activity
20182025
most citedData-driven topology design using a deep generative model

59 citations · 66 across the 8 of their papers we have counts for

collaborators

8 papers

math.OC2025

Homogenization-based optimization of wall thickness distribution for TPMS two-fluid heat exchangers

Kaito Ohtani, Hiroki Kawabe, Kentaro Yaji +2

Triply Periodic Minimal Surface (TPMS) structures are attracting growing attention as promising geometries for next-generation high-performance heat exchangers (HXs), due to their…

math.OC2025

Wasserstein crossover for evolutionary algorithm-based topology optimization

Taisei Kii, Kentaro Yaji, Hiroshi Teramoto +1

Evolutionary algorithms (EAs) are promising approaches for non-differentiable or strongly multimodal topology optimization problems, but they often suffer from the curse of dimensi…

cs.LG2024★ 4 cited

Deep Concept Identification for Generative Design

Ryo Tsumoto, Kentaro Yaji, Yutaka Nomaguchi +1

A generative design based on topology optimization provides diverse alternatives as entities in a computational model with a high design degree. However, as the diversity of the ge…

math.OC2024★ 1 cited

Data-driven topology design with persistent homology for enhancing population diversity

Taisei Kii, Kentaro Yaji, Hiroshi Teramoto +1

This paper proposes a selection strategy for enhancing population diversity in data-driven topology design (DDTD), a topology optimization framework based on evolutionary algorithm…

math.OC2024

Maximum stress minimization via data-driven multifidelity topology design

Misato Kato, Taisei Kii, Kentaro Yaji +1

The maximum stress minimization problem is among the most important topics for structural design. The conventional gradient-based topology optimization methods require transforming…

physics.comp-ph2020★ 59 cited

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…

cs.CE2020★ 2 cited

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…

math.OC2018

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…