A Reinforcement Learning Method for Layout Design of Planar and Spatial Trusses using Kernel Regression

A Reinforcement Learning Method for Layout Design of Planar and Spatial Trusses using Kernel Regression

Truss layout design aims to find the optimal layout, considering node locations, connection topology between nodes, and cross-sectional areas of connecting bars. The design process of trusses can be represented as a reinforcement learning problem by formulating the optimization task into a Markov De...

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Bibliographic Details
Main Authors: Ruifeng Luo, Yifan Wang, Zhiyuan Liu, Weifang Xiao, Xianzhong Zhao
Format: Article
Language:English
Published: MDPI AG 2022-08-01
Series:Applied Sciences
Subjects:
generative design
optimal truss layout
reinforcement learning
Monte Carlo Tree Search
kernel regression
design automation
Online Access:https://www.mdpi.com/2076-3417/12/16/8227

Internet

https://www.mdpi.com/2076-3417/12/16/8227

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