12 citations · 36 across the 10 of their papers we have counts for
4 papers · 1 filter
Ortho2CAD: 3D CAD generation from orthographic drawings using vision language models
Aditya Joglekar, Amit Regmi, Kenji Shimada +1
Engineering design intent is often communicated through rasterized orthographic drawings. However, downstream workflows require editable and parametrically defined 3D computer-aide…
Generative Manufacturing: A requirements and resource-driven approach to part making
Hongrui Chen, Aditya Joglekar, Zack Rubinstein +6
Advances in CAD and CAM have enabled engineers and design teams to digitally design parts with unprecedented ease. Software solutions now come with a range of modules for optimizin…
DMF-TONN: Direct Mesh-free Topology Optimization using Neural Networks
Aditya Joglekar, Hongrui Chen, Levent Burak Kara
We propose a direct mesh-free method for performing topology optimization by integrating a density field approximation neural network with a displacement field approximation neural…
TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain
Zhenguo Nie, Tong Lin, Haoliang Jiang +1
In topology optimization using deep learning, load and boundary conditions represented as vectors or sparse matrices often miss the opportunity to encode a rich view of the design…