Matches in SemOpenAlex for { <https://semopenalex.org/work/W2381092141> ?p ?o ?g. }
Showing items 1 to 69 of
69
with 100 items per page.
- W2381092141 abstract "For the parameter optimization of process featured with multi-extreme quality characteristics and complicated relationship between parameters and quality characteristics,a sequential experimental design and global modelling approach is proposed considering the significance of changing of quality characteristics in the sub-domains of the process.First,a succession of design sets and appending sets are derived from a certain set of design.Second,a support vector regression(SVR) model is set up based on the initial design set.Then the whole process domain is partitioned into several sub-domains after Ward's clustering of the sample points.Furthermore,the significance of quality characteristics' changing is measured by the corresponding support vector(SV) rate in each sub-domain.Third,each point in the appending set is allocated into a sub-domain according to the Euclidean distance discriminant analysis. Based on the principle of non-uniformity among different sub-domains and uniformity within a single sub-domain,the number of appended points to each sub-domain are adjusted by the corresponding SV rate,with more points appended to sub-domains with higher SV rates,and less points appended to subdomains with low SV rates.Finally,the above steps are iterated until termination condition is reached and consequently,the final SVR model is set up.The simulation studies show that,comparing with traditional design and Latin hypercube sampling(LHS) which are based on the principle of uniform dispersion,experimental design efficiency and model performance of the proposed approach are improved. Design points of the approach congregate in the sub-domains correspondingly to the significance of changing of quality characteristic,and the model prediction error decline at least 29.8%as well.Moreover,the approach can find multi-extreme of the process and therefore get better optimization of parameters by using a smaller sample size." @default.
- W2381092141 created "2016-06-24" @default.
- W2381092141 creator A5073334925 @default.
- W2381092141 date "2013-01-01" @default.
- W2381092141 modified "2023-09-26" @default.
- W2381092141 title "Design of experiments and global modeling approach based on sub-domains significance for complicated relationship process" @default.
- W2381092141 hasPublicationYear "2013" @default.
- W2381092141 type Work @default.
- W2381092141 sameAs 2381092141 @default.
- W2381092141 citedByCount "0" @default.
- W2381092141 crossrefType "journal-article" @default.
- W2381092141 hasAuthorship W2381092141A5073334925 @default.
- W2381092141 hasConcept C105795698 @default.
- W2381092141 hasConcept C111919701 @default.
- W2381092141 hasConcept C11413529 @default.
- W2381092141 hasConcept C124101348 @default.
- W2381092141 hasConcept C126255220 @default.
- W2381092141 hasConcept C134306372 @default.
- W2381092141 hasConcept C177264268 @default.
- W2381092141 hasConcept C19499675 @default.
- W2381092141 hasConcept C199360897 @default.
- W2381092141 hasConcept C20820323 @default.
- W2381092141 hasConcept C33923547 @default.
- W2381092141 hasConcept C36503486 @default.
- W2381092141 hasConcept C41008148 @default.
- W2381092141 hasConcept C73555534 @default.
- W2381092141 hasConcept C98045186 @default.
- W2381092141 hasConceptScore W2381092141C105795698 @default.
- W2381092141 hasConceptScore W2381092141C111919701 @default.
- W2381092141 hasConceptScore W2381092141C11413529 @default.
- W2381092141 hasConceptScore W2381092141C124101348 @default.
- W2381092141 hasConceptScore W2381092141C126255220 @default.
- W2381092141 hasConceptScore W2381092141C134306372 @default.
- W2381092141 hasConceptScore W2381092141C177264268 @default.
- W2381092141 hasConceptScore W2381092141C19499675 @default.
- W2381092141 hasConceptScore W2381092141C199360897 @default.
- W2381092141 hasConceptScore W2381092141C20820323 @default.
- W2381092141 hasConceptScore W2381092141C33923547 @default.
- W2381092141 hasConceptScore W2381092141C36503486 @default.
- W2381092141 hasConceptScore W2381092141C41008148 @default.
- W2381092141 hasConceptScore W2381092141C73555534 @default.
- W2381092141 hasConceptScore W2381092141C98045186 @default.
- W2381092141 hasLocation W23810921411 @default.
- W2381092141 hasOpenAccess W2381092141 @default.
- W2381092141 hasPrimaryLocation W23810921411 @default.
- W2381092141 hasRelatedWork W1517121956 @default.
- W2381092141 hasRelatedWork W1933919581 @default.
- W2381092141 hasRelatedWork W1969816928 @default.
- W2381092141 hasRelatedWork W1976815376 @default.
- W2381092141 hasRelatedWork W2054014270 @default.
- W2381092141 hasRelatedWork W2067853812 @default.
- W2381092141 hasRelatedWork W2076752440 @default.
- W2381092141 hasRelatedWork W2085381061 @default.
- W2381092141 hasRelatedWork W2125428628 @default.
- W2381092141 hasRelatedWork W2159936619 @default.
- W2381092141 hasRelatedWork W2318583638 @default.
- W2381092141 hasRelatedWork W2320510918 @default.
- W2381092141 hasRelatedWork W2346094707 @default.
- W2381092141 hasRelatedWork W2350782030 @default.
- W2381092141 hasRelatedWork W2352606576 @default.
- W2381092141 hasRelatedWork W2369740854 @default.
- W2381092141 hasRelatedWork W2388481849 @default.
- W2381092141 hasRelatedWork W2054167306 @default.
- W2381092141 hasRelatedWork W2929169776 @default.
- W2381092141 hasRelatedWork W2958316749 @default.
- W2381092141 isParatext "false" @default.
- W2381092141 isRetracted "false" @default.
- W2381092141 magId "2381092141" @default.
- W2381092141 workType "article" @default.