Engineering Applications of Artificial Intelligence in Mechanical Design and Optimization

A Machine Learning Approach as a Surrogate for a Finite Element Analysis: Status of Research and Application to One Dimensional Systems

(2021) Poojitha Vurtur Badarinath et al.   SENSORS

Integrating deep learning into CAD/CAE system: generative design and evaluation of 3D conceptual wheel

(2021) Soyoung Yoo et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Design of cold-formed stainless steel circular hollow section columns using machine learning methods

(2021) Yan Xu et al.   Structures

Applications of machine learning to machine fault diagnosis: A review and roadmap

(2020) Yaguo Lei et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Deep generative modeling for mechanistic-based learning and design of metamaterial systems

(2020) Liwei Wang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Data-Driven Design Space Exploration and Exploitation for Design for Additive Manufacturing

(2019) Yi Xiong et al.   JOURNAL OF MECHANICAL DESIGN

A Data-driven Methodology to Construct Customer Choice Sets Using Online Data and Customer Reviews

(2019) Dedy Suryadi et al.   JOURNAL OF MECHANICAL DESIGN

Synthesizing Designs with Inter-Part Dependencies using Hierarchical Generative Adversarial Networks

(2019) Wei Chen et al.   JOURNAL OF MECHANICAL DESIGN

Mining and Representing the Concept Space of Existing Ideas for Directed Ideation

(2019) Yuejun He et al.   JOURNAL OF MECHANICAL DESIGN

Spatial Grammar-based Recurrent Neural Network for Design Form and Behavior Optimization

(2019) Gary M. Stump et al.   JOURNAL OF MECHANICAL DESIGN

Machine Learning to Aid Tuning of Numerical Parameters in Topology Optimization

(2019) Matthew E. Lynch et al.   JOURNAL OF MECHANICAL DESIGN

LEARNING TO DESIGN FROM HUMANS: IMITATING HUMAN DESIGNERS THROUGH DEEP LEARNING

(2019) Ayush Raina et al.   JOURNAL OF MECHANICAL DESIGN

Transferring Design Strategies From Human To Computer And Across Design Problems

(2019) Ayush Raina et al.   JOURNAL OF MECHANICAL DESIGN

An Investigation of Surrogate Models for Efficient Performance-Based Decoding of 3D Point Clouds

(2019) James D. Cunningham et al.   JOURNAL OF MECHANICAL DESIGN

A Data-Driven Approach to Product Usage Context Identification from Online Customer Reviews

(2019) Dedy Suryadi et al.   JOURNAL OF MECHANICAL DESIGN

Extracting Customer Perceptions of Product Sustainability From Online Reviews

(2019) Nasreddine El Dehaibi et al.   JOURNAL OF MECHANICAL DESIGN

New Graph Representation for Planetary Gear Trains

(2017) Wenjian Yang et al.   JOURNAL OF MECHANICAL DESIGN

Computer-Based Design Synthesis Research: An Overview

(2011) Amaresh Chakrabarti et al.   JOURNAL OF COMPUTING AND INFORMATION SCIENCE IN ENGINEERING