Automatic Construction of Loading Algorithms With Interactive Genetic Programming
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- @Article{Hiruta:2022:IEEEAccess,
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author = "Yusuke Hiruta and Kei Nishihara and Yuji Koguma and
Masakazu Fujii and Masaya Nakata",
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journal = "IEEE Access",
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title = "Automatic Construction of Loading Algorithms With
Interactive Genetic Programming",
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year = "2022",
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volume = "10",
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pages = "125167--125180",
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abstract = "The design of a freight loading pattern is often
conducted by skilled workers, who handle unquantifiable
objectives and/or preferences. Our previous study
presented an automatic construction technique for
loading algorithms using genetic programming-based
hyper-heuristics; however, this technique is only
applicable to fully quantifiable loading problems.
Thus, the approach described in this paper integrates
an interactive framework with users into our previous
technique to automatically construct algorithms that
derive loading patterns adapted to user objectives
and/or preferences. Thus, once a loading algorithm has
been derived with user interactions, it can be reused
to obtain the preferred loading patterns on other
problems without any additional interactions.
Experimental results show that the proposed algorithm
can produce loading algorithms adapted for user
preferences under a limit of 50 human interactions.
Further, we also show that the derived loading
algorithms can be applicable to different loading
situations without any additional user interactions.
Thus, these observations suggest the benefit of our
approaches in reducing the burden placed on skilled
workers for practical LPD tasks.",
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keywords = "genetic algorithms, genetic programming",
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DOI = "doi:10.1109/ACCESS.2022.3225543",
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ISSN = "2169-3536",
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notes = "Also known as \cite{9966559}",
- }
Genetic Programming entries for
Yusuke Hiruta
Kei Nishihara
Yuji Koguma
Masakazu Fujii
Masaya Nakata
Citations