8 citations · 15 across the 3 of their papers we have counts for
3 papers
cs.CE2020★ 8 cited
Deep learning-based topological optimization for representing a user-specified design area
Keigo Nakamura, Yoshiro Suzuki
Presently, topology optimization requires multiple iterations to create an optimized structure for given conditions. Among the conditions for topology optimization,the design area…
cs.LG2019★ 7 cited
Convolutional Neural Network-based Topology Optimization (CNN-TO) By Estimating Sensitivity of Compliance from Material Distribution
Yusuke Takahashi, Yoshiro Suzuki, Akira Todoroki
This paper proposes a new topology optimization method that applies a convolutional neural network (CNN), which is one deep learning technique for topology optimization problems. U…
math.NA2019
Multiscale seamless-domain method for nonperiodic fields: linear heat conduction analysis
Yoshiro Suzuki
A multiscale numerical solver called the seamless-domain method (SDM) is used in linear heat conduction analysis of nonperiodic simulated fields. The practical feasibility of the S…