is no risk of missing out on information relating to all the variables. The method has been tested on the Branin test function initially and then on an aircraft wing weight problem. Ongoing work involves finding a suitable update strategy for adding infill points to the trained GTM in order to converge to the global optimum effectively. Three update methods tested on GTM so far are discussed." @default.
- W206991904 created "2016-06-24" @default.
- W206991904 creator A5008765678 @default.
- W206991904 creator A5011334040 @default.
- W206991904 creator A5043243403 @default.
- W206991904 date "2009-06-01" @default.
- W206991904 modified "2023-09-27" @default.
- W206991904 title "Design space reduction in optimization using generative topographic mapping" @default.
- W206991904 cites W1494709534 @default.
- W206991904 cites W1554663460 @default.
- W206991904 cites W1566179750 @default.
- W206991904 cites W1584066809 @default.
- W206991904 cites W1595797227 @default.
- W206991904 cites W2016493615 @default.
- W206991904 cites W2051719061 @default.
- W206991904 cites W2060542838 @default.
- W206991904 cites W2107636931 @default.
- W206991904 cites W2151238122 @default.
- W206991904 cites W3099514962 @default.
- W206991904 hasPublicationYear "2009" @default.
- W206991904 type Work @default.
- W206991904 sameAs 206991904 @default.
- W206991904 citedByCount "2" @default.
- W206991904 countsByYear W2069919042013 @default.
- W206991904 crossrefType "journal-article" @default.
- W206991904 hasAuthorship W206991904A5008765678 @default.
- W206991904 hasAuthorship W206991904A5011334040 @default.
- W206991904 hasAuthorship W206991904A5043243403 @default.
- W206991904 hasConcept C104317684 @default.
- W206991904 hasConcept C111335779 @default.
- W206991904 hasConcept C111919701 @default.
- W206991904 hasConcept C124101348 @default.
- W206991904 hasConcept C126255220 @default.
- W206991904 hasConcept C134306372 @default.
- W206991904 hasConcept C154945302 @default.
- W206991904 hasConcept C177264268 @default.
- W206991904 hasConcept C182365436 @default.
- W206991904 hasConcept C185592680 @default.
- W206991904 hasConcept C199360897 @default.
- W206991904 hasConcept C202444582 @default.
- W206991904 hasConcept C204241405 @default.
- W206991904 hasConcept C2524010 @default.
- W206991904 hasConcept C2778572836 @default.
- W206991904 hasConcept C27931671 @default.
- W206991904 hasConcept C33676613 @default.
- W206991904 hasConcept C33923547 @default.
- W206991904 hasConcept C41008148 @default.
- W206991904 hasConcept C55493867 @default.
- W206991904 hasConcept C70518039 @default.
- W206991904 hasConcept C98045186 @default.
- W206991904 hasConceptScore W206991904C104317684 @default.
- W206991904 hasConceptScore W206991904C111335779 @default.
- W206991904 hasConceptScore W206991904C111919701 @default.
- W206991904 hasConceptScore W206991904C124101348 @default.
- W206991904 hasConceptScore W206991904C126255220 @default.
- W206991904 hasConceptScore W206991904C134306372 @default.
- W206991904 hasConceptScore W206991904C154945302 @default.
- W206991904 hasConceptScore W206991904C177264268 @default.
- W206991904 hasConceptScore W206991904C182365436 @default.
- W206991904 hasConceptScore W206991904C185592680 @default.
- W206991904 hasConceptScore W206991904C199360897 @default.
- W206991904 hasConceptScore W206991904C202444582 @default.
- W206991904 hasConceptScore W206991904C204241405 @default.
- W206991904 hasConceptScore W206991904C2524010 @default.
- W206991904 hasConceptScore W206991904C2778572836 @default.
- W206991904 hasConceptScore W206991904C27931671 @default.
- W206991904 hasConceptScore W206991904C33676613 @default.
- W206991904 hasConceptScore W206991904C33923547 @default.
- W206991904 hasConceptScore W206991904C41008148 @default.
- W206991904 hasConceptScore W206991904C55493867 @default.
- W206991904 hasConceptScore W206991904C70518039 @default.
- W206991904 hasConceptScore W206991904C98045186 @default.
- W206991904 hasLocation W2069919041 @default.
- W206991904 hasOpenAccess W206991904 @default.
- W206991904 hasPrimaryLocation W2069919041 @default.
- W206991904 hasRelatedWork W1508860170 @default.
- W206991904 hasRelatedWork W1533803232 @default.
- W206991904 hasRelatedWork W2183226207 @default.
- W206991904 hasRelatedWork W2320535660 @default.
- W206991904 hasRelatedWork W2784517784 @default.
- W206991904 hasRelatedWork W2798941599 @default.
- W206991904 hasRelatedWork W28528780 @default.
- W206991904 hasRelatedWork W2891663328 @default.
- W206991904 hasRelatedWork W2953274786 @default.
- W206991904 hasRelatedWork W2963286126 @default.
- W206991904 hasRelatedWork W2988968426 @default.
- W206991904 hasRelatedWork W3021894324 @default.
- W206991904 hasRelatedWork W3023404305 @default.
- W206991904 hasRelatedWork W3090980445 @default.
- W206991904 hasRelatedWork W3169986546 @default.
- W206991904 hasRelatedWork W3182909153 @default.
- W206991904 hasRelatedWork W3185513303 @default.
- W206991904 hasRelatedWork W3201220741 @default.
- W206991904 hasRelatedWork W3206467474 @default.
- W206991904 hasRelatedWork W2993795808 @default.
- W206991904 isParatext "false" @default.
- W206991904 isRetracted "false" @default.
- W206991904 magId "206991904" @default.
- W206991904 workType "article" @default.