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Journal Articles
Journal:
Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2025, 147(4): 041708.
Paper No: MD-24-1448
Published Online: February 11, 2025
Journal Articles
Journal:
Journal of Mechanical Design
Publisher: ASME
Article Type: Technical Briefs
J. Mech. Des. June 2025, 147(6): 064501.
Paper No: MD-24-1630
Published Online: February 11, 2025
Image
in A Visual Representation of Engineering Catalogs Using Variational Autoencoders
> Journal of Mechanical Design
Published Online: February 11, 2025
Fig. 1 Engineering design involves the simultaneous task of selecting components from design catalogs and designing custom geometries [ 2 , 3 ] More about this image found in Engineering design involves the simultaneous task of selecting components f...
Image
in A Visual Representation of Engineering Catalogs Using Variational Autoencoders
> Journal of Mechanical Design
Published Online: February 11, 2025
Fig. 2 Ashby’s charts for Young’s modulus versus density; chart created using CES EduPack 2019, ANSYS Granta © 2020 Granta Design More about this image found in Ashby’s charts for Young’s modulus versus density; chart created using CES ...
Image
in A Visual Representation of Engineering Catalogs Using Variational Autoencoders
> Journal of Mechanical Design
Published Online: February 11, 2025
Fig. 3 Graphical comparison of six-dimensional reduction methods, using the materials dataset. The axes for each plot represent the reduced dimensions specific to the respective methods and, therefore, are not directly comparable. More about this image found in Graphical comparison of six-dimensional reduction methods, using the materi...
Image
in A Visual Representation of Engineering Catalogs Using Variational Autoencoders
> Journal of Mechanical Design
Published Online: February 11, 2025
Fig. 4 VAE latent space of over 200 engineering materials from Ref. [ 12 ] More about this image found in VAE latent space of over 200 engineering materials from Ref. [ 12 ]
Image
in A Visual Representation of Engineering Catalogs Using Variational Autoencoders
> Journal of Mechanical Design
Published Online: February 11, 2025
Fig. 5 Architecture of a variational autoencoder More about this image found in Architecture of a variational autoencoder
Image
in A Visual Representation of Engineering Catalogs Using Variational Autoencoders
> Journal of Mechanical Design
Published Online: February 11, 2025
Fig. 6 High-temperature materials represented on a 2D latent space More about this image found in High-temperature materials represented on a 2D latent space
Image
in A Visual Representation of Engineering Catalogs Using Variational Autoencoders
> Journal of Mechanical Design
Published Online: February 11, 2025
Fig. 7 Convergence of the loss during training More about this image found in Convergence of the loss during training
Image
in A Visual Representation of Engineering Catalogs Using Variational Autoencoders
> Journal of Mechanical Design
Published Online: February 11, 2025
Fig. 8 Yield stress contour plot superimposed on the latent space of materials More about this image found in Yield stress contour plot superimposed on the latent space of materials
Image
in A Visual Representation of Engineering Catalogs Using Variational Autoencoders
> Journal of Mechanical Design
Published Online: February 11, 2025
Fig. 9 Feasible space is shaded, choices lying in this space meet design requirement. The regions can be identified by querying filled contours on the latent space. More about this image found in Feasible space is shaded, choices lying in this space meet design requireme...
Image
in A Visual Representation of Engineering Catalogs Using Variational Autoencoders
> Journal of Mechanical Design
Published Online: February 11, 2025
Fig. 10 Equivalence of VAE latent space to normalized Ashby’s chart when there is no dimension reduction More about this image found in Equivalence of VAE latent space to normalized Ashby’s chart when there is n...
Image
in A Visual Representation of Engineering Catalogs Using Variational Autoencoders
> Journal of Mechanical Design
Published Online: February 11, 2025
Fig. 11 Latent space of cross sections indicates the clustering of cross sections based on geometric properties More about this image found in Latent space of cross sections indicates the clustering of cross sections b...
Image
in A Visual Representation of Engineering Catalogs Using Variational Autoencoders
> Journal of Mechanical Design
Published Online: February 11, 2025
Fig. 12 Horsepower contour plot superimposed on the latent space of motors. Overlapping ellipses indicate overlapping catalogs of different configurations, which may lead to alternate product form factors and configurational changes. More about this image found in Horsepower contour plot superimposed on the latent space of motors. Overlap...
Image
in A Visual Representation of Engineering Catalogs Using Variational Autoencoders
> Journal of Mechanical Design
Published Online: February 11, 2025
Fig. 13 Anomaly detection in the material catalog with VAE. One Al entry is an outlier, further away from other Al alloys. More about this image found in Anomaly detection in the material catalog with VAE. One Al entry is an outl...
Image
in A Visual Representation of Engineering Catalogs Using Variational Autoencoders
> Journal of Mechanical Design
Published Online: February 11, 2025
Fig. 14 Capacity contours superimposed on the latent space of batteries More about this image found in Capacity contours superimposed on the latent space of batteries
Image
in A Visual Representation of Engineering Catalogs Using Variational Autoencoders
> Journal of Mechanical Design
Published Online: February 11, 2025
Fig. 15 RPM contours superimposed on latent space of bearings More about this image found in RPM contours superimposed on latent space of bearings
Image
in A Visual Representation of Engineering Catalogs Using Variational Autoencoders
> Journal of Mechanical Design
Published Online: February 11, 2025
Fig. 16 Visualizing the bearing catalog in a 3D latent space More about this image found in Visualizing the bearing catalog in a 3D latent space
Image
in A Visual Representation of Engineering Catalogs Using Variational Autoencoders
> Journal of Mechanical Design
Published Online: February 11, 2025
Fig. 17 Latent space representation of springs with three hidden layers in the encoder and decoder More about this image found in Latent space representation of springs with three hidden layers in the enco...
Image
in A Visual Representation of Engineering Catalogs Using Variational Autoencoders
> Journal of Mechanical Design
Published Online: February 11, 2025
Fig. 18 Latent space representation of gear oils. The contour indicates gear oils which can handle the temperature high of 450–500 K. More about this image found in Latent space representation of gear oils. The contour indicates gear oils w...
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