Adaptive scheduling on unrelated machines with genetic programming
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- @Article{Durasevic:2016:ASC,
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author = "Marko Durasevic and Domagoj Jakobovic and
Karlo Knezevic",
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title = "Adaptive scheduling on unrelated machines with genetic
programming",
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journal = "Applied Soft Computing",
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year = "2016",
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volume = "48",
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pages = "419--430",
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month = nov,
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keywords = "genetic algorithms, genetic programming, Scheduling on
unrelated machines, Priority scheduling",
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ISSN = "1568-4946",
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URL = "http://www.sciencedirect.com/science/article/pii/S1568494616303519",
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DOI = "doi:10.1016/j.asoc.2016.07.025",
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size = "12 pages",
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abstract = "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.",
- }
Genetic Programming entries for
Marko Durasevic
Domagoj Jakobovic
Karlo Knezevic
Citations