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April 2025
In Progress
ISSN 1050-0472
EISSN 1528-9001
Special Issue: Design by Data: Cultivating Datasets for Engineering Design
Guest Editorial
Special Issue: Design by Data: Cultivating Datasets for Engineering Design
Faez Ahmed, Cyril Picard, Wei Chen, Christopher McComb, Pingfeng Wang, Ikjin Lee, Tino Stankovic, Douglas Allaire, Stefan Menzel
J. Mech. Des. April 2025, 147(4): 040301.
doi: https://doi.org/10.1115/1.4067871
Topics:
Design
,
Engineering design
Research Papers
Design Theory and Methodology
Large Language Models for Predicting Empathic Accuracy Between a Designer and a User
J. Mech. Des. April 2025, 147(4): 041401.
doi: https://doi.org/10.1115/1.4067227
Topics:
Design
,
Large language models
,
Semantics
,
Data collection
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
Topics:
Algorithms
,
Circuits
,
Condition monitoring
,
Convolutional neural networks
,
Generators
,
Signals
,
Wind turbines
,
Maintenance
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
Topics:
Anisotropy
,
Design
,
Mechanical properties
,
Metamaterials
,
Topology
,
Trusses (Building)
,
Elasticity
Customer Segmentation and Need Analysis Based on Sentiment Network of Online Reviewers and Graph Embedding
J. Mech. Des. April 2025, 147(4): 041706.
doi: https://doi.org/10.1115/1.4067226
Topics:
Construction
,
Image segmentation
,
Vehicles
,
Design
A Method for Synthesizing Ontology-Based Textual Design Datasets: Evaluating the Potential of Large Language Model in Domain-Specific Dataset Generation
J. Mech. Des. April 2025, 147(4): 041707.
doi: https://doi.org/10.1115/1.4067478
Topics:
Design
,
Large language models
,
Engineering design
,
Ontologies
A Visual Representation of Engineering Catalogs Using Variational Autoencoders
J. Mech. Des. April 2025, 147(4): 041708.
doi: https://doi.org/10.1115/1.4067477
Topics:
Bearings
,
Design
,
Dimensions
,
Errors
,
Springs
,
Motors
,
Feedback
,
Elongation
,
Encryption
,
Space
Dataset on Complex Power Systems: Design for Resilient Transmission Networks Using a Generative Model
J. Mech. Des. April 2025, 147(4): 041709.
doi: https://doi.org/10.1115/1.4067745
Topics:
Design
,
Flow (Dynamics)
,
Generators
,
Optimization
,
Power grids
,
Power systems (Machinery)
,
Resilience
,
Topology
,
Generative design
,
Transmission lines
Large Language Models for Computer-Aided Design Fine Tuned: Dataset and Experiments
J. Mech. Des. April 2025, 147(4): 041710.
doi: https://doi.org/10.1115/1.4067713
Topics:
Computer-aided design
,
Large language models
,
Design
,
Springs
Heterogeneous Multi-Source Data Fusion Through Input Mapping and Latent Variable Gaussian Process
J. Mech. Des. April 2025, 147(4): 041711.
doi: https://doi.org/10.1115/1.4068016
Topics:
Data fusion
,
Modeling
,
Design
,
Manufacturing
,
Cantilever beams
Technical Briefs
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
MSEval: A Dataset for Material Selection in Conceptual Design to Evaluate Algorithmic Models
J. Mech. Des. April 2025, 147(4): 044502.
doi: https://doi.org/10.1115/1.4067453
Topics:
Design
Looking Beyond Self-Reported Cognitive Load: Comparing Pupil Diameter Against Self-Reported Cognitive Load in Design Tasks
J. Mech. Des. April 2025, 147(4): 044503.
doi: https://doi.org/10.1115/1.4067343
HM-SYNC: A Multimodal Dataset of Human Interactions With Advanced Manufacturing Machinery
J. Mech. Des. April 2025, 147(4): 044504.
doi: https://doi.org/10.1115/1.4067744
Topics:
Design
,
Machinery
,
Manufacturing
,
Sensors
HUVER: The HyForm Uncrewed Vehicle Engineering Repository
J. Mech. Des. April 2025, 147(4): 044505.
doi: https://doi.org/10.1115/1.4067711
Topics:
Design
,
String
,
Unmanned aerial vehicles
,
Vehicles
Presenting Hackathon Data for Design Research: A Transcript Dataset
J. Mech. Des. April 2025, 147(4): 044506.
doi: https://doi.org/10.1115/1.4067866
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