Matches in SemOpenAlex for { <https://semopenalex.org/work/W4328007165> ?p ?o ?g. }
Showing items 1 to 70 of
70
with 100 items per page.
- W4328007165 endingPage "1" @default.
- W4328007165 startingPage "1" @default.
- W4328007165 abstract "Experienced users often have useful knowledge and intuition in solving real-world optimization problems. User knowledge can be formulated as inter-variable relationships to assist an optimization algorithm in finding good solutions faster. Such inter-variable interactions can also be automatically learned from high-performing solutions discovered at intermediate iterations in an optimization run – a process called innovization. These relations, if vetted by the users, can be enforced among newly generated solutions to steer the optimization algorithm towards practically promising regions in the search space. Challenges arise for large-scale problems where the number of such variable relationships may be high. This paper proposes an interactive knowledge-based evolutionary multi-objective optimization () framework that extracts hidden variable-wise relationships as knowledge from evolving high-performing solutions, shares them with users to receive feedback, and applies them back to the optimization process to improve its effectiveness. The knowledge extraction process uses a systematic and elegant graph analysis method which scales well with number of variables. The working of the proposed is demonstrated on three large-scale real-world engineering design problems. The simplicity and elegance of the proposed knowledge extraction process and achievement of high-performing solutions quickly indicate the power of the proposed framework. The results presented should motivate further such interaction-based optimization studies for their routine use in practice." @default.
- W4328007165 created "2023-03-22" @default.
- W4328007165 creator A5006499382 @default.
- W4328007165 creator A5034853476 @default.
- W4328007165 creator A5088394271 @default.
- W4328007165 creator A5090363826 @default.
- W4328007165 date "2023-01-01" @default.
- W4328007165 modified "2023-10-16" @default.
- W4328007165 title "An Interactive Knowledge-based Multi-objective Evolutionary Algorithm Framework for Practical Optimization Problems" @default.
- W4328007165 doi "https://doi.org/10.1109/tevc.2023.3259339" @default.
- W4328007165 hasPublicationYear "2023" @default.
- W4328007165 type Work @default.
- W4328007165 citedByCount "0" @default.
- W4328007165 crossrefType "journal-article" @default.
- W4328007165 hasAuthorship W4328007165A5006499382 @default.
- W4328007165 hasAuthorship W4328007165A5034853476 @default.
- W4328007165 hasAuthorship W4328007165A5088394271 @default.
- W4328007165 hasAuthorship W4328007165A5090363826 @default.
- W4328007165 hasBestOaLocation W43280071652 @default.
- W4328007165 hasConcept C105902424 @default.
- W4328007165 hasConcept C111472728 @default.
- W4328007165 hasConcept C111919701 @default.
- W4328007165 hasConcept C11413529 @default.
- W4328007165 hasConcept C119857082 @default.
- W4328007165 hasConcept C126255220 @default.
- W4328007165 hasConcept C132010649 @default.
- W4328007165 hasConcept C134306372 @default.
- W4328007165 hasConcept C137836250 @default.
- W4328007165 hasConcept C138885662 @default.
- W4328007165 hasConcept C154945302 @default.
- W4328007165 hasConcept C159149176 @default.
- W4328007165 hasConcept C182365436 @default.
- W4328007165 hasConcept C33923547 @default.
- W4328007165 hasConcept C41008148 @default.
- W4328007165 hasConcept C98045186 @default.
- W4328007165 hasConceptScore W4328007165C105902424 @default.
- W4328007165 hasConceptScore W4328007165C111472728 @default.
- W4328007165 hasConceptScore W4328007165C111919701 @default.
- W4328007165 hasConceptScore W4328007165C11413529 @default.
- W4328007165 hasConceptScore W4328007165C119857082 @default.
- W4328007165 hasConceptScore W4328007165C126255220 @default.
- W4328007165 hasConceptScore W4328007165C132010649 @default.
- W4328007165 hasConceptScore W4328007165C134306372 @default.
- W4328007165 hasConceptScore W4328007165C137836250 @default.
- W4328007165 hasConceptScore W4328007165C138885662 @default.
- W4328007165 hasConceptScore W4328007165C154945302 @default.
- W4328007165 hasConceptScore W4328007165C159149176 @default.
- W4328007165 hasConceptScore W4328007165C182365436 @default.
- W4328007165 hasConceptScore W4328007165C33923547 @default.
- W4328007165 hasConceptScore W4328007165C41008148 @default.
- W4328007165 hasConceptScore W4328007165C98045186 @default.
- W4328007165 hasLocation W43280071651 @default.
- W4328007165 hasLocation W43280071652 @default.
- W4328007165 hasOpenAccess W4328007165 @default.
- W4328007165 hasPrimaryLocation W43280071651 @default.
- W4328007165 hasRelatedWork W2068310053 @default.
- W4328007165 hasRelatedWork W2088622475 @default.
- W4328007165 hasRelatedWork W2104456211 @default.
- W4328007165 hasRelatedWork W2129773030 @default.
- W4328007165 hasRelatedWork W2134493171 @default.
- W4328007165 hasRelatedWork W2159308419 @default.
- W4328007165 hasRelatedWork W2578996978 @default.
- W4328007165 hasRelatedWork W3038685036 @default.
- W4328007165 hasRelatedWork W3097493316 @default.
- W4328007165 hasRelatedWork W4229568052 @default.
- W4328007165 isParatext "false" @default.
- W4328007165 isRetracted "false" @default.
- W4328007165 workType "article" @default.