Skip Nav Destination
Issues
April 2025
In Progress
ISSN 1050-0472
EISSN 1528-9001
In this Issue
Special Issue: Design by Data: Cultivating Datasets for Engineering Design
Research Papers
Design Automation
Topology-Agnostic Graph U-Nets for Scalar Field Prediction on Unstructured Meshes
J. Mech. Des. April 2025, 147(4): 041701.
doi: https://doi.org/10.1115/1.4066960
Topics:
Displacement
,
Graph neural networks
,
Scalar field theory
,
Shapes
,
Stress
,
Topology
,
Additive manufacturing
,
Simulation
,
Design
A Dataset of 3M Single-DOF Planar 4-, 6-, and 8-Bar Linkage Mechanisms With Open and Closed Coupler Curves for Machine Learning-Driven Path Synthesis
J. Mech. Des. April 2025, 147(4): 041702.
doi: https://doi.org/10.1115/1.4067014
Topics:
Linkages
,
Robustness
,
Algorithms
,
Machine learning
,
Artificial neural networks
,
Machinery
,
Kinematics
DeepJEB: 3D Deep Learning-Based Synthetic Jet Engine Bracket Dataset
J. Mech. Des. April 2025, 147(4): 041703.
doi: https://doi.org/10.1115/1.4067089
Topics:
Design
,
Engineering simulation
,
Jet engines
,
Reliability
,
Shapes
,
Simulation
,
Stress
,
Simulation results
,
Displacement
,
Filtration
Bi-Level Interturn Short-Circuit Fault Monitoring for Wind Turbine Generators With Benchmark Dataset Development
J. Mech. Des. April 2025, 147(4): 041704.
doi: https://doi.org/10.1115/1.4067056
A Dataset Generation Framework for Symmetry-Induced Mechanical Metamaterials
J. Mech. Des. April 2025, 147(4): 041705.
doi: https://doi.org/10.1115/1.4066169
Technical Brief
Importance-Induced Customer Segmentation Using Explainable Machine Learning
J. Mech. Des. April 2025, 147(4): 044501.
doi: https://doi.org/10.1115/1.4066746
Topics:
Image segmentation
,
Construction
,
Machine learning
Email alerts
RSS Feeds
A Dataset Generation Framework for Symmetry-Induced Mechanical Metamaterials
J. Mech. Des (April 2025)
DeepJEB: 3D Deep Learning-Based Synthetic Jet Engine Bracket Dataset
J. Mech. Des (April 2025)
