date
2021.03.02
modification day
2021.03.02
author
오상진
hits
220

선박 초기 설계 단계에서의 강화학습을 이용한 배관경로 설계

저자

신동선, 박병철, 임채옥, 오상진, 김기용, 신성철


초록

Pipe routing is a important part of the whole design process in the shipbuilding industry. It has a lot of constraints and many tasks that should be considered together. Also, the result of this stage affects follow-up works in a wide scope. Therefore, this part requires skilled designers and a lot of time. This study aims to reduce the workload and time during the design process by automating the pipe route design on initial stage. In this study, the reinforcement learning was used for pipe auto-routing. Reinforcement learning has the advantage of dynamically selecting routes, unlike existing algorithms. Therefore, it is suitable for the pipe routing design in ship design process which is frequently modified. At last, the effectiveness of this study was verified by comparing pipelines which were designed by piping designer and reinforcement learning results.

 

대한조선학회 논문집57(4), 191-197.

file
there is no file