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08/23/2023
Performance Comparison of Design Optimization and Deep Learning-based Inverse Design
Surrogate model-based optimization has been increasingly used in the fie...
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10/19/2022
Adaptive Neural Network Ensemble Using Frequency Distribution
Neural network (NN) ensembles can reduce large prediction variance of NN...
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10/19/2022
Topology Optimization via Machine Learning and Deep Learning: A Review
Topology optimization (TO) is a method of deriving an optimal design tha...
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10/03/2022
Wheel Impact Test by Deep Learning: Prediction of Location and Magnitude of Maximum Stress
The impact performance of the wheel during wheel development must be ens...
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02/27/2022
Deep Learning-Based Inverse Design for Engineering Systems: Multidisciplinary Design Optimization of Automotive Brakes
The braking performance of the brake system is a target performance that...
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10/28/2020
Explainable Artificial Intelligence for Manufacturing Cost Estimation and Machining Feature Visualization
Studies on manufacturing cost prediction based on deep learning have beg...
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08/17/2020
Generative Design by Reinforcement Learning: Maximizing Diversity of Topology Optimized Designs
Generative design is a design exploration process in which a large numbe...
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06/30/2020
The Effect of Robo-taxi User Experience on User Acceptance: Field Test Data Analysis
With the advancement of self-driving technology, the commercialization o...
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05/25/2020
Integrating Deep Learning into CAD/CAE System: Case Study on Road Wheel Design Automation
Research regarding design automation that integrates artificial intellig...
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02/21/2020
A Study on Anxiety about Using Robo-taxis: HMI Design for Anxiety Factor Analysis and Anxiety Relief Based on Field Tests
Despite the approaching commercialization of robo-taxis, various anxiety...
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12/10/2019
Form + Function: Optimizing Aesthetic Product Design via Adaptive, Geometrized Preference Elicitation
Visual design is critical to product success, and the subject of intensi...
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03/01/2019
Generative Design Exploration by Integrating Deep Generative Models and Topology Optimization
Deep learning has recently been applied to various research areas of des...
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03/01/2019