Difficulty Controllable and Scalable Constrained Multi-objective Test Problems
In this paper, we propose a general toolkit to construct constrained multi-objective optimisation problems (CMOPs) with three different kinds of constraint functions. Based on this toolkit, we suggested eight constrained multi-objective optimisation problems named CMOP1-CMOP8. As the ratio of feasib...
Uloženo v:
| Vydáno v: | 2015 International Conference on Industrial Informatics - Computing Technology, Intelligent Technology, Industrial Information Integration s. 76 - 83 |
|---|---|
| Hlavní autoři: | , , , , , |
| Médium: | Konferenční příspěvek |
| Jazyk: | angličtina |
| Vydáno: |
IEEE
01.12.2015
|
| Témata: | |
| On-line přístup: | Získat plný text |
| Tagy: |
Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
|
| Abstract | In this paper, we propose a general toolkit to construct constrained multi-objective optimisation problems (CMOPs) with three different kinds of constraint functions. Based on this toolkit, we suggested eight constrained multi-objective optimisation problems named CMOP1-CMOP8. As the ratio of feasible regions in the whole search space determines the difficulty of a constrained multi-objective optimisation problem, we propose four test instances CMOP3-6, which have very low ratio of feasible regions. To study the difficulties of proposed test instances, we make some experiments with two popular CMOEAs - MOEA/D-CDP and NSGA-II-CDP, and analysed their performances. |
|---|---|
| AbstractList | In this paper, we propose a general toolkit to construct constrained multi-objective optimisation problems (CMOPs) with three different kinds of constraint functions. Based on this toolkit, we suggested eight constrained multi-objective optimisation problems named CMOP1-CMOP8. As the ratio of feasible regions in the whole search space determines the difficulty of a constrained multi-objective optimisation problem, we propose four test instances CMOP3-6, which have very low ratio of feasible regions. To study the difficulties of proposed test instances, we make some experiments with two popular CMOEAs - MOEA/D-CDP and NSGA-II-CDP, and analysed their performances. |
| Author | Wenji Li Haibin Yin Zhun Fan Xinye Cai Hui Li Kaiwen Hu |
| Author_xml | – sequence: 1 surname: Zhun Fan fullname: Zhun Fan organization: Dept. of Electron. Eng., Shantou Univ., Shantou, China – sequence: 2 surname: Wenji Li fullname: Wenji Li organization: Dept. of Electron. Eng., Shantou Univ., Shantou, China – sequence: 3 surname: Xinye Cai fullname: Xinye Cai organization: Coll. of Comput. Sci. & Technol., Nanjing Univ. of Aeronaut. & Astronaut., Nanjing, China – sequence: 4 surname: Hui Li fullname: Hui Li organization: Dept. of Electron. Eng., Shantou Univ., Shantou, China – sequence: 5 surname: Kaiwen Hu fullname: Kaiwen Hu organization: Dept. of Electron. Eng., Shantou Univ., Shantou, China – sequence: 6 surname: Haibin Yin fullname: Haibin Yin organization: Sch. of Mech. & Electron. Eng., Wuhan Univ. of Technol. Wuhan, Wuhan, China |
| BookMark | eNotjFtLxDAUhCMo6K77LviSP9B6cukmeZR6K6wXcH1ekvQEIt1Umijsv7eyMgPDMB-zIKdpTEjIFYOaMTA3Xdv9uebAmppBc0IWTK6V0IJxOCernKMDqVXDBMAFebmLIUT_PZQDbcdUpnEYrBuQ2tTTd2-PZV5ymWxM2NPnmY3V6D7Rl_iDdIu50LdpnLl9viRnwQ4ZV_-5JB8P99v2qdq8Pnbt7aaKHHSp0CrZBK9RBQ4QvJVWQnDBG5C9BaGR90EHNNJzw4xQjqP3yDxH7VSzFktyffyNiLj7muLeToedErOMEL8X9VAN |
| CODEN | IEEPAD |
| ContentType | Conference Proceeding |
| DBID | 6IE 6IL CBEJK RIE RIL |
| DOI | 10.1109/ICIICII.2015.105 |
| DatabaseName | IEEE Electronic Library (IEL) Conference Proceedings IEEE Xplore POP ALL IEEE Xplore All Conference Proceedings IEEE/IET Electronic Library (IEL) (UW System Shared) IEEE Proceedings Order Plans (POP All) 1998-Present |
| DatabaseTitleList | |
