Publication
Case-based reasoning for meta-heuristics self-parameterization in a multi-agent scheduling system
| dc.contributor.author | Pereira, Ivo | |
| dc.contributor.author | Madureira, Ana Maria | |
| dc.contributor.author | Moura, Paulo Oliveira | |
| dc.date.accessioned | 2013-05-13T11:33:09Z | |
| dc.date.available | 2013-05-13T11:33:09Z | |
| dc.date.issued | 2011 | |
| dc.date.updated | 2013-04-23T11:03:40Z | |
| dc.description.abstract | A novel agent-based approach to Meta-Heuristics self-configuration is proposed in this work. Meta-heuristics are examples of algorithms where parameters need to be set up as efficient as possible in order to unsure its performance. This paper presents a learning module for self-parameterization of Meta-heuristics (MHs) in a Multi-Agent System (MAS) for resolution of scheduling problems. The learning is based on Case-based Reasoning (CBR) and two different integration approaches are proposed. A computational study is made for comparing the two CBR integration perspectives. In the end, some conclusions are reached and future work outlined. | por |
| dc.identifier.uri | http://hdl.handle.net/10400.22/1555 | |
| dc.language.iso | eng | por |
| dc.subject | Case-based reasoning | por |
| dc.subject | Learning | por |
| dc.subject | Metaheuristics | por |
| dc.subject | Multi-agent systems | por |
| dc.subject | Scheduling | por |
| dc.title | Case-based reasoning for meta-heuristics self-parameterization in a multi-agent scheduling system | por |
| dc.type | conference object | |
| dspace.entity.type | Publication | |
| oaire.citation.conferencePlace | Coimbra, Portugal, 2011 | por |
| oaire.citation.title | 2nd International Symposium on Computational Intelligence for Engineering Systems ISCIES '2011 | por |
| person.familyName | Pereira | |
| person.familyName | Madureira | |
| person.givenName | Ivo | |
| person.givenName | Ana Maria | |
| person.identifier.ciencia-id | 3E18-2D4C-0E14 | |
| person.identifier.ciencia-id | 7F1D-5AF2-A101 | |
| person.identifier.orcid | 0000-0001-5440-3225 | |
| person.identifier.orcid | 0000-0002-0264-4710 | |
| person.identifier.rid | N-1713-2016 | |
| person.identifier.rid | AAH-1056-2021 | |
| person.identifier.scopus-author-id | 36675461900 | |
| person.identifier.scopus-author-id | 8634629500 | |
| rcaap.rights | openAccess | por |
| rcaap.type | conferenceObject | por |
| relation.isAuthorOfPublication | 097b47eb-e9f1-40cb-9fe3-ca46efc578cb | |
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| relation.isAuthorOfPublication.latestForDiscovery | 097b47eb-e9f1-40cb-9fe3-ca46efc578cb |