59 citations · 68 across the 4 of their papers we have counts for
4 papers
Data-driven topology design based on principal component analysis for 3D structural design problems
Jun Yang, Kentaro Yaji, Shintaro Yamasaki
Topology optimization is a structural design methodology widely utilized to address engineering challenges. However, sensitivity-based topology optimization methods struggle to sol…
Data-driven topology design using a deep generative model
Shintaro Yamasaki, Kentaro Yaji, Kikuo Fujita
In this paper, we propose a sensitivity-free and multi-objective structural design methodology called data-driven topology design. It is schemed to obtain high-performance material…
Topology design of two-fluid heat exchange
Hiroki Kobayashi, Kentaro Yaji, Shintaro Yamasaki +1
Heat exchangers are devices that typically transfer heat between two fluids. The performance of a heat exchanger such as heat transfer rate and pressure loss strongly depends on th…
Novel flow field design for vanadium redox flow batteries via topology optimization
Chih-Hsiang Chen, Kentaro Yaji, Shintaro Yamasaki +2
This paper presents a three-dimensional topology optimization method for the design of flow field in vanadium redox flow batteries (VRFBs). We focus on generating a novel flow fiel…