Integrated approach for an artificial intelligence-based generative product design

Prasad Umakant Bhad; Rajesh B. Buktar

首页> 外文期刊>International journal of design engineering: IJDE >Integrated approach for an artificial intelligence-based generative product design

【24h】

Integrated approach for an artificial intelligence-based generative product design

机译：Integrated approach for an artificial intelligence-based generative product design

获取原文

获取原文并翻译 | 示例

掌桥外文数据库（机构版） >>

开具论文收录证明 >>

文献代查 >>

页面导航

摘要
著录项
相关主题

摘要

Generative design is an artificial intelligence-based technology that provides solution with less human intervention. In this research study, we have adopted an integrated approach of convolutional neural network, topology optimisation and autoencoder for generating multiple novel outcomes for one design problem. To showcase the research work, we initially generated bicycle frame designs by providing a reference design to topology optimisation tool to generate optimised designs based on applied constraints, support conditions, loading conditions and environmental conditions. Generated design outcomes were then provided to CNN for image processing. Processed images from CNN were further provided to autoencoder for error less results and dimensional mapping of design domain. Generated outcomes were then converted to 3D models and analysed. Generated designs were validated with yield or critical values of material. The results obtained were within the critical limits of yield values of applied material.

著录项

来源
《International journal of design engineering: IJDE》 |2021年第2期|110-135|共26页
作者
Prasad Umakant Bhad; Rajesh B. Buktar;
展开▼
作者单位

Department of Mechanical Engineering, Sardar Patel College of Engineering, Andheri;

展开▼
收录信息
原文格式 PDF
正文语种英语
中图分类
关键词
artificial intelligence; generative design; topology optimisation; extruded geometric component; convolutional neural network; CNN; deep learning;

Integrated approach for an artificial intelligence-based generative product design

摘要

著录项

相关主题

期刊订阅