A set‐based approach for hierarchical optimization problem using Bayesian active learning

K Shintani, T Sugai, T Yamada - International Journal for …, 2023 - Wiley Online Library
In the development of complex engineering systems, many engineers from different
disciplines collaborate to identify feasible designs that satisfy all system requirements …

Data-Driven Set Based Concurrent Engineering Method for Multidisciplinary Design Optimization

K Shintani, A Abe, M Tsuchiyama - … of Advances and Current Practices in …, 2022 - sae.org
In the development of multi-disciplinary systems, many experts in different discipline fields
need to collaborate with each other to identify a feasible design where all multidisciplinary …

A set-based approach to dynamic system design using physics informed neural network

K Shintani, E Nakatsugawa… - Journal of Advanced …, 2022 - jstage.jst.go.jp
In the early stage of dynamic system development which has a multi-disciplinary and
hierarchical structure, system requirements need to be cascaded down to target values of …

Design space covering for uncertainty

L Claus, M Collette - Engineering Optimization, 2024 - Taylor & Francis
Managing uncertainty in engineering design continues to challenge engineers. By
combining the concept of regret from robust optimization with that of design space reduction …

Multidisciplinary Design Method for Off-Road Vehicles Using Bayesian Active Learning

H Kawamura, M Haruki, H Toyoda, K Shintani - 2024 - sae.org
When develo** an off-road vehicle, it is essential to create excellent drivability that
enables the vehicle to be driven on all surfaces while ensuring passenger comfort. Since …

Prediction Method of Compatibility between Ride Comfort and Load of Off-Road Vehicles using Bayesian Active Learning.

H Kawamura, M Haruki, H Toyoda… - Transactions of the …, 2024 - search.ebscohost.com
Driving on rough roads in off-road vehicles, the suspension characteristics that contribute to
ride comfort may conflict with the magnitude of the load from the road surface due to …

Bayesian Active Learning を用いたオフロード車両の乗り心地と路面入力荷重の両立性予測手法

河村拓昌, 春木美鈴, 豊田浩之, 新谷浩** - 自動車技術会論文集, 2024 - jstage.jst.go.jp
抄録 オフロード走行時には, サスペンション特性の調整により乗員の乗り心地性能の向上が図
られるが, 乗り心地性能は岩石等の乗り越えによる路面からの入力荷重荷重の大きさと背反する …