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Pregled bibliografske jedinice broj: 579842

Evolving priority scheduling heuristics with genetic programming


Jakobović, Domagoj; Marasović, Kristina
Evolving priority scheduling heuristics with genetic programming // Applied soft computing, 12 (2012), 9; 2781-2789 doi:10.1016/j.asoc.2012.03.065 (međunarodna recenzija, članak, znanstveni)


Naslov
Evolving priority scheduling heuristics with genetic programming

Autori
Jakobović, Domagoj ; Marasović, Kristina

Izvornik
Applied soft computing (1568-4946) 12 (2012), 9; 2781-2789

Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni

Ključne riječi
Genetic programming; priority scheduling; scheduling heuristics

Sažetak
This paper investigates the use of genetic programming in automated synthesis of scheduling heuristics for an arbitrary performance measure. Genetic programming is used to evolve the priority function, which determines the priority values of certain system elements (jobs, machines). The priority function is used within an appropriate meta-algorithm for a given environment, which forms the priority scheduling heuristic. The evolved solutions are compared with existing scheduling heuristics and found to perform similarly to or better than existing algorithms. We intend to show that this approach is particularly useful for combinations of scheduling environments and performance measures for which no adequate scheduling algorithms exist.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo



POVEZANOST RADA


Projekt / tema
036-0362980-1921 - Računalne okoline za sveprisutne raspodijeljene sustave (Siniša Srbljić, )

Ustanove
Fakultet elektrotehnike i računarstva, Zagreb

Časopis indeksira:


  • Current Contents Connect (CCC)
  • Web of Science Core Collection (WoSCC)
    • Science Citation Index Expanded (SCI-EXP)
    • SCI-EXP, SSCI i/ili A&HCI
  • Scopus


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