2 papers
math.OC2023
Mixed variable structural optimization using mixed variable system Monte Carlo tree search formulation
Fu-Yao Ko, Katsuyuki Suzuki, Kazuo Yonekura
A novel method called mixed variable system Monte Carlo tree search (MVSMCTS) formulation is presented for optimization problems considering various types of variables with single…
cs.AI2023
Improved Monte Carlo tree search formulation with multiple root nodes for discrete sizing optimization of truss structures
Fu-Yao Ko, Katsuyuki Suzuki, Kazuo Yonekura
This paper proposes a novel reinforcement learning (RL) algorithm using improved Monte Carlo tree search (IMCTS) formulation for discrete optimum design of truss structures. IMCTS…