Matches in SemOpenAlex for { <https://semopenalex.org/work/W4226275942> ?p ?o ?g. }
Showing items 1 to 98 of
98
with 100 items per page.
- W4226275942 endingPage "101074" @default.
- W4226275942 startingPage "101074" @default.
- W4226275942 abstract "Environmental selection of multiobjective evolutionary algorithms (MOEAs) is a key component that chooses promising solutions from a candidate set for later usage. Most environmental selection strategies choose solutions based on their function values. However, in real-world optimization problems, function evaluations can be time consuming. The necessity of a large number of function evaluations leads to the low efficiency of MOEAs. How to decrease the number of function evaluations is one of the main issues of MOEAs. The environmental selection can be regarded as a classification process. The selected solutions are the promising class, and the discarded solutions are the unpromising class. Based on this consideration, we propose a classification-assisted environmental selection (CAES) strategy in this paper to decrease the number of function evaluations in MOEAs. In the proposed method, solutions are divided into two classes. One is non-dominated solutions (i.e. promising class) and the other is dominated solutions (i.e. unpromising class). The classifier is built to classify the offspring solutions into these two classes. Only promising offspring are evaluated (unpromising ones are removed with no function evaluations). Therefore, the number of function evaluations is reduced. We integrate the proposed CAES strategy into six MOEAs. The effectiveness of the proposed CAES strategy is examined through computational experiments on various test suites and three real-world application problems. Our experimental results show that the proposed CAES strategy clearly reduces the number of function evaluations without severely degrading the search ability of the original MOEAs." @default.
- W4226275942 created "2022-05-05" @default.
- W4226275942 creator A5035595838 @default.
- W4226275942 creator A5056924716 @default.
- W4226275942 creator A5091743513 @default.
- W4226275942 date "2022-06-01" @default.
- W4226275942 modified "2023-10-10" @default.
- W4226275942 title "A classification-assisted environmental selection strategy for multiobjective optimization" @default.
- W4226275942 cites W1662894842 @default.
- W4226275942 cites W2011174137 @default.
- W4226275942 cites W2020320008 @default.
- W4226275942 cites W2022485595 @default.
- W4226275942 cites W2038420231 @default.
- W4226275942 cites W2122111042 @default.
- W4226275942 cites W2126105956 @default.
- W4226275942 cites W2143381319 @default.
- W4226275942 cites W2153635508 @default.
- W4226275942 cites W2404080558 @default.
- W4226275942 cites W2466060750 @default.
- W4226275942 cites W2546299924 @default.
- W4226275942 cites W2594215104 @default.
- W4226275942 cites W2601163767 @default.
- W4226275942 cites W2750985671 @default.
- W4226275942 cites W2751605210 @default.
- W4226275942 cites W2764251381 @default.
- W4226275942 cites W2772079570 @default.
- W4226275942 cites W2785722638 @default.
- W4226275942 cites W2801550761 @default.
- W4226275942 cites W2886667264 @default.
- W4226275942 cites W2898057479 @default.
- W4226275942 cites W2901820271 @default.
- W4226275942 cites W2911539482 @default.
- W4226275942 cites W2962800945 @default.
- W4226275942 cites W2996857119 @default.
- W4226275942 cites W2998757713 @default.
- W4226275942 cites W3010163975 @default.
- W4226275942 cites W3086733735 @default.
- W4226275942 cites W3109800244 @default.
- W4226275942 cites W3118331990 @default.
- W4226275942 cites W3120951225 @default.
- W4226275942 cites W3126950353 @default.
- W4226275942 cites W3153328918 @default.
- W4226275942 cites W3159271217 @default.
- W4226275942 cites W3190456726 @default.
- W4226275942 cites W3201682769 @default.
- W4226275942 cites W3216763905 @default.
- W4226275942 cites W4239510810 @default.
- W4226275942 doi "https://doi.org/10.1016/j.swevo.2022.101074" @default.
- W4226275942 hasPublicationYear "2022" @default.
- W4226275942 type Work @default.
- W4226275942 citedByCount "4" @default.
- W4226275942 countsByYear W42262759422022 @default.
- W4226275942 countsByYear W42262759422023 @default.
- W4226275942 crossrefType "journal-article" @default.
- W4226275942 hasAuthorship W4226275942A5035595838 @default.
- W4226275942 hasAuthorship W4226275942A5056924716 @default.
- W4226275942 hasAuthorship W4226275942A5091743513 @default.
- W4226275942 hasConcept C126255220 @default.
- W4226275942 hasConcept C14036430 @default.
- W4226275942 hasConcept C154945302 @default.
- W4226275942 hasConcept C159149176 @default.
- W4226275942 hasConcept C2777212361 @default.
- W4226275942 hasConcept C33923547 @default.
- W4226275942 hasConcept C41008148 @default.
- W4226275942 hasConcept C78458016 @default.
- W4226275942 hasConcept C81917197 @default.
- W4226275942 hasConcept C86803240 @default.
- W4226275942 hasConcept C95623464 @default.
- W4226275942 hasConceptScore W4226275942C126255220 @default.
- W4226275942 hasConceptScore W4226275942C14036430 @default.
- W4226275942 hasConceptScore W4226275942C154945302 @default.
- W4226275942 hasConceptScore W4226275942C159149176 @default.
- W4226275942 hasConceptScore W4226275942C2777212361 @default.
- W4226275942 hasConceptScore W4226275942C33923547 @default.
- W4226275942 hasConceptScore W4226275942C41008148 @default.
- W4226275942 hasConceptScore W4226275942C78458016 @default.
- W4226275942 hasConceptScore W4226275942C81917197 @default.
- W4226275942 hasConceptScore W4226275942C86803240 @default.
- W4226275942 hasConceptScore W4226275942C95623464 @default.
- W4226275942 hasLocation W42262759421 @default.
- W4226275942 hasOpenAccess W4226275942 @default.
- W4226275942 hasPrimaryLocation W42262759421 @default.
- W4226275942 hasRelatedWork W2134699697 @default.
- W4226275942 hasRelatedWork W2147679489 @default.
- W4226275942 hasRelatedWork W2322875716 @default.
- W4226275942 hasRelatedWork W2346511343 @default.
- W4226275942 hasRelatedWork W2371642785 @default.
- W4226275942 hasRelatedWork W2374878784 @default.
- W4226275942 hasRelatedWork W2383516975 @default.
- W4226275942 hasRelatedWork W2468698815 @default.
- W4226275942 hasRelatedWork W2535856026 @default.
- W4226275942 hasRelatedWork W4205762803 @default.
- W4226275942 hasVolume "71" @default.
- W4226275942 isParatext "false" @default.
- W4226275942 isRetracted "false" @default.
- W4226275942 workType "article" @default.