| Database_xml | – sequence: 1 dbid: RIE name: IEEE/IET Electronic Library url: https://ieeexplore.ieee.org/ sourceTypes: Publisher |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Computer Science |
| EISBN | 1467383120 9781467383127 |
| EndPage | 83 |
| ExternalDocumentID | 7373793 |
| Genre | orig-research |
| GroupedDBID | 6IE 6IL ALMA_UNASSIGNED_HOLDINGS CBEJK RIB RIC RIE RIL |
| ID | FETCH-LOGICAL-i208t-ea745fc8e7f200fca4a40fbfc904da038e2df8fe94c291937b2ecce1c2e8b7563 |
| IEDL.DBID | RIE |
| ISICitedReferencesCount | 5 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000380447500018&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| IngestDate | Wed Dec 20 05:18:33 EST 2023 |
| IsPeerReviewed | false |
| IsScholarly | false |
| Language | English |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-i208t-ea745fc8e7f200fca4a40fbfc904da038e2df8fe94c291937b2ecce1c2e8b7563 |
| PageCount | 8 |
| ParticipantIDs | ieee_primary_7373793 |
| PublicationCentury | 2000 |
| PublicationDate | 20151201 |
| PublicationDateYYYYMMDD | 2015-12-01 |
| PublicationDate_xml | – month: 12 year: 2015 text: 20151201 day: 01 |
| PublicationDecade | 2010 |
| PublicationTitle | 2015 International Conference on Industrial Informatics - Computing Technology, Intelligent Technology, Industrial Information Integration |
| PublicationTitleAbbrev | ICIICII |
| PublicationYear | 2015 |
| Publisher | IEEE |
| Publisher_xml | – name: IEEE |
| SSID | ssib048751300 |
| Score | 1.6077372 |
| Snippet | In this paper, we propose a general toolkit to construct constrained multi-objective optimisation problems (CMOPs) with three different kinds of constraint... |
| SourceID | ieee |
| SourceType | Publisher |
| StartPage | 76 |
| SubjectTerms | Aerospace electronics Computer science Constrained Multi-objective Evolutionary Algorithm Constrained Multi-objective Optimisation problem Evolutionary computation Linear programming Pareto optimization Shape |
| Title | Difficulty Controllable and Scalable Constrained Multi-objective Test Problems |
| URI | https://ieeexplore.ieee.org/document/7373793 |
| WOSCitedRecordID | wos000380447500018&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1LSwMxEB7a4sFT1VZ8k4NHY7fZrUnO1WIvpYcKvZXdyQQqspW-wH9vJttWBC-yC5tdFgKTxzdkvpkP4D6AWNjxbCoZbWTmDUqDqpAM96roOtsjF8Um9GhkplM7rsHDIReGiCL5jB65GWP5boEbPirr6DRcNq1DXWtd5Wrt5w773RyZ2UciE9sZ9od8M32rx3K2v_RTInwMmv_r-ATaP3l4YnxAmFOoUXkGzb0Qg9ityxaMnvnkhYtofIl-xT3_4JQokZcu_JVXL6zNGRUhyImYdysXxXu134lJAAfuisVlVm14G7xM-q9yJ5Qg5yoxa0m5zpiLRdqHSe8xz_Is8YVHm2QuT1JDynnjyWaobPDYdKHCyFEXFZlC957Sc2iUi5IuQLCWEXYRw7L3wbcI_jclaJBrzoSnTS-hxeaZfVa1MGY7y1z9_fkajtn6Ff3jBhrr5YZu4Qi36_lqeRcH8Bsj7Z39 |
| linkProvider | IEEE |
| linkToHtml | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV3fS8MwED7mFPRp6ib-tg8-GtemqU2ep2PDWfYwYW-jTS4wkU72Q_C_N5duE8EXaaFpKQRySb4j9919ALcOxNyOp2JGaMOElZpJzQtGcM-LyKgEjRebSLNMjsdqWIO7bS4MInryGd5T08fyzUyv6KisncbuUvEO7CZC8KjK1trMHvK8KTaziUWGqt3v9OkmAldCgra_FFQ8gHQb_-v6EFo_mXjBcIsxR1DD8hgaGymGYL0ym5A90tkLldH4CjoV-_ydkqKCvDTur7x6IXVOrwmBJvCZt2xWvFU7XjBy8EBdkbzMogWv3adRp8fWUglsykO5ZJingthYmFo37a3ORS5CW1itQmHyMJbIjZUWldBcOZ8tLbizHUaaoyzS5CE-gXo5K_EUAlIz0pHWbuFb5104DxxDLTVVnXFPFZ9Bk4Zn8lFVw5isR-b87883sN8bvQwmg372fAEHZImKDHIJ9eV8hVewpz-X08X82hvzG4hOoUQ |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&rft.genre=proceeding&rft.title=2015+International+Conference+on+Industrial+Informatics+-+Computing+Technology%2C+Intelligent+Technology%2C+Industrial+Information+Integration&rft.atitle=Difficulty+Controllable+and+Scalable+Constrained+Multi-objective+Test+Problems&rft.au=Zhun+Fan&rft.au=Wenji+Li&rft.au=Xinye+Cai&rft.au=Hui+Li&rft.date=2015-12-01&rft.pub=IEEE&rft.spage=76&rft.epage=83&rft_id=info:doi/10.1109%2FICIICII.2015.105&rft.externalDocID=7373793 |