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An Entropy-Guided Monte Carlo Tree Search Approach for Generating Optimal Container Loading Layouts

In this paper, a novel approach to the container loading problem using a spatial entropy measure to bias a Monte Carlo Tree Search is proposed. The proposed algorithm generates layouts that achieve the goals of both fitting a constrained space and also having “consistency” or neatness that enables f...

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Bibliographic Details
Published in:Entropy (Basel)
Main Authors: Cant, Richard, Remi-Omosowon, Ayodeji, Langensiepen, Caroline, Lotfi, Ahmad
Format: Artigo
Language:Inglês
Published: MDPI 2018
Subjects:
Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC7512427/
https://ncbi.nlm.nih.gov/pubmed/33266590
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3390/e20110866
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