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Pregled bibliografske jedinice broj: 829825

Časopis

Autori: Đurašević, Marko; Jakobović, Domagoj; Knežević, Karlo
Naslov: Adaptive scheduling on unrelated machines with genetic programming
( Adaptive scheduling on unrelated machines with genetic programming )
Izvornik: Applied soft computing (1568-4946) 48 (2016); 419-430
Vrsta rada: članak
Ključne riječi: Scheduling on unrelated machines ; Genetic programming ; Priority scheduling
( Scheduling on unrelated machines ; Genetic programming ; Priority scheduling )
Sažetak:
This paper investigates the use of genetic programming in automatized synthesis of heuristics for the parallel unrelated machines environment with arbitrary performance criteria. The proposed scheduling heuristic consists of a manually defined meta-algorithm which uses a priority function evolved separately with genetic programming. In this paper, several different genetic programming methods for evolving priority functions, like dimensionally aware genetic programming, genetic programming with iterative dispatching rules and gene expression programming, have been tried out and described. The performance of the suggested approach is compared to existing scheduling heuristics and it is shown that it mostly outperforms them. The described approach could prove useful when used for optimizing scheduling criteria for which no adequate scheduling heuristic exists.
Izvorni jezik: eng
Rad je indeksiran u
bazama podataka:
Current Contents Connect (CCC)
Scopus
SCI-EXP, SSCI i/ili A&HCI
Science Citation Index Expanded (SCI-EXP) (sastavni dio Web of Science Core Collectiona)
Kategorija: Znanstveni
Znanstvena područja:
Računarstvo
Puni text rada: 829825.unrelated_GP.pdf (tekst priložen 18. Kol. 2016. u 21:02 sati)
URL Internet adrese: http://www.sciencedirect.com/science/article/pii/S1568494616303519
829825
Broj citata:
Altmetric:
DOI: 10.1016/j.asoc.2016.07.025
URL cjelovitog teksta:
Google Scholar: Adaptive scheduling on unrelated machines with genetic programming
Upisao u CROSBI: Domagoj Jakobović (domagoj.jakobovic@fer.hr), 18. Kol. 2016. u 21:02 sati



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