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December 2019
ISSN 1050-0472
EISSN 1528-9001
Special Issue: Machine Learning for Engineering Design - Part II
Multifidelity and Multiscale Bayesian Framework for High-Dimensional Engineering Design and Calibration
Soumalya Sarkar, Sudeepta Mondal, Michael Joly, Matthew E. Lynch, Shaunak D. Bopardikar, Ranadip Acharya, Paris Perdikaris
J. Mech. Des. December 2019, 141(12): 121001.
doi: https://doi.org/10.1115/1.4044598
Topics:
Calibration
,
Optimization
,
Design
Spatial Grammar-Based Recurrent Neural Network for Design Form and Behavior Optimization
J. Mech. Des. December 2019, 141(12): 124501.
doi: https://doi.org/10.1115/1.4044398
Topics:
Design
,
Optimization
Design Theory and Methodology
Mining and Representing the Concept Space of Existing Ideas for Directed Ideation
J. Mech. Des. December 2019, 141(12): 121101.
doi: https://doi.org/10.1115/1.4044399
Topics:
Computers
,
Design
,
Natural language processing
,
Transportation systems
,
Creativity
,
Mining
A Computer-Aided Design Based Research Platform for Design Thinking Studies
J. Mech. Des. December 2019, 141(12): 121102.
doi: https://doi.org/10.1115/1.4044395
Topics:
Design
Extracting Customer Perceptions of Product Sustainability From Online Reviews
J. Mech. Des. December 2019, 141(12): 121103.
doi: https://doi.org/10.1115/1.4044522
Topics:
Sustainability
,
Design
,
Natural language processing
A Data-Driven Approach to Product Usage Context Identification From Online Customer Reviews
J. Mech. Des. December 2019, 141(12): 121104.
doi: https://doi.org/10.1115/1.4044523
Topics:
Laptop computers
,
Product design
Design Automation
An Investigation of Surrogate Models for Efficient Performance-Based Decoding of 3D Point Clouds
J. Mech. Des. December 2019, 141(12): 121401.
doi: https://doi.org/10.1115/1.4044597
Topics:
Aircraft
,
Artificial neural networks
,
Modeling
,
Three-dimensional models
,
Simulation
,
Drag (Fluid dynamics)
,
Design
,
Errors
Computational Creativity Via Assisted Variational Synthesis of Mechanisms Using Deep Generative Models
J. Mech. Des. December 2019, 141(12): 121402.
doi: https://doi.org/10.1115/1.4044396
Topics:
Linkages
Multi-Fidelity Physics-Constrained Neural Network and Its Application in Materials Modeling
J. Mech. Des. December 2019, 141(12): 121403.
doi: https://doi.org/10.1115/1.4044400
Topics:
Artificial neural networks
,
Modeling
,
Phase transitions
,
Physics
,
Simulation
,
Heat transfer
A Comparative Evaluation of Supervised Machine Learning Classification Techniques for Engineering Design Applications
J. Mech. Des. December 2019, 141(12): 121404.
doi: https://doi.org/10.1115/1.4044524
A Machine Learning Enabled Multi-Fidelity Platform for the Integrated Design of Aircraft Systems
J. Mech. Des. December 2019, 141(12): 121405.
doi: https://doi.org/10.1115/1.4044401
Topics:
Aircraft
,
Architecture
,
Design
,
Optimization
,
Braking
,
Flight
,
Gears
,
Control systems
Design for Manufacture and the Life Cycle
Design for Crashworthiness of Categorical Multimaterial Structures Using Cluster Analysis and Bayesian Optimization
J. Mech. Des. December 2019, 141(12): 121701.
doi: https://doi.org/10.1115/1.4044838
Topics:
Design
,
Optimization
,
Conceptual design
,
Algorithms
,
Structural optimization
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J. Mech. Des
Time- and Space-Dependent Reliability-Based Design With Envelope Method
J. Mech. Des (March 2023)
