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Towards automatic facility layout design using reinforcement learning

Ikeda Hikaru, Nakagawa Hiroyuki, Tsuchija Tatsuhiro

Annals of Computer Science and Information Systems

2022

Vol. 32

11--20

The accuracy and perfection of layout designing significantly depend on the designer's ability. Quick and near-optimal designs are very difficult to create. In this study, we proposed an automatic design mechanism that can more easily design layouts for various unit groups and sites using reinforcement learning. Accordingly, we devised a mechanism to deploy units to be able to fill the largest rectangular space in the current site. We aim to successfully deploy given units within a given site by filling a part of the site. We apply the mechanism to the three sets of units in benchmark problems. The performance was evaluated by changing the learning parameters and iteration count. Consequently, it was possible to produce a layout that successfully deployed units within a given one-floor site